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The Pennsylvania State University The Graduate School Engineering Design, Technology, and Professional Programs PART DESIGN AND TOPOLOGY OPTIMIZATION FOR RAPID SAND AND INVESTMENT CASTING A Thesis in Engineering Design by Jiayi Wang 2017 Jiayi Wang Submitted in Partial Fulfillment of the Requirements for the Degree of Master of Science December 2017

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Page 1: PART DESIGN AND TOPOLOGY OPTIMIZATION FOR RAPID SAND …

The Pennsylvania State University

The Graduate School

Engineering Design, Technology, and Professional Programs

PART DESIGN AND TOPOLOGY OPTIMIZATION FOR RAPID SAND AND

INVESTMENT CASTING

A Thesis

in

Engineering Design

by

Jiayi Wang

2017 Jiayi Wang

Submitted in Partial Fulfillment

of the Requirements

for the Degree of

Master of Science

December 2017

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The thesis of Jiayi Wang was reviewed and approved* by the following:

Guha P. Manogharan

Assistant Professor of Mechanical and Nuclear Engineering

Thesis Co-Advisor

Timothy W. Simpson

Paul Morrow Professor of Engineering Design and Manufacturing

Thesis Co-Advisor

Sven G. Bilén

Professor of Engineering Design, Electrical Engineering, and Aerospace

Engineering Head of School of Engineering Design, Technology, and Professional Programs

*Signatures are on file in the Graduate School

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ABSTRACT

The integration of additive manufacturing into traditional metal casting provides a wide

range of rapid casting solutions. One important motive for rapid casting is additive

manufacturing’s ability to create highly complex objects without any fixture or tooling

requirements. Such advantages provide great design freedom for the geometry of cast metal parts.

The objective in this thesis is to explore the part design opportunistic and restrictions of two rapid

casting processes: (1) sand casting with 3D Sand Printing-fabricated molds and (2) investment

casting using material extrusion–fabricated wax-like patterns. Knowledge-based design

guidelines are developed for both of these rapid casting processes through novel integration of

topology optimization with design for casting and design for AM principles. For each process, a

case study is conducted in which a mechanical metal benchmark is topologically optimized and

redesigned following the proposed design rules. The redesigned parts are successfully cast and

demonstrate improvements in mechanical performance and weight reduction.

Keywords: additive manufacturing, 3D Sand Printing, material extrusion, topology

optimization, rapid casting, sand casting, investment casting, cast part design

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TABLE OF CONTENTS

LIST OF FIGURES ................................................................................................................. vi

LIST OF TABLES ................................................................................................................... ix

ABBREVIATIONS ................................................................................................................. x

ACKNOWLEDGMENTS ....................................................................................................... xii

Chapter 1 INTRODUCTION AND LITERATURE REVIEW .............................................. 1

1.1. Introduction to Additive Manufacturing ................................................................... 1 1.2. Introduction to Topology Optimization ................................................................... 6 1.3. Introduction to Traditional Metal Casting ................................................................ 10 1.4. Part Design for Traditional Metal Casting ............................................................... 13 1.5. Rapid Casting ........................................................................................................... 20 1.6. Thesis Overview ....................................................................................................... 22

Chapter 2 REDESIGN OF TRADITIONAL METAL PARTS FOR 3D SAND

PRINTING USING TOPOLOGY OPTIMIZATION ...................................................... 24

2.1. Introduction .............................................................................................................. 24 2.2. Literature Review ..................................................................................................... 28 2.3. Methodology ............................................................................................................ 31

2.3.1. Step 1: Prepare the 3D CAD model for a metal part ..................................... 33 2.3.2. Step 2: Perform TO for the initial CAD model ............................................. 33 2.3.3. Step 3: Refinement and revision of the optimization output ......................... 34 2.3.5. Step 5: Perform FEA on the revised design .................................................. 42 2.3.6. Step 6: Analyze FEA results ......................................................................... 42 2.3.7. Step 7: Finalize the optimized geometry ....................................................... 42

2.4. Case Study ................................................................................................................ 43 2.4.1. TO and FEA validation ................................................................................. 43 2.4.2. Rigging design and casting ........................................................................... 46 2.4.3. Mechanical testing ......................................................................................... 48

2.5. Discussion ................................................................................................................ 49 2.6. Future Work ............................................................................................................. 50

Chapter 3 REDESIGN AND TOPOLOGY OPTIMIZATION OF TRADITIONAL

METAL PARTS FOR INVESTMENT CASTING WITH 3D-PRINTED WAX

PATTERNS ..................................................................................................................... 51

3.1. Introduction .............................................................................................................. 51 3.2. Literature Review ..................................................................................................... 55 3.3. Methodology ............................................................................................................ 57

3.3.1. Step 1: TO of the initial CAD ....................................................................... 58 3.3.2. Step 2: Redesign of the optimization output ................................................. 59

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3.3.3. Step 3: FEA validation .................................................................................. 67 3.3.4. Step 4: Patterning of the optimized design .................................................... 68

3.4. Case Study ................................................................................................................ 68 3.4.1. TO and FEA validation ................................................................................. 68 3.4.2. Gating design and casting.............................................................................. 71

3.5. Discussion ................................................................................................................ 75 3.6. Future Work ............................................................................................................. 76

Chapter 4 CONCLUSIONS AND FUTURE WORK ............................................................. 78

4.1. Conclusions .............................................................................................................. 78 4.2. Future Work ............................................................................................................. 80

REFERENCES ........................................................................................................................ 82

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LIST OF FIGURES

Figure 1-1: Industries served and approximate revenues for additive manufacturing, 2016

[6]. .................................................................................................................................... 2

Figure 1-2: Material extrusion AM process principle and schematic [10]. ............................ 3

Figure 1-3: Binder jetting AM process principle and schematic [13]. .................................... 4

Figure 1-4: Sizing, shape, and topology optimization [22]. .................................................... 6

Figure 1-5: The influence of penalization factor p on topology optimization results [27]. .... 9

Figure 1-6: The general procedure of topology optimization based on SIMP algorithm

[31]. .................................................................................................................................. 9

Figure 1-7: Sand mold assembly [34]. .................................................................................... 11

Figure 1-8: Traditional sand casting process [35]. .................................................................. 12

Figure 1-9: Schematic of the traditional investment casting process [41]. ............................. 13

Figure 1-10: Corner and edge on cast part: (a) bad design; (b) improved design [45]. .......... 15

Figure 1-11: Section change on cast part: (a) bad design; (b) and (c) improved designs

[46]. .................................................................................................................................. 15

Figure 1-12: Intersection on cast part: (a) bad design; (b) and (c) improved designs [45]. .... 16

Figure 1-13: Pattern designed (a) without draft and (b) with draft [45]. ................................ 18

Figure 1-14: (a) Pattern with undercut; (b) and (c) improved designs [45]. ........................... 19

Figure 1-15: Rapid sand casting solutions: approaches and corresponding AM processes

[49]. .................................................................................................................................. 21

Figure 1-16: Rapid investment casting solutions: approaches and corresponding AM

processes [49]. .................................................................................................................. 21

Figure 2-1: The 3DSP process via binder jetting [56] ............................................................ 26

Figure 2-2: Two design stages of a 3DSP-based casting process: (a) cast part design; (b)

mold design. ..................................................................................................................... 28

Figure 2-3: Design flowchart for sand casting with 3D-printed molds. ................................. 32

Figure 2-4: Topology optimization setup and result of a triangular bracket. .......................... 34

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Figure 2-5: Refinement and revision using Inspire: (a) a coarse truss on a TO output

geometry; (b) refined truss structure 1; (c) refined truss structure 2. ............................... 34

Figure 2-6: A metal pipe nipple not able to cast traditionally due to undercuts. .................... 36

Figure 2-7: Redesign of a housing for 3DSP-based casting: (a) current cast part with

draft; (b) redesign. ............................................................................................................ 37

Figure 2-8: Redesign of a U-bracket for 3DSP-based casting: (a) current cast part with

no pilot holes on the side surfaces; (b) redesign with pilot holes. ................................... 38

Figure 2-9: Redesign of a hinge bracket for 3DSP-based casting: (a) current cast part

with a heavy section; (b) redesign with uniform wall thickness. ..................................... 39

Figure 2-10: Redesign of a pipe elbow for 3DSP-based casting: (a) current cast part with

a core; (b) redesign with a core. ....................................................................................... 40

Figure 2-11: Redesign of a wheel frame for 3DSP-based casting: (a) current cast part

with a thick solid hub; (b) redesign with a center hole. ................................................... 41

Figure 2-12: Alcoa Aircraft Bracket Challenge [87]: (a) design envelope and (b)

boundary conditions. ........................................................................................................ 43

Figure 2-13: (a) Alcoa challenge original loading conditions [87]; (b) Assumed loading

direction in this case study. .............................................................................................. 44

Figure 2-14: (a) Bearing bracket design envelop; (b) TO output geometry; (c) optimized

design. .............................................................................................................................. 45

Figure 2-15: Check for geometry based on redesign rules. .................................................... 46

Figure 2-16: FEA of (a) the target design and (b) the optimized design. ............................... 46

Figure 2-17: The (a) rigging design and (b) solidification simulation for the optimized

bracket. ............................................................................................................................. 47

Figure 2-18: (a) 3D-printed sand mold; (b) the final cast part. ............................................... 48

Figure 2-19: (a) Fixtures designed for the mechanical testing; (b) setup of the tensile

testing machine. ............................................................................................................... 48

Figure 2-20: The response of the bracket in the mechanical testing. ...................................... 49

Figure 2-21: The failure location of the bracket in (a) FEA simulation and (b) the

mechanical testing. ........................................................................................................... 49

Figure 3-1: Schematic of the traditional investment casting process [41]. ............................. 53

Figure 3-2: Framework of pattern design for a RIC process. ................................................. 54

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Figure 3-3: Design flowchart for 3D-printed IC patterns. ...................................................... 58

Figure 3-4: Topology optimization of a cantilever beam........................................................ 59

Figure 3-5: Generation of a smooth solid truss from TO output using Inspire

PolyNURBS. .................................................................................................................... 60

Figure 3-6: Influence of extrusion temperature on the surface finish of a 3D-printed wax

pattern: (a) under proper temperature, (b) under insufficient temperature. ...................... 62

Figure 3-7: Testing of dimensional accuracy by 3D-printing a cube. ..................................... 63

Figure 3-8: A benchmark for testing 3D printing features such as minimum feature size,

minimum wall thickness, surface finish, bridging and overhangs: (a) 3D model, (b)

printed part. ...................................................................................................................... 64

Figure 3-9: Quality of prints (a) with proper layer height and (b) when the layer height is

too low.............................................................................................................................. 64

Figure 3-10: Testing of support for wax-like filament: (a) an arch structure printed with

support, (b) bottom surface after the support is removed. ............................................... 65

Figure 3-11: Defects of a cast part resulting from slurry infiltration. ..................................... 66

Figure 3-12: Influence of build direction to a 3D-printed truss. ............................................. 66

Figure 3-13: Curling of wax layers. ........................................................................................ 67

Figure 3-14: (a) The target design envelope and (b) load and boundary conditions of the

bearing bracket. ................................................................................................................ 69

Figure 3-15: (a) TO output geometries and (b) the final redesigns......................................... 70

Figure 3-16: Check for geometries based on redesign rules. .................................................. 71

Figure 3-17: Comparison of safety factor of the target design and redesigns: (a) 1.0, (b)

1.3, (c) 1.4 and (d) 1.2. ..................................................................................................... 71

Figure 3-18: Solidification simulation for (a) target with 1-mm fillet, (b) redesign 1, (c)

redesign 2 and (d) redesign 3. .......................................................................................... 72

Figure 3-19: The pattern design for bracket geometries: (a) target with 1 mm fillet, (b)

redesign 1, (c) redesign 2 and (d) redesign 3. .................................................................. 73

Figure 3-20: (a) 3D-printed wax-like patterns; (b) final cast carbon steel brackets after

post-processing. ................................................................................................................ 75

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LIST OF TABLES

Table 1-1: List of common commercial and educational TO software [32]. .......................... 10

Table 1-2: Minimum wall thickness of different metals for sand casting [44]. ...................... 14

Table 1-3: Patternmaker’s shrinkage of different cast metals [44]. ........................................ 16

Table 1-4: Machining allowances of different cast metals in sand casting [44]. .................... 17

Table 1-5: Machining allowances for cast parts in investment casting [47]. .......................... 18

Table 1-6: Recommended draft angles for patterns used in sand casting [44]. ...................... 19

Table 1-7: Geometric requirements for holes on patterns in investment casting [48]. ........... 20

Table 2-1: Important part design rules for traditional sand casting [45]. ................................ 29

Table 2-2: Improvements of the use of 3DSP on traditional sand casting rules. .................... 41

Table 2-3: Comparison of the performance of the target and the optimized designs. ............ 46

Table 2-4: Comparison of the UTS and displacement between the FEA and mechanical

testing results.................................................................................................................... 49

Table 3-1: Parameters for the material extrusion of wax-like patterns. .................................. 74

Table 3-2: Comparison of the performance of the target design and the optimized

designs. ............................................................................................................................. 75

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ABBREVIATIONS

3DP 3D Printing

3DSP 3D Sand Printing

ABS Acrylonitrile Butadiene Styrene

AM Additive Manufacturing

ATOM Abaqus Topology Optimization Module

CAD Computer-Aided Design

CAE Computer-Aided Engineering

CNC Computer Numerically Controlled

DfAM Design for Additive Manufacturing

DMLS Direct Metal Laser Sintering

FDM Fused Deposition Modelling

FEA Finite Element Analysis

FEM Finite Element Method

IC Investment Casting

ISE Isotropic-Solid or Empty

LOM Laminated Object Manufacturing

MBB Messerschmitt-Bölkow-Blohm

MM II Model Maker II

MMA Method of Moving Asymptotes

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NURBS Non-Uniform Rational Basis Spline

OC Optimality Criteria

PLA Polylactic Acid

RC Rapid Casting

RIC Rapid Investment Casting

RP Rapid Prototyping

RTV Room Temperature Vulcanized

SIMP Solid Isotropic Material with Penalization

SLA Stereolithography Apparatus

SLS Selective Laser Sintering

STEP Standard for the Exchange of Product model data

STL Stereolithography

TO Topology Optimization

UNI MCC The University of Northern Iowa Metal Casting Center

UTS Ultimate Tensile Strength

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ACKNOWLEDGMENTS

First, I want to express my sincere gratitude to my advisors Dr. Guha Manogharan and

Dr. Timothy Simpson. I am grateful that I could be a student of Dr. Manogharan, a nice and

responsible advisor. Without him, I could not have been able to work on this project and pursue

my M.S. degree at Penn State. Many thanks to Dr. Timothy Simpson for his guidance, expertise,

understanding, and patience to me during my study.

I would also like to thank Dr. Sven Bilén for his kind help on the thesis writing, and for

his continued support on studying, working and using facilities of the Engineering Design

Program.

I want to thank Dr. Robert Voigt, Daniel Supko, and Travis Richner from FAME

(Factory for Advanced Manufacturing Education) lab. Their professional guidance helped me to

have a better understanding of casting and manufacturing processes.

In addition, I want to recognize Ellis from Engineering Services and Bill Genet from the

Learning Factory for providing expertise in machining and testing.

My thanks also go to all my fellow lab mates in SHAPE (Systems for Hybrid-Additive

Process Engineering) lab, for their valuable suggestions and encouragement. It has been a great

experience working with and learning from them.

I want to say thank you to my family, especially my wife Hui Wang. It was they who

gave me the strength to finish my degree. I could not imagine how I could be here without their

understanding and support.

This thesis work is funded by America Makes project: Additive Manufacturing for Metal

Casting (AM4MC). Finally, I would like to thank the University of Northern Iowa, Youngstown

State University, and Tech Cast, Inc. for their generous help in assistance with casting design and

operation.

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Chapter 1

INTRODUCTION AND LITERATURE REVIEW

1.1. Introduction to Additive Manufacturing

Additive manufacturing (AM), commonly known as three-dimensional printing (3DP), is

the process of joining materials to make objects from 3D model data, usually layer by layer, as

opposed to traditional subtractive (e.g., cutting and shearing) and forming (e.g., stamping,

bending, and molding) manufacturing methodologies [1]. AM used to be called rapid prototyping

(RP). This term is used in a variety of industries to describe a process for rapidly creating

prototypes for final products that will eventually be realized using conventional manufacturing

methods [2]. With the improvement of AM in material diversity, accuracy, speed, and cost, the

application of AM has expanded from rapid prototyping to rapid tooling and rapid manufacturing,

in which AM-fabricated objects are used for tooling or as end-use products [3]. Due to the speed

and efficiency with which AM can produce prototypes and parts, this technology is believed to

have the greatest impact on products that require high customization, have complex designs, and

are made in small quantities [4].

The AM industry is growing fast. According to Wohlers Report 2016, the AM industry

has had a compound annual growth rate (CAGR) of 26.2% over the past 3 decades [5]. The AM

market has grown to a total of $5,165 billion in 2015. AM has received tremendous attention and

is being used in a wide range of industries. Leading sectors, based on revenue for all AM

products and services in 2016, include aerospace (18.2%), automotive (14.8%), consumer

products/electronics (12.8%) and medical/dental (11.0%) (see Figure 1-1).

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Figure 1-1: Industries served and approximate revenues for additive manufacturing, 2016 [6].

To date, numerous AM processes have been developed differing in the materials they use

and the methods of patterning and fusing layers they employ [4]. The identified 7 major

categories of AM processes and their definitions are as follows [7]:

• Material extrusion: selective dispensing of material through a nozzle or orifice;

• Material jetting: selective deposition of droplets of build material via ink-jet

printhead nozzles;

• Binder jetting: selective deposition of a liquid bonding agent through ink-jet

printhead nozzles to join powder materials;

• Sheet lamination: a process involving bonding sheets of material together;

• Vat photopolymerization: selective curing of liquid photopolymer (light-sensitive

polymer) in a vat via light-activated polymerization;

• Powder bed fusion: selective fusing of powder bed regions via thermal energy; and

• Directed energy deposition: simultaneous fusion and deposition of material.

In this thesis, two types of AM processes are the focus: (1) binder jetting and (2) material

extrusion given their ability to additively manufacture sand and wax-like parts, respectively.

Figure 1-2 shows a schematic of the material extrusion process. The core of a material

extrusion AM system is the heated extruder into which the filament is pushed and melted. The

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melted material is then extruded through a small nozzle as a road or bead, which then solidifies

after laying on the base. The extruder is moved through the build environment on a gantry via

stepper motors. The planar, x-y motion of the printhead combined with the z-motion of the build

stage allows 3D structures to be created in a layer-by-layer manner [8]. Material extrusion is

among the most widely used rapid prototyping processes with growing application in finished-

part manufacturing. It can print 3D structures with a variety of materials, including wax,

thermoplastics, ceramics, and metals [9]. Material extrusion systems also have advantages such as

satisfactory printing accuracy, compact equipment size, and low maintenance cost.

Figure 1-2: Material extrusion AM process principle and schematic [10].

The binder jetting AM technology was first developed at MIT in the late 1980’s. A binder

jetting system includes a powder bed as the build chamber, a leveling roller, an ink-jet printhead,

and either a powder hopper or feed bin as the powder supplier (see Figure 1-3). During the

printing process, the build volume is repeatedly lowered to the desired layer height followed by a

thin layer of powder spread over the build area with the roller. The printhead passes over each

new layer of power and selectively deposits liquid binder similar to a conventional 2D ink-jet

printer. The powder layers are bound together where the binder is deposited, eventually forming

the printed object [11]. When the part is completely printed, unbound powder is removed and

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reused. The powder used in binder jetting can be nearly anything, while metals, ceramics, sand,

and plastics are among the most commonly used.

Binder jetting is a rather cheap and fast process. A layer can be formed very quickly,

often in a matter of seconds, by using arrays of printheads. Binder jetting does not need support

structures as the powder surrounding the printed part naturally acts as a support for any

subsequent overhanging geometries. In addition, binder jetting is able to 3D-print full-color

objects by using binders with different colors [12].

Figure 1-3: Binder jetting AM process principle and schematic [13].

As a novel method of manufacturing 3D objects, AM has many advantages over

traditional processes, such as: easy fabrication of parts on-demand for customization and

personalization; no need for special tooling; efficient material use; reduced time and cost of

manufacturing for individualized parts and small-quantity productions; creation of novel

components and complex structures; reduced environmental impact; and simplified supply chain

[14]. Although AM is unable to replace conventional manufacturing methods in the foreseeable

future, especially for the high-volume production of parts with low complexity and high

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accuracy, AM will still revolutionize the manufacturing industry through its integration with a

wide range of conventional manufacturing technologies [15]. For example, many Rapid Casting

(RC) solutions have been developed by combining AM techniques with traditional metal casting

processes [16].

AM is not only changing what we can make and how we fabricate parts, but also

reshaping the way we design things. One of the most promising aspects of AM is the possibility

to create highly complex geometries without increasing manufacturing cost. Namely, designers

now are able to realize new and different design ideas previously impossible or too expensive to

manufacture. To achieve such a goal, design engineers must learn first how to break out of the

conceptual barriers created by conventional fabrication techniques and design effectively for AM

processes [17]. However, one of the technical challenges currently faced by design engineers is

their limited knowledge of Design for Additive Manufacturing (DfAM) principles. Insufficient

understanding and application of DfAM are said to be limiting the overall penetration of AM in

industries [18], preventing designers from fully benefitting from AM [19], and preventing AM

from reaching its full potential in general [20]. Once the DfAM rules are well understood, they

should be used to develop systematic design guidelines for design engineers in different

industries.

Nowadays, there is a significant tendency for using AM for structural, load-bearing

structures, by taking advantage of the inherent design freedom of AM processes [21]. Thanks to

the digital workflow of AM, more advanced design approaches can be integrated into the CAD

design stage to improve the performance of final products. A good example is the increasing

application of topology optimization, a powerful technology to generate lightweight and

functional structures. Topology optimization relates well to AM because the optimized structures

often have complex geometries that are extremely difficult and expensive to make using

traditional manufacturing processes.

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1.2. Introduction to Topology Optimization

In the field of engineering, a structure could be optimized for many purposes, such as

mechanical performance, thermal properties, and fluid flow. Optimization of structures can be

divided into 3 categories: (1) size optimization, (2) shape optimization, and (3) topology

optimization [22]. In a sizing or shape optimization problem, the goal is to find the optimal size

or shape of features of a structure. On the other hand, topology optimization is aimed at

determining the optimal material distribution of a structure, including the size, shape and location

of features, and the way they are connected (see Figure 1-4). Sizing or shape optimization only

deals with one specific geometric parameter, such as the size of trusses and the shape of holes. In

contrast, topology optimization is obviously more challenging but yet more powerful because it

allows unlimited design freedom within the design space; therefore, the true global optimum can

be achieved for a given set of boundary conditions and loads. For this reason, topology

optimization is the focus of this thesis to reduce the weight of structures and optimized their

mechanical performance under external loadings.

Figure 1-4: Sizing, shape, and topology optimization [22].

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By definition, topology optimization (TO) is a mathematical approach to optimize the

distribution of material within a design space, for a given set of loads, boundary conditions, and

constraints with the goal of maximizing the performance of the system [23]. A typical TO

problem involves four important concepts: (1) design space, (2) objective, (3) constraints, and (4)

design variables. Design space describes the allowable region within which the design exists. An

objective defines a physical quantity that needs to be maximized or minimized, such as

compliance, stiffness and Von Mises stress. Constraints include the limits that the optimization

solution must satisfy, such as maximum volume fraction and displacement. Design variables are

numerical inputs that are allowed to change during the optimization process.

TO is mostly solved based on finite element method (FEM), by which a design space is

discretized into finite elements [24]. As a result, solving the material distribution problem is

converted to the so-called “0–1” problem: elements should either contain material (𝜌𝑒 = 1) or be

voids (𝜌𝑒 = 0), where 𝜌𝑒 is the material concentration or “pseudo-density”. For cases dealing with

isotropic materials, TO tries to generate a topology consisting of a finite set of either solid or

empty elements, namely the ISE (Isotropic-Solid or Empty) topology [25]. An obvious advantage

of this method is its high compatibility with finite element analysis (FEA), which can be easily

used to evaluate the optimization results. A typical TO task for minimizing the compliance or

maximizing the stiffness of a structure with a volume constraint can be written as:

min 𝑓 = 𝐹T𝑢

(1.1) Subject to: 𝐾𝑢 = 𝐹

∑ 𝜌𝑒𝑣𝑒

𝑒∈1

≤ 𝑉

where 𝐹 is an external load; 𝐾 is the stiffness matrix and 𝑢 is the displacements resulting from 𝐹;

𝜌𝑒 and 𝑣𝑒 are the pseudo-density and the volume, respectively, of element e; and 𝑉 is the

maximum allowable volume of the design.

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A number of optimization techniques have been developed for the optimal ISE topology

design, such as density-based, level set, topological derivative, phase field, evolutionary, and

several others [26]. Among them, a density-based method named Solid Isotropic Material with

Penalization (SIMP) [27], has become one of the most widely used TO algorithms. Density-based

methods allow the material concentration 𝜌𝑒 take any value between 0 and 1. This relaxation

converts the discrete “0–1” problem to a continuous problem so that using gradient-based

optimization methods to solve it becomes possible. The core of SIMP algorithm can be expressed

as:

𝐸 = 𝜌𝑒𝑝

𝐸0, 0 ≤ 𝜌𝑒 ≤ 1, p ≥ 1 (1.2)

where 𝐸0 is the theoretical stiffness of element e, 𝐸 is the element stiffness used for analysis, the

pseudo-density 𝜌𝑒 is the only design variable, and p is the so-called penalization factor with a

typical value of 3 [27]. The function of 𝑝 is to reduce elements with intermediate densities by

“penalizing” their stiffness with respect to the element volume, because these elements do not

physically make sense for manufacturing (see Figure 1-5). For an element with isotropic material

density over it, the stiffness matrix 𝐾, which depends on the stiffness 𝐸, can be expressed as:

𝐾 = 𝜌𝑒𝑝

𝐾0, 0 ≤ 𝜌𝑒 ≤ 1, p ≥ 1 (1.3)

A typical SIMP-based TO procedure is shown in Figure 1-6. The optimization process

usually starts with a design domain with elements of a uniform distributed density and a volume

fraction. The initial element density and volume fraction are defined by users. The first step in the

optimization loop is an FEA in which the equilibrium equation 𝑓 = 𝐹𝑇𝑢 in Eq. (1.1) is solved.

Next, a sensitivity analysis is conducted by calculating derivatives of the objective function 𝑓

with respect to the design variable 𝜌𝑒. To ensure numerical stability, filtering techniques are then

applied to remedy the checkerboard problem [28]. In each optimization loop, the design variable

𝜌𝑒 will be updated by mathematical optimization approaches until convergence of the design is

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reached. Many optimization approaches can be used for density updating, such as Optimality

Criteria (OC) [29] and the Method of Moving Asymptotes (MMA) [30].

Figure 1-5: The influence of penalization factor 𝑝 on topology optimization results [27].

Figure 1-6: The general procedure of topology optimization based on SIMP algorithm [31].

SIMP is a simple yet effective TO algorithm; therefore, it has been widely used in both

research efforts and commercial software tools. Table 1-1 lists some common TO software

available for either commercial or educational use.

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Table 1-1: List of common commercial and educational TO software [32].

1.3. Introduction to Traditional Metal Casting

Metal casting is a manufacturing process with a history that dates back thousands of years,

in which molten metal is poured into a mold with a hollow cavity of the desired geometry, and then

allowed to solidify. The special factories where metal casting is performed are called foundries.

The term “casting” can also refer to a metal cast part produced via a casting process.

Sand casting is a type of metal casting process using sand as the mold material. Over

70% of all metal castings are produced via sand casting [33]. Greensand molds are the least

expensive and most widely used and are made of a mixture of sand, water, and a clay or binder

[33]. The primary components of a sand mold are shown in Figure 1-7. The mold is divided by a

parting surface into two halves: (1) the cope (upper half) and (2) the drag (bottom half). Both

cope and drag are packed inside a box, called a flask. The gating system, including pouring cup,

sprue, runner(s), and gate(s), forms a path for the molten metal to fill the mold cavity. Cores are

separate pieces that are used to provide geometric features of a casting that cannot be added

directly onto the pattern. Cores are typically raw sand mixed with binder and are molded in core

boxes. The structure of a mold to locate and support a core is called a core print. Risers, or

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feeders, are reservoirs designed for storing hot molten metal to prevent porosity in casting due to

shrinkage.

Figure 1-7: Sand mold assembly [34].

In general, there are six steps involved in the sand casting process (see Figure 1-8):

(1) Make a pattern, normally of dimensionally stable materials like wood, and pack it

with sand to create a mold.

(2) Incorporate the pattern and sand in a rigging system, including gating and riser(s).

(3) Remove the pattern and form the sand mold cavity.

(4) Pour molten metal into the mold cavity.

(5) Allow the metal to solidify and cool in the mold.

(6) Break the sand mold and remove the casting.

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Figure 1-8: Traditional sand casting process [35].

As the most widely used casting process, sand casting can deal with most metals and

alloys with flexibility in shape, size, and quantity. The cost for pattern and material in sand

casting is relatively low. However, it also suffers from several drawbacks such as limited

complexity of design, relatively coarse surface finish, and relatively poor dimensional accuracy

compared with other molding processes [36].

Investment casting (IC) is one of the oldest metal casting techniques and dates back to

4000–6000 B.C. [37]. IC is also called lost-wax casting, which employs wax patterns as

sacrificial patterns to cast metal parts. Paraffins and microcrystalline waxes are the most widely

adopted waxes in IC, and they are often used in combination because their properties tend to be

complementary [38]. In order to improve their properties, waxes are often blended with additive

materials such as plastics, resins, fillers, antioxidants, and dyes [39].

Traditional IC follows the process shown in Figure 1-9. Specifically, wax patterns are

first made via injection molding and attached to a wax sprue to create a pattern cluster. The

cluster is then repeatedly invested with refractory ceramic coatings until a hard and strong shell is

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formed. Each coating consists of a fine ceramic slurry layer covered with a coarse layer of

ceramic “stucco” particles. Common refractory ceramics used for both slurry and stucco include

silica, zircon, alumina, and various aluminum silicates [38]. Upon the shell building, the

expendable wax patterns are removed at about 140 ℃ and 2000 kPa in a steam autoclave or flash

furnace [40]. Following this, the ceramic shell is fired to around 1000 ℃, and the molten metal is

poured into it. After the molten metal has solidified and cooled, the shell is broken away and

individual metal casting is removed for post-processing [40].

Figure 1-9: Schematic of the traditional investment casting process [41].

IC produces high-quality and geometrically complex near net shaped metal parts with

tight tolerances, but it has several disadvantages. First, the design and production of a metal die

for the injection molding of wax patterns often requires very high tooling cost and long lead time.

This limits the economic benefits of IC only to mass production. Second, once the die tooling is

completed, any changes to the wax pattern design could be inconvenient and costly [42]. Third, it

is difficult for IC to cast objects requiring cores.

1.4. Part Design for Traditional Metal Casting

All traditional metal casting processes share a set of important rules for the design of cast

parts and the molds used to make them. These design rules include:

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• Minimum wall thickness: If the metal is flowing for a long distance in a mold, a

minimum wall thickness must be maintained to avoid incomplete casting. Thin and

long sections might be blocked by quickly solidified metal and result in unfilled areas

inside a mold. Generally, the minimum wall thickness is influenced by multiple

factors, such as flow rate, temperature and fluidity of molten metal, flow distance,

and complexity of mold. Table 1-2 lists the recommended minimum wall thickness

for some common materials in the sand casting process. Investment casting allows a

smaller minimum wall thickness because of the high temperature of the shell molds.

Wall thickness as low as 0.5 mm is possible within a small area. Normal minimum

wall thickness lies between 1 mm and 2 mm [43].

Table 1-2: Minimum wall thickness of different metals for sand casting [44].

• Corners and edges: Sharp corners and edges with acute angles should be rounded to

avoid the occurrence of “hot spots”, isolated pools of liquid trapped inside solidified

metal (see Figure 1-10). Hot spots are the most common defects due to uneven

cooling of molten metal during solidification. Sharp corners and edges encourage

high thermal gradients and promote a higher solidification rate of metal near the

surface, leaving the inside regions to become thermally isolated, which finally form

shrinkage porosity or cavities in the casting. Rounded edges and fillets can also

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prevent stress concentration and tears when the metal is cooling down.

Figure 1-10: Corner and edge on cast part: (a) bad design; (b) improved design [45].

• Section changes: Abrupt change in section is another cause of hot spots because thin

sections solidify faster than heavy sections. Uniform sections are always preferred. In

general, different sections should have a relative thickness less than 2:1. If a heavy

section is unavoidable, then a fillet or taper are preferred instead of sharp steps (see

Figure 1-11). It is worth mentioning that multiple uniform sections, when intersecting

at one point, can also create a region with heavy cross-section, resulting in the

uneven cooling problem mentioned earlier. One way to minimize this is to core the

intersection by a hole, similar to a hub hole in a wheel with spokes (see Figure 1-12).

Figure 1-11: Section change on cast part: (a) bad design; (b) and (c) improved designs [46].

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Figure 1-12: Intersection on cast part: (a) bad design; (b) and (c) improved designs [45].

• Patternmaker’s shrinkage: Patternmaker’s shrinkage refers to the contraction occurs

when the metal is cooling to room temperature after complete solidification in a

mold. It results in the change of casting dimensions from those of liquid in the mold

to those dictated by the metal’s rate of contraction. Thus, as the solid casting shrinks

away from the mold walls, a pattern designer must predict the dimensional change of

the casting based on the pouring material and add proper allowance on the pattern to

compensate such shrinkage. Table 1-3 lists the patternmaker’s shrinkage of some

common cast metals.

Table 1-3: Patternmaker’s shrinkage of different cast metals [44].

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• Machining allowance: Sand casting products are generally poor in surface finish and

dimensional accuracy; therefore, they often need post machining for finish or

accuracy purposes. Then machining allowances should be added to the pattern

dimensions. The amount of machining allowance is affected by multiple factors, such

as the size and shape of the casting, the casting material, and the degree of accuracy

or finish required. The machining allowances recommended for different metals in

sand casting are given in Table 1-4. Investment cast parts often have superior surface

finishes and dimensional accuracy compared with sand castings, thereby requiring

less machining allowances. The machining allowance for an IC process only depends

on the overall dimension of a cast part (see Table 1-5).

Table 1-4: Machining allowances of different cast metals in sand casting [44].

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Table 1-5: Machining allowances for cast parts in investment casting [47].

Due to different pattern fabrication and mold making methods, different casting processes

might have some special design rules. For sand casting, there are two important geometric

constraints for cast parts related to the withdrawal of pattern from the sand mold:

• Draft: To allow a pattern to slip out from the molding sand smoothly, a certain

amount of draft is needed during pattern design. Removal of a pattern with little or no

draft might damage the sand mold (see Figure 1-13). Proper drafts are selected based

on various factors such as surface position, method of molding, drawing of the

pattern, pattern material, surface smoothness, and degree of precision. The

recommended draft angles of pattern surface for sand casting are summarized in

Table 1-6.

Figure 1-13: Pattern designed (a) without draft and (b) with draft [45].

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Table 1-6: Recommended draft angles for patterns used in sand casting [44].

• Undercut: In sand casting, undercuts are features on a casting that prevent the pattern

from being withdrawn from the sand mold. If a casting has undercuts, then cores or

extra mold pieces are used to form the desired mold cavity. However, this could

largely increase the time and cost for designing and fabricating them. Thus, undercuts

on sand cast parts are not preferred in general (see Figure 1-14).

Figure 1-14: (a) Pattern with undercut; (b) and (c) improved designs [45].

Draft and undercuts are not constraints for investment casting because the wax patterns

are drained out of the shell mold by heating. However, the investment casting process has special

requirements on the geometry of holes:

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• Holes: To ensure the integrity and strength of ceramic shells, the maximum ratio of

hole depth (T) to the hole diameter (D) for IC patterns must be controlled. Depending

on the hole type and size, the maximum allowable depths for holes are listed in Table

1-7. In addition, all hole edges should be rounded to increase the core strength and

prevent shell fracturing during the metal pouring.

Table 1-7: Geometric requirements for holes on patterns in investment casting [48].

1.5. Rapid Casting

The application of AM in traditional metal casting processes to create patterns, cores,

cavities, and other toolings is often referred to Rapid Casting (RC). To date, almost all major AM

processes have been used in traditional metal casting and provided a wide range of RC solutions.

Figure 1-15 and Figure 1-16 summarize some of the AM systems used in rapid sand casting and

rapid investment casting (RIC), respectively. Generally, three AM integration approaches exist:

(1) direct AM of patterns, (2) indirect AM of patterns, and (3) direct AM of molds [49]. For the

direct pattern AM approach, AM-fabricated objects are directly used as patterns for mold making;

whereas, for the indirect approach, AM fabricated objects are used as direct tooling or as master

patterns to make indirect tooling for the casting patterns. The direct mold AM approach

introduces a “pattern-less” process for which molds are directly 3D-printed without the need for

patterns.

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Figure 1-15: Rapid sand casting solutions: approaches and corresponding AM processes [49].

Figure 1-16: Rapid investment casting solutions: approaches and corresponding AM processes

[49].

The intensive interest and wide application of RC were motivated by traditional metal

casting’s drawbacks such as long lead-time, high tooling cost, and restricted part complexity.

Traditionally, in order to produce cast prototypes, a model and eventually cores have to be

created, involving time and costs that hardly match the rules of the competitive market [50]. In

contrast, complex patterns and tooling required for casting may be fabricated in a matter of hours

for RC processes, and final castings can be produced in a matter of days [51]. For the “pattern-

less” RC processes, the lead-time could be even shorter. In addition, RC enables the real-time

development and convenient validation of the designs and the casting process [52]. This ensures a

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concurrent engineering approach and minimizes the peril of late modifications of the ultimate

production tools [53].

In recent years, direct AM of metal parts has experienced intensive research and

development, especially through the powder bed fusion AM process. However, there are still

some barriers to the wide adoption of direct metal AM, such as cost, quality, range of materials,

and size limitations [54]. In contrast, RC still holds advantages in many aspects. First, RC is able

to produce isotropic metal parts, just like traditional castings, which cannot be achieved by many

direct AM processes. Second, RC, as an inherent casting process, is able to use a much wider

range of metals and alloys compared to direct metal AM processes. Third, many RC solutions,

such as sand casting with 3D-printed sand molds, can produce complex cast parts in a few days

with a cost of merely a few hundred dollars, whereas direct AM of the same part could take

longer time and cost many thousands of dollars. In addition, metal AM using powder bed fusion

requires support structures to prevent warping, which can be avoided in some RC solutions by

using the self-supported AM processes, i.e., binder jetting. Last, but not least, RC processes can

be quite flexible in the size of metal products depending on the casting process and how AM is

integrated. For example, sand casting using 3D-printed cores can produce metal castings as large

as traditional castings, whereas the maximum build volume of powder bed fusion systems is on

the order of 0.03 m3 [54].

1.6. Thesis Overview

This thesis aims to exploit the design freedom of cast parts for RC. Specifically, the

objective in this thesis is to develop knowledge-based design guidelines for two RC processes: (1)

sand casting with molds fabricated via 3D Sand Printing (3DSP) and (2) investment casting using

material extrusion–fabricated wax-like patterns. The thesis also tries to obtain optimal cast part

designs by applying topology optimization followed by geometric modification based on relevant

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AM and casting design rules. In Chapter 2, a study is presented on the metal part design for

3DSP-based sand casting. It analyzes the unique benefits provided by 3DSP for sand casting and

explains how this AM process can impact the sand cast part design rules. In Chapter 3, another

study is presented on the design of material extruded wax patterns for investment casting. It

explores the feasibility of using wax-like filament to fabricate quality patterns for investment

casting and summarizes the design considerations involved in the pattern design process. For each

study, a general design framework and detailed design guidelines are proposed and validated

through a case study. In Chapter 4, findings of this thesis are summarized and final conclusions

are drawn.

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This Chapter is a manuscript submitted to the International Journal of Metalcasting (IJMC)

Chapter 2

REDESIGN OF TRADITIONAL METAL PARTS FOR 3D SAND

PRINTING USING TOPOLOGY OPTIMIZATION

Additive Manufacture of sand molds, also called 3D Sand Printing, introduces an

efficient mold and core fabrication process free from the need for pattern making. The capability

of 3D Sand Printing to create highly complex mold structures provides great design freedom for

the geometry of cast metal parts. There is a need to thoroughly understand the opportunities and

restrictions of 3D Sand Printing and rethink part design for sand casting. This study explores a

general design framework for 3D Sand Printing–based metal casting with a focus on the

development of new cast part design guidelines under such a framework. Particularly, we take

advantage of Topology Optimization during the cast part design. New part design rules are

presented and compared with traditional sand casting rules. A case study is conducted in which an

existing metal component is redesigned using the proposed design rules. The redesigned part is

successfully cast with a 3D-printed mold and demonstrates an improvement in mechanical

performance with reduced weight.

2.1. Introduction

AM builds parts from 3D model data layer by layer, which is distinctly different from

conventional manufacturing such as subtractive processes (i.e., milling or drilling), formative

processes (i.e., casting or forging), and joining processes (i.e., welding or fastening) [55]. Since

the inception of AM industry in the early 1980s, the world has witnessed a boom in the

development of various AM processes in seven categories: vat polymerization, sheet lamination,

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material extrusion, material jetting, binder jetting, powder bed fusion, and direct energy

deposition. As AM technology evolves, the application of AM has also expanded from original

“rapid prototyping” to rapid tooling and direct production of end-use products. The fast market

growth of AM industry is not surprising. According to Wohlers Report 2016, the AM industry

Surpassed $5.1 Billion in 2015 with an impressive compound annual growth rate (CAGR) of

26.2% over the past 3 decades [5].

AM has a number of advantages over traditional processes, such as improved

manufacturability, minimum material waste, reduced tooling cost, shortened lead-times and

supply chains, among others. AM is creating new processes, new applications, and new products

beyond the capability of conventional methods. Meanwhile, AM can be incorporated into a wide

range of traditional manufacturing processes to bring them into a completely new era.

Sand casting is a metal casting process with thousands of years of history still widely

used today. Over 70% of all metal castings are produced via a sand casting process [33].

Depending on the complexity of the cast part, traditional sand casting process can be very time-

consuming. A pattern is first made, normally of wood or dimensionally stable synthetic materials,

to represent the cast part or casting. A sand mold is formed by packing the pattern with sand

either by hand or machine, and the mold cavity is created by withdrawing the pattern out of the

sand. If a cast part has internal features, then sand core(s) molded in a core box should be added

into the mold. Then molten metal is poured into the mold cavity and allowed to solidify. AM

techniques can be applied in traditional sand casting in mainly three ways to achieve a rapid sand

casting solution [49]. First, patterns can be directly 3D-printed, and multiple AM processes have

been successfully used to serve this purpose, such as Laminated Object Manufacturing (LOM),

Fused Deposition Modelling (FDM) and PolyJet. Second, AM generated models can be used as

tools for molding sand cores and other necessary sand pieces. Third, more recently, sand mold

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can be directly printed via a binder jetting process, also named as 3D Sand Printing (3DSP),

which leads to a novel pattern-less casting process [49].

Figure 2-1 illustrates the mold printing process of 3DSP, in which a binder is printed onto

a bed of sand layer-by-layer, causing the sand to bond where the binder is deposited. 3DSP is a

revolutionary technique with which highly complex sand molds and cores can be easily produced

without the need for pattern and core box fabrication. The post-processing for 3DSP simply

removes the loose sand using compressed air or a vacuum. As the mold fabrication method

changes, the design rules for sand casting change too. For example, some geometric

considerations for the traditional sand casting process, such as draft and undercuts for cast parts,

straight parting lines, and regular rigging structures, are no longer design constraints. On the other

hand, the geometric flexibility enabled by 3DSP provides an opportunity of using more advanced

tools, e.g., topology optimization (TO), for the design of both 3D-printed molds and cast parts.

Figure 2-1: The 3DSP process via binder jetting [56]

TO is a design approach to determine the optimal layout of a part within a design space,

for a given set of loads, boundary conditions, and constraints, with the goal of maximizing the

performance of the geometry. TO is a powerful tool to generate light-weight parts with improved

mechanical performance. However, the optimized parts often have highly complex geometries

that are extremely difficult and expensive to fabricate using traditional methods. Fortunately, TO

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relates well with AM due to its “free-form” aspect, which does not require any extra tooling to

produce complex geometries.

However, 3DSP-based casting is an indirect AM process in which the 3D-printed

products are used as a tool for the traditional manufacturing process. This means both AM

constraints and casting design rules should be considered during the casting design. It is

important to understand what specific design considerations are involved and how they can be

combined with advanced design approaches, e.g., topology optimization, for this new casting

method. The design process for a 3DSP-based casting can be divided into two stages: (1) cast part

design and (2) mold design. A general design framework for these two design stages is shown in

Figure 2-2.

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Figure 2-2: Two design stages of a 3DSP-based casting process: (a) cast part design; (b) mold

design.

In the current study, we only focus on the cast part design stage and not the mold design

stage. Our objective is to explore the opportunities and considerations in the design freedom of

cast part while using 3DSP. The next section is a review of the traditional sand casting rules, the

“state-of-the-art” of 3DSP, and a review of applications of topology optimization in sand casting

and AM. In the methodology section, we introduce design guidelines for sand casting with 3D-

printed molds, focusing on the explanation of new cast part design rules. Particularly, we explore

how to implement topology optimization into the cast part design for this new casting process.

Then, a detailed case study is presented on the redesign and casting of a metal component

following the new design rules. The last section summarizes the important findings and

conclusions.

2.2. Literature Review

Traditional sand casting offers limited design freedom in cast metal parts due to inherent

design and processing constraints. Two major categories of part design rules should be followed

for conventional sand casting: (1) rules for controlling casting defects and (2) rules for mold

making or pattern withdrawal. Casting defect–related rules, such as minimum wall thickness,

uniform sections, fillets, and intersections, are aimed to assure complete filling and good casting

quality. Mold making–related rules refer to part design constraints for the success of mold

fabrication. For instance, to withdraw a pattern from the molding sand without causing any

damage, the pattern should not have certain features, e.g., undercuts, and must be designed with a

certain amount of draft. Table 2-1 illustrates some common cast part design rules. If a casting has

undercuts or does not tolerate draft, cores should be integrated into the mold to form the desired

mold cavity. Cores are typically separate pieces of sand mixed with binder, which are

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traditionally molded in core boxes. The efficient fabrication and maintenance of elements that

form the sand mold, including patterns, cores and core boxes, is a major challenge in sand casting

production. Although computer numerically controlled (CNC) machining improves the efficiency

and reliability of this form of tooling production, it is still time-consuming and requires a

considerable amount of working material to get to the net tooling shape [36]. Therefore, part

design for traditional sand casting naturally tends to have as less complexity as possible.

Table 2-1: Important part design rules for traditional sand casting [45].

In contrast, 3DSP provides engineers with a cost-effective and time-efficient mold and

core fabrication process for the casting of complex metal parts that are traditionally impossible to

achieve. Cellular structures and sandwich panels have been successfully cast in 3D-printed sand

molds [57]. Unlike direct metal AM processes, e.g., powder bed fusion, which often suffer from

material limitations [54], 3D-printed molds via 3DSP can be used to cast a wide range of metals

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and alloys. Another advantage of this process over direct metal AM is its ability to produce

isotropic metal parts. Metal specimens cast with 3D-printed molds have shown similar properties,

such as mechanical performance and hardness, to those created using traditional sand casting

techniques [58].

The broad application of 3DSP in industry is promising. Binder jetting is a rather fast and

low-cost technology. Almaghariz et al. [56] analyzed the tooling and fabrication costs for 3DSP

and conventional mold making. 3DSP showed superior cost-effectiveness at lower production

volume or when the casting has high complexity. More recently, Hackney and Wooldridge [59]

successfully applied 3DSP in the automotive industry, resulting in considerable cost and time

savings with improved quality and product flexibility.

In many industries there is always a need and interest in the design of lightweight and

structurally optimized designs [60-64]. In the field of traditional sand casting, topology

optimization techniques have been applied to redesign the cast parts [65] and riser designs [66,

67] for pouring material saving and casting quality improvement. However, limitations in the

manufacturability of conventional processes largely hinder the broader application of these

techniques. To overcome such challenges, there has been a lot of effort to develop TO approaches

integrated with manufacturing constraints. For traditional sand cast part design, researchers have

incorporated several casting constraints into the TO process, such as connectivity control [68],

minimum wall thickness [68], and pattern withdrawal [68-76]. Yet, given the number of

traditional sand casting design constraints, it is not only unlikely to find a single TO solution that

can take into account all of the constraints, but also difficult to fully embrace the benefits of TO.

In fact, only AM can take full advantage of TO. Seppala and Hupfer [77] topologically

optimized a low-pressure turbine guide vane and suggested the result can be manufactured only

via AM due to its complex interior structures. TO has been successfully used to redesign a

number of mechanical components for different AM methods. Rezaie et al. [78] took advantage

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of TO results to improve a Messerschmitt-Bölkow-Blohm (MBB) beam with square holes

produced by material extrusion. Another good example is the well-known GrabCAD GE Bracket

Challenge [79], which involved the topology optimization of an engine bracket for Direct Metal

Laser Sintering (DMLS). For the same AM process, Maranan et al. [80] redesigned an upright on

SAE Formula student racecar and achieved reductions in material consumption, build time and

cost.

3DSP, as a binder jetting AM process, also provides a good opportunity for using TO for

the cast part design, although TO does not directly work on the 3D-printed molds. Industry has

started to explore the use of TO in conjunction with 3DSP and have obtained promising results. A

cast part used as a device in the woodworking industry in Finland was topologically optimized

and the final castings saved up to 38% of the weight [81]. Another case study showed that 3DSP

plus TO could design cast parts with up to 33% weight reduction while maintaining the structural

requirements demanded by their application [82]. However, no systematic analysis of new part

design rules has been developed so far, particularly, what casting and 3DSP constraints should be

considered while using TO remains unclear. Studies have attempted to incorporate AM

constraints into the TO process [80, 83-86]. Unfortunately, most of the current research focuses

on the optimization of overhang structures for minimum support material, which is not a

constraint for the self-supported binder jetting process. It seems timely to move a step further

based on current findings and develop knowledge-based guidelines for 3DSP-based cast part

design.

2.3. Methodology

A proposed design flowchart for sand casting with 3D-printed molds is shown in Figure

2-3. The cast part design involves following important steps:

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Figure 2-3: Design flowchart for sand casting with 3D-printed molds.

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2.3.1. Step 1: Prepare the 3D CAD model for a metal part

The cast part design process starts with a solid CAD model of a metal part. Potential

castable metal parts using 3D-printed molds include existing castings from traditional processes

and metal parts that are originally not suitable for conventional sand casting due to poor

manufacturability or high tooling cost. The solid CAD model can be prepared in any 3D CAD

software, e.g., SolidWorks (Dassault Systèmes SolidWorks Corporation, Waltham, MA), or

obtained through reverse engineering. Important part information, including material properties,

assembly, load conditions, and boundary conditions, must be identified before topology

optimization.

2.3.2. Step 2: Perform TO for the initial CAD model

A number of commercial and educational software tools, such as OptiStruct, Inspire,

ATOM, and TOSCA, are available to perform topology optimization [32]. Despite differences in

user interface and capability, these tools share the same fundamental workflow of TO. The first

step of TO is to identify the design space and the non-design space. The design space describes

the region that needs to be optimized. The non-design space is the region that should not be

modified, such as critical features and fixed boundaries. The setup for a common TO task is

similar to the setup for an FEA, including defining material properties, loads, boundary

conditions, interactions between components, and meshing. Figure 2-4 illustrates an example of

the TO setup for a triangle bracket. Before running the optimization task, objective(s) and

constraint(s) are defined. For a mechanical loading application, the typical objective is to

minimize the compliance or maximize the stiffness of the system, and the most important

constraint is the volume fraction of the optimized geometry to the original geometry [22]. The

volume constraint setup in a TO task mainly depends on how much reduction in weight is

desired.

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Figure 2-4: Topology optimization setup and result of a triangular bracket.

2.3.3. Step 3: Refinement and revision of the optimization output

The output geometry of TO is a collection of discretized elements with a coarse surface

finish. Therefore, refinement is often preferred to acquire a smooth and more finely-detailed final

design. Moreover, further revisions are required to design the geometry for sand casting.

Depending on the design tools, the refinement and revision could be done differently. Figure 2-5

gives an example of getting a smooth and revisable truss from a TO output geometry using

SolidThinking Inspire (Altair Engineering, Troy, MI).

Figure 2-5: Refinement and revision using Inspire: (a) a coarse truss on a TO output geometry;

(b) refined truss structure 1; (c) refined truss structure 2.

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2.3.4. Step 4: Apply design rules

Design considerations in three important aspects—part requirements, sand casting rules,

and 3DSP constraints—must be kept in mind during the revision, which are explained next.

(1) Part requirements

The revised geometry should meet certain part requirements that are either based on

common sense or pre-defined by the designer. The part requirements for a casting could be three-

fold:

• Part rationale: The design itself as a mechanical part must make sense. For instance,

TO only modifies the design space, not the non-design space; thus, it is possible to

output an unnatural geometry with material in the design space disconnected with the

non-design space. In such cases, connections must be manually added by the designer

to form a valid part.

• Geometric requirements: The revised design should meet, if any, pre-defined

requirements in part geometry, such as volume reduction, maximum number of holes,

and specific thickness for a certain section.

• Aesthetics: Aesthetic requirements often refer to symmetricity, organic appearance,

etc.

(2) Sand casting rules

3DSP impacts many of the traditional sand casting part design rules, especially rules

related to conventional mold making, such as undercuts and draft. It can significantly improve

part design freedom and enhance the efficiency of current sand casting processes. Designers are

now able to focus mostly on the part functionality rather than worrying about its castability. At

the same time, it allows casting of metal parts in near-net-shape regardless of complexity, thereby

minimizing material waste and post-processing. The rules for cast parts are modified as follows

for 3DSP.

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• Undercuts: Traditional sand cast parts tend to avoid undercuts on side surfaces with

respect to the drawing direction. Some undercuts can be provided by cores, but the

addition of cores will increase the tooling cost substantially and cause potential core

displacement and/or dislodge in the mold assembly. Figure 2-6 gives an example of a

pipe nipple with undercuts in all axes, which is nearly impossible to cast using

traditional methods. However, this part is fully castable using the 3DSP-based casting

process.

Figure 2-6: A metal pipe nipple not able to cast traditionally due to undercuts.

• Draft: The need for draft on conventional cast parts requires extra effort in

designing and careful planning for any machining or assembly tolerance. In

addition, draft alters the orientation of side surfaces and geometry of part

sections, which could require trade-offs with uniformity of wall thickness.

An example of non-uniform wall thickness due to draft is shown in Figure 2-

7a. A recommended redesign of this part for a 3DSP-based casting is shown

in Figure 2-7b.

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Figure 2-7: Redesign of a housing for 3DSP-based casting: (a) current cast part with draft; (b)

redesign.

Traditional part design rules related to casting defects and post-processing, such as wall

thickness, uniform sections, intersections, rounded edges, and machining allowance, should still

be followed for 3DSP-based casting. However, 3DSP promotes an improved implementation of

some design rules during part design.

• Datum: Casting datum features, e.g., pilot holes for drilling, are important for the

convenience of post-processing and accuracy of machining. Conventionally, datums

generally cannot be placed on side surfaces because they are likely to become

undercuts. In contrast, 3DSP provides the advantage of casting metal parts with

datum features on any surface (see Figure 2-8).

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Figure 2-8: Redesign of a U-bracket for 3DSP-based casting: (a) current cast part with no pilot

holes on the side surfaces; (b) redesign with pilot holes.

• Uniform section: The uniformity of sections in sand cast parts are influenced by

multiple factors, such as part requirements, the complexity of cast part design,

manufacturability, and aforementioned undercuts and draft. Figure 2-9a shows the

conventional manufacturing process for an aluminum hinge bracket. The heavy

section on this bracket is much thicker than its base because the removal of material

inside it will require the addition of cores that will further increase the tooling cost

for the process. As a result, a riser must be added right on top of it to compensate the

shrinkage porosity. While using 3DSP, this heavy section can be easily redesigned to

a lighter but improved geometry without a need of any cores and risers (see Figure 2-

9b).

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Figure 2-9: Redesign of a hinge bracket for 3DSP-based casting: (a) current cast part with a

heavy section; (b) redesign with uniform wall thickness.

• Rounded edges: Rounded edges and fillets are important for castings to avoid the

occurrence of hot spots and prevent stress concentrations and tears. However, adding

rounded edges to a cast part might also increase the complexity of its cores. For

example, traditional casting edges near core prints are often not rounded because that

will lead to more complex designs for core extension. This challenge can be easily

overcome by using a 3D-printed mold because core and mold complexity is free for

3DSP. Figure 2-10 shows the current design of a cast pipe and the improved redesign

for 3DSP.

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Figure 2-10: Redesign of a pipe elbow for 3DSP-based casting: (a) current cast part with a core;

(b) redesign with a core.

• Intersections: When multiple sections intersect at one point, the best strategy to avoid

hot spots is to core the heavy intersection with a center hole; however, in

conventional sand casting design, this rule is sometimes inconvenient to apply

because of the need for an extra core. If such a center hole is produced by a part of

the mold instead of a core, then there is a risk that it might be damaged while

drawing the pattern from the mold, especially when the hole has a long structure.

Figure 2-11a shows an existing wheel frame that is cast with spokes intersecting at a

solid heavy hub even though a center hole is naturally needed for the structure and

good for casting. In comparison, 3DSP can easily fabricate the center hole as a core

or a part of the sand mold (see Figure 2-11b).

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Figure 2-11: Redesign of a wheel frame for 3DSP-based casting: (a) current cast part with a thick

solid hub; (b) redesign with a center hole.

Table 2-2 summarizes a comparison of the cast part design rules between conventional

and 3DSP-based processes.

Table 2-2: Improvements of the use of 3DSP on traditional sand casting rules.

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(3) 3DSP constraints

Because the shape of a sand mold cavity is determined by the geometry of a cast part,

designers need to pay attention to not only the casting geometry itself but also its surrounding

regions left for the sand mold. Namely, the cast part must be designed in a way that its

corresponding mold could be fabricated. The geometry of the sand mold is limited by the

constraints of the 3DSP process. Some of the most relevant constraints are:

• Build volume: 3DSP, as an AM system, has a build chamber that constrains the

maximum volume of the printed molds. If the size of one single mold exceeds a

machine’s build volume, then multiple molds might be printed separately and

assembled together to cast large metal products.

• Minimum feature size: Minimum feature size is the smallest size of a feature, such as

a wall, that can be accurately 3D-printed and remain durable for use. The wall-to-

wall thickness and holes on the cast part must have a size larger than the minimum

features size of the 3DSP system. Thin sections without support should be avoided

due to their fragility during cleaning, handling, and pouring.

2.3.5. Step 5: Perform FEA on the revised design

Geometrical revisions of the TO output might trade off its mechanical performance.

Thus, to ensure that the final design meets the original design goals and requirements, FEA

should be carried out to validate the revised design.

2.3.6. Step 6: Analyze FEA results

If the FEA result does not meet all design goals and requirements, then designers need to

revise the design more or repeat TO until a satisfactory result is obtained.

2.3.7. Step 7: Finalize the optimized geometry

The optimized geometry will be the expected geometry of the final cast part after post-

processing. This geometry will undertake necessary modifications to finish the pattern design. It

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is worth mentioning that a pattern in 3DSP-based casting is merely a virtual geometric part in

CAD that is used for subsequent rigging and mold design as shown in Figure 2-3.

2.4. Case Study

2.4.1. TO and FEA validation

A case study is presented in which a metal component was topologically optimized for a

simple mechanical loading application and cast with a 3D-printed sand mold. Design rules for

3DSP and casting constraints were implemented. Mechanical testing was performed on the final

casting to further validate the design process. The case study was based on the Alcoa airplane

engine bracket challenge [87] but with modified material and loading condition. This bracket is a

common component on control surfaces (stiff plates) fastened by four high-strength bolts (see

Figure 2-12). The CAD file of the bearing bracket with a bearing was directly downloaded from

www.grabcad.com.

Figure 2-12: Alcoa Aircraft Bracket Challenge [87]: (a) design envelope and (b) boundary

conditions.

TO was performed in Abaqus CAE 6.14 (Dassault Systèmes SIMULIA, Johnston, RI)

using the Abaqus Topology Optimization Module (ATOM). ATOM is a SIMULIA TOSCA–

based product combining structure optimization and Abaqus FEA [88]. The target bearing bracket

was imported into Abaqus CAE as a STEP file. In this case, the non-design space included four

bolts and the region interacting with the bearing. The rest of the bracket was defined as the design

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space. To simplify the TO setup, the rigid spherical bearing was removed from the assembly.

Instead, to simulate the movement of the bracket when a load is applied to the bearing, a kinetic

coupling interaction was added between the surface holding the bearing and its spherical center.

This interaction could preserve the shape of the surface and force the surface to move with its

center. In this way, loads could be directly applied to the center point.

In the original Alcoa challenge, the bracket was placed under three load cases (see Figure

2-13a). In our case study, we assumed that the bracket was under only one load 𝐹TO, which has a

direction shown in Figure 2-13b. For the convenience of comparing the performance of the

bracket before and after topology optimization, we arbitrarily let 𝐹TO have a value such that the

target bracket has a safety factor of 1.0. The fixed boundaries were the non-design space where

four bolts were mounted. Class 30 gray cast iron was selected as the material of the bracket for

both TO and casting. Because Class 30 gray cast iron is a brittle material, its mechanical

behaviors were defined by using both the Elasticity model and Cast Iron Plasticity model in

Abaqus CAE. Material properties such as density, Young’s modulus, Poisson’s ratio, and

hardening curves under tension and compression were manually input into Abaqus.

Figure 2-13: (a) Alcoa challenge original loading conditions [87]; (b) Assumed loading direction

in this case study.

TO was performed on the bracket with a goal of reducing its volume by 60%. The output

geometry was extracted as an STL file (see Figure 2-14b). The refinement and revision were

performed in SolidThinking Inspire 2016 and SolidWorks 2016. A solid body was generated

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based on the extracted mesh by using the PolyNURBS tool in Inspire. PolyNURBS is a powerful

technique to create smooth freeform solid bodies from meshes. Geometrical revisions were done

afterward on this solid body using the same tool based on previously proposed redesign rules,

including undercut, draft, uniform section, rounded edges, wall-to-wall thickness, and hole size

(see Figure 2-15).

Inspire had limited CAD capability to efficiently create sharp and accurate features that

can be integrated with the solid body generated by PolyNURBS. Therefore, after the revision, the

solid geometry was saved as a STEP file and then imported into SolidWorks. Loft, flat surfaces,

accurate cuts, and fillets were added to finalize the redesign (see Figure 2-14c). The mechanical

performance of the optimized geometry was evaluated via FEA in Abaqus CAE and compared

with the target geometry (see Figure 2-16). According to the FEA results, the optimized design

achieved a 30% improvement in the safety factor with a 50% reduction in product volume

compared to the target design. The design and simulation results are summarized in Table 2-3.

Figure 2-14: (a) Bearing bracket design envelop; (b) TO output geometry; (c) optimized design.

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Figure 2-15: Check for geometry based on redesign rules.

Figure 2-16: FEA of (a) the target design and (b) the optimized design.

Table 2-3: Comparison of the performance of the target and the optimized designs.

2.4.2. Rigging design and casting

The pattern and rigging design was completed in SolidWorks and validated via

solidification simulation in SOLIDCast 8 (Finite Solutions Inc, Butler County, Ohio). For the

convenience of post machining the final casting, all bolt holes were sealed, and four blind holes

with 3 mm diameter and 1 mm depth were placed to mark the hole locations. Similarly, the hole

originally holding the bearing was also replaced by a through hole with 7 mm diameter. In

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addition, 4 mm of machining tolerance was added to the bottom of the bracket, which was

designed to be milled after casting to leave a smooth flat surface. The last step of the pattern

design was to add casting shrinkage allowance. The rigging system, including a sprue, a runner,

an ingate, and a riser, was then designed and attached to the pattern geometry (see Figure 2-17a).

The initial parameters of the rigging were obtained by using the Gating and Riser Design Wizards

in SOLIDCast (see Figure 2-17b). The main purpose of solidification simulation was to predict

potential casting defects, especially shrinkage porosities resulting from hot spots. The rigging

design was adjusted until all hot spots on the cast part were shifted to the riser location.

Figure 2-17: The (a) rigging design and (b) solidification simulation for the optimized bracket.

After the pattern and rigging design, sand mold assembly, including a cope, a drag, and a

core were created in SolidWorks. The mold and core were 3D-printed by an ExOne S-Max™

system (ExOne, North Huntingdon Township, PA) in The University of Northern Iowa Metal

Casting Center (UNI MCC). After printing, the loose sand powder was removed from the mold

using compressed air (see Figure 2-18a). ASTM A48 Class 30 gray cast iron was melted in a

furnace to 2200 °C and poured into the mold cavity. After the metal had completely solidified and

cooled, the casting was cleaned, and the riggings were removed. The cast bracket was further

processed on a CNC machine for bolt hole drilling and bottom surface milling. The final cast part

is shown in Figure 2-18b.

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Figure 2-18: (a) 3D-printed sand mold; (b) the final cast part.

2.4.3. Mechanical testing

Mechanical testing was performed on a QTest Elite 100 tensile testing machine (MTS

Systems Corporation, Eden Prairie, MN). A pair of fixtures were designed and manufactured to

hold the gray cast iron bracket between the tensile grips. The base of the bracket was fastened on

one fixture by four bolts and the bracket front was pin connected with the other fixture (see

Figure 2-19). All the auxiliary components were made of steel much stronger than gray cast iron.

The response of the bracket during the testing is shown in Figure 2-20. FEA was also performed

to predict the failure of the bracket under the mechanical testing conditions and compare with the

physical testing. The failure location predicted in FEA is correct as shown in Figure 2-21. In

addition, the FEA result and the mechanical testing result were found to have a good match in the

ultimate tensile strength (UTS) and the displacement of the bracket (see Table 2-4). In

conclusion, the FEA results obtained were reliable and the design rules applied in this case study

were validated.

Figure 2-19: (a) Fixtures designed for the mechanical testing; (b) setup of the tensile testing

machine.

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Figure 2-20: The response of the bracket in the mechanical testing.

Figure 2-21: The failure location of the bracket in (a) FEA simulation and (b) the mechanical

testing.

Table 2-4: Comparison of the UTS and displacement between the FEA and mechanical testing

results.

2.5. Discussion

This is, to our knowledge, the first study on the application of TO and design guidelines

to part design for sand casting via 3D-printed molds. The AM of sand molds is enabled by a

binder jetting process, called 3D Sand Printing (3DSP), thereby introducing a new era of design

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and casting of metal. A new cast part design process for the 3DSP-based casting was proposed.

Part design rules and manufacturing constraints were discussed and compared with those of

conventional casting processes. To summarize, designers no longer need to worry about many of

the traditional design constraints related to mold making, namely, draft and undercuts. Other rules

considering wall thickness, rounded edges, intersections, etc. are still valid in the new casting

process; however, because of the use of 3DSP, these traditional rules can be applied more

conveniently and more cost-effectively. In the case study, TO and revisions following the new

design rules were successfully applied to redesign a grey cast iron bearing bracket. Despite a 50%

reduction in the bracket weight, a 30% improvement in mechanical performance was observed for

the optimized design according to FEA, whose validity was supported by the results from the

mechanical testing on the actual cast bracket. In this case, the cost for the 3D-printing of the sand

mold was $80 estimated by UNI MCC, and the estimated lead-time of the entire design-AM-

casting process was only 2 days. It should be noted that multiple cores and molds were printed

along with the molds for this study. Hence, the AM cost is amortized over multiple molds. In

comparison, casting of the same bracket following traditional process requires multiple complex

cores because the bracket has many holes and undercuts; as a result, it can take weeks to prepare

a mold and cores, not to mention the high tooling cost related to the fabrication of the pattern and

core boxes.

2.6. Future Work

The current chapter applied casting and 3DSP constraints after TO. Future work should

include the development of TO algorithms with integrated manufacturing constraints. Due to

almost unlimited geometric freedom of molds that can be printed via 3DSP, efforts also need to

be focused on the investigation of unconventional mold design, such as new structures of sprue

and runners, irregular parting surfaces, and the optimization of risers.

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This Chapter is a manuscript submitted to the International Journal of Metalcasting (IJMC)

Chapter 3

REDESIGN AND TOPOLOGY OPTIMIZATION OF TRADITIONAL

METAL PARTS FOR INVESTMENT CASTING WITH 3D-PRINTED

WAX PATTERNS

Traditional investment casting, also known as lost-wax casting, suffers from high tooling

cost and long lead-time during fabrication of wax patterns. In recent years, rapid investment

casting based on AM become widely accepted in industry due to rapid production of patterns

without any tooling requirements. Direct AM production of wax patterns is not only more cost-

effective for low volume production, but also capable of creating freeform and highly complex

geometries that are extremely difficult or too expensive to cast conventionally. Such advantages

provide unlimited opportunities in the cast part design and enable the use of advanced design

tools such as topology optimization (TO). In this study, we develop knowledge-based design

guidelines for rapid investment casting through novel integration of TO with design for

investment casting and design for AM principles. Specifically, TO routine based on Solid

Isotropic Material with Penalization (SIMP) method using Abaqus Topology Optimization

Module (ATOM) has been developed for both material extrusion and investment casting

constraints. Part design optimization is demonstrated for this new technique and is validated by a

case study using heat-treated ASTM A216 WCB cast carbon steel parts. AM patterns for

investment casting were produced using commercially available wax filaments. Wax material

extrusion parameters are identified for optimal AM accuracy and surface finish.

3.1. Introduction

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Additive Manufacturing (AM), commonly known as Three-dimensional Printing (3DP),

is defined as the process of joining materials to make objects from 3D model data, usually layer

upon layer, as opposed to traditional subtractive manufacturing methodologies (i.e., milling or

drilling) [1]. After more than 20 years of research and use, a number of AM processes have been

developed which can be divided into 7 categories: vat polymerization, sheet lamination, material

extrusion, material jetting, binder jetting, powder bed fusion, and direct energy deposition. As the

accuracy and the versatility of the AM processes have improved, the focus of the industry is

shifting from “Rapid Prototyping” to “Rapid Manufacturing” [84].

AM offers a number of advantages over traditional manufacturing processes, such as part

consolidation, geometric manufacturing freedom, reduction in material waste and tooling cost,

etc. It has been suggested that such advantages can lead to new drivers, i.e., economic,

environmental, or performance related, for industries to use AM for part production [89].

According to Wohlers Report 2016, the AM industry Surpassed $5.1 Billion in 2015, showing an

annual growth rate of 25.9% that year [5].

To date, a wide range of materials can be used in AM processes, including metals,

ceramics, polymers, composites, and biological systems [54]. Although direct AM of metal parts

is quite recent and under intensive research and development, indirect methods have been used

for a much longer time through the combination of AM and traditional metal casting, indeed

investment casting (IC) [16].

Investment casting, also called lost-wax casting, has a traditional manufacturing process

shown in Figure 3-1. Traditional IC starts from the design and tooling of a pattern die. Sacrificial

patterns are fabricated by injecting wax into the die and then often assembled onto a wax sprue to

form a cluster. Paraffins and microcrystalline waxes are the most widely used waxes, and they are

often used in combination due to their complementary properties [38]. The next step is shell

building, where the cluster is repeatedly dipped and coated in a ceramic slurry and followed by

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stucco application. After the wax is completely removed by heating and burn-out, molten metal is

poured into the shell and cooled. The final step is to break off the shell and separate individual

castings for post-processing. IC, as a popular casting process, is capable of producing quality near

net shape metal parts with high geometric complexity and acceptable tolerances [90]. However,

the economic benefits of traditional IC are limited to mass production due to high tooling cost and

long lead-time during wax pattern fabrication, especially when a pattern has a complex geometry.

Hence, the application of AM in investment casting process to produce metal cast parts, namely

rapid investment casting (RIC), has been considered as a perfect solution to such drawbacks

thanks to its independence of geometric complexity.

Figure 3-1: Schematic of the traditional investment casting process [41].

AM provides a cost-effective means to rapidly fabricate complex patterns for investment

casting. The use of AM for pattern fabrication also enables the use of more advanced design

approaches, e.g., TO, to improve pattern design. TO is a powerful tool to generate light-weight

parts with improved mechanical performance. Such parts often have geometries too complex to

fabricate using traditional methods. By combining TO with AM, there is an opportunity for rapid

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fabrication of IC patterns with improved geometries and features beyond the capability of

conventional ways.

Although a part fabricated by AM has virtually infinite geometric freedom, each AM

process has its own design considerations that need to be taken into account, such as minimum

feature size, need for support, surface finish, material strength, operation cost, among others.

Designers need to select a process that can best serve the purpose of a casting in this case. More

important, a pattern, regardless of whether it is fabricated via traditional tooling or AM, must

meet the requirements of IC for castability and casting quality. It is of importance to understand

all design considerations and manufacturing constraints of the entire RIC process at the pattern

design stage. Hence, we propose a general pattern design framework for a RIC process (see

Figure 3-2).

Figure 3-2: Framework of pattern design for a RIC process.

Material extrusion of commercial wax-like filaments recently available in the market

enables the convenient fabrication of patterns for investment casting. By using this process, we

investigate the application of TO in the wax pattern design. The final objective of this work is to

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develop knowledge-based design guidelines for RIC using 3D-printed wax patterns. In the

following section, we review the advantages and drawbacks of current RIC processes and the

application of optimization techniques in both traditional and rapid investment casting. In the

methodology section, we propose a design flowchart for RIC with 3D-printed wax patterns

including the use of topology optimization on the initial design. Important rules are introduced to

refine the optimized design with material extrusion and IC constraints. We then present a case

study to validate the design process and rules. Conclusions and important findings are

summarized in the final section.

3.2. Literature Review

Investment casting (IC) is useful for fabricating complex metal parts when they are either

too costly or time-consuming to mass produce using other manufacturing processes, e.g., sand

casting. The main drawback of the IC process is the high investments in both time and cost for

the tooling of wax patterns, especially for those with complex geometries. This major limitation

can be overcome by the integration of AM technology in the IC process [91]. Rapid investment

casting (RIC) based on AM can easily fabricate complex patterns and allow a significant amount

of time and cost savings [92, 93]. Thanks to such benefits, the application of RIC ranges from the

casting of jewelry, sporting equipment and medical implants to high-performance parts utilized in

injection molding, die casting and the automotive and aerospace industries [90].

To date, a variety of RIC solutions have been developed by industrial and academic

researchers, and RIC solutions involving pattern fabrication can be classified into two categories:

(1) direct AM of patterns and (2) indirect AM of patterns. For the direct AM of patterns, both wax

and non-wax parts can be directly 3D-printed as patterns for IC [37, 49, 94]. In the indirect AM

approaches, IC patterns are often produced using AM-fabricated molds or soft tooling, i.e., room

temperature vulcanized (RTV) silicone rubber molding, fabricated from 3D-printed master

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patterns [95-97]. In comparison, the direct AM approach has advantages over the indirect

approach when the casting geometry is complex or has internal cavities due to the risk of

damaging the mold during the removal of patterns [98].

The first use of AM-fabricated patterns in traditional IC dates back to 1989 [99]. Since

then almost all commercialized AM techniques and systems have been tried to produce IC

patterns with varying success. Among them, Selective Laser Sintering (SLS), Stereolithography

(SLA), Fused Deposition Modelling (FDM), Model Maker II (MM II) and ThermoJet have

shown feasibility when producing wax patterns that can be directly used for IC [37, 94, 100-102].

But most of these wax patterns were found to be so brittle that transporting them to foundries

could cause damage [94]. Non-wax patterns fabricated by different AM systems have also been

employed for RIC, such as epoxy QuickCast patterns via SLA [103] and acrylonitrile butadiene

styrene (ABS) patterns via FDM [104]. Non-wax patterns generally have superior rigidity and

strength compared to wax, which allows casting of thin walls and finishing operations for

improved surface quality. However, non-wax patterns tend to cause new problems such as shell

cracking, incomplete pattern burning out, and residual ash [90].

In contrast, novel wax-based thermoplastic polymers seem to be a potential solution for

pattern material for IC. This type of material has a low melting point like conventional wax but

remains adequate mechanical strength and durability at room temperature. This wax-like material

can be easily manufactured as a filament to 3D-print patterns via material extrusion, one of the

most popular and affordable AM processes. When heated, the pattern material will melt and flows

out of the shell like hot paraffin wax, leaving a near-perfect mold for casting. Another potential

advantage of using wax-like filament is that material extrusion, e.g., FDM, has been found to

provide accuracies that are equal to or better than SLA and PolyJet and better than those of SLS

[105].

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Besides lead-time and production cost reduction, material saving and part optimization

are also important goals in industry. TO is an advanced tool to achieve such goals. Although TO

has been well developed for decades, it has not been widely applied in industry due to the limited

manufacturability of TO parts with conventional fabrication processes. However, TO relates well

with AM due to its “freeform” aspect, which does not require any extra tooling to produce

complex geometries generated by TO.

For RIC, early studies focused on optimizing the infill structure of 3D-printed IC

patterns. Zhu, et al., [106] applied topology optimization in the design of inner pattern structure to

solve the crack problem of the ceramic shell in SLA based RIC. For the same purpose, a topology

optimization procedure in combination with thermo-mechanical finite element analysis was

introduced by Gu, et al. [107] into the lattice structure configuration design for RIC patterns.

More recently, industries have started to explore the optimization of entire cast part topology for

RIC [108, 109]. Yet, limited information can be found regarding how to integrate topology

optimization, AM and IC constraints into the AM-fabricated pattern design process. It is the time

to exploit the design freedom of this RIC process and develop step-by-step design rules for

guidelines.

3.3. Methodology

The pattern design for a RIC process always starts with a 3D computer-aided design

(CAD) model representing the geometry of a metal part. The 3D model could be produced in

CAD software, e.g., SolidWorks, or obtained through reverse engineering of 3D-scanned point

cloud data. In addition, important part and application information, such as casting material,

loads, and boundary conditions must be known. A proposed design flowchart for AM-fabricated

IC patterns is shown in Figure 3-3, which involves the following important steps.

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Figure 3-3: Design flowchart for 3D-printed IC patterns.

3.3.1. Step 1: TO of the initial CAD

The first step is the TO of the initial cast part geometry, which could be done by using

commercial or educational software tools such as Altair OptiStruct, Abaqus ATOM (Simulia

TOSCA) or SolidThinking Inspire [32]. The first step of TO is to identify the design space and

the non-design space, referring to the region that needs to be optimized and that should remain

unchanged, respectively. The setup for a common TO task includes defining material properties

and interactions, adding loads and boundary conditions, and determining objective(s) and

constraints. For a mechanical loading application, the typical objective is to minimize the

compliance or maximize the stiffness of the system, and the most important constraint is the

volume fraction [22]. Figure 3-4 illustrates an example of the TO task for a cantilever beam.

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Figure 3-4: Topology optimization of a cantilever beam.

3.3.2. Step 2: Redesign of the optimization output

The second step is the refinement and revision of the TO output geometry. Refinement is

necessary because the TO results are often a collection of discretized elements with coarse

surface finishes. Revisions are needed to modify the result for a geometry suitable for fabrication

and casting. The redesign procedure could vary depending on the capabilities of the different

design tools. Designers need to have a comprehensive understanding of the advantages and

disadvantages of different design tools and determine the best option for the redesign. Figure 3-5

gives an example of making a smooth truss from a TO output geometry using the PolyNURBS

tool in SolidThinking Inspire. Typically, three important considerations should be taken into

account simultaneously during redesigning, including part requirements, IC design rules, and

design for material extrusion AM principles. Detail explanation of the three considerations and

corresponding redesign rules are given in steps next.

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Figure 3-5: Generation of a smooth solid truss from TO output using Inspire PolyNURBS.

(1) Part requirements

The final redesign should meet some fundamental requirements for a mechanical part

design. The part requirements for a casting can be divided into two categories:

• Part rationale: TO outputs are generated relying solely on a mathematical

optimization process. Therefore, there is no guarantee that the resulting geometries

make physical sense for practical applications. For instance, TO outputs sometimes

may have isolated elements disconnected from the main body. The disconnection of

elements could occur within the design space or between the design space and the

non-design space. In such cases, designers need to make the decision to either

remove the isolated elements or manually connect them to the main body for the

integrity of the part geometry.

• Geometric requirements: The redesign should be subject to user-defined requirements

of the part geometry. The most important geometric requirement for the redesign

might be the volume or weight fraction constraint. Other common requirements in

part geometry design could refer to symmetricity of structure, and form of shape

(mechanical vs. organic).

(2) IC design rules

IC is able to produce more complex metal parts than other casting methods, e.g., sand

casting. For example, no draft angle has to be factored into IC because wax shrinkage makes it

easy to remove them from pattern dies. Yet, a few design rules should still be followed for good

casting quality.

• Wall thickness: If the molten metal needs to travel a long distance in a shell, then the

thickness of the cavity must be kept above a minimum thickness to avoid incomplete

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casting. The wall thickness for investment casting can be as low as 0.5 mm in some

cases due to a high-temperature shell mold. At the same time, walls with large

thickness should be avoided to reduce the solidification time and the casting volume.

• Uniform section: For any casting processes, the uniformity of sections in cast parts is

important to prevent uneven cooling and occurrence of hot spots. Abrupt changes in

section thicknesses and the intersection of many sections at one point should be

avoided. If this is not possible, then the transitions must be kept gradual and smooth.

• Rounded edges: Sharp edges and corners on castings might cause stress

concentrations and tears, as well as hot spots; therefore, they should be replaced by

rounded edges and fillets.

• Holes: To ensure a successful shell building process, IC has special requirements on

the maximum ratio of hole depth to the hole diameter for patterns. Depending on the

hole size, the allowable maximum ratios range from 2:1 to 6:1 and 1:2 to 2:1 for

through and blind holes, respectively. All hole edges should be rounded to increase

the core strength and prevent shell fracturing during the metal pouring.

• Directional solidification: In IC, a sprue often functions as a feeder for all castings

attached to it through gates. Therefore, it is preferred that cast parts and gates are

designed to induce a directional solidification. Ideally, a cast part should allow only

one heavy section where a gate can be conveniently placed during pattern design and

removed after casting, and the cast part should have a geometry with its thinnest

sections placed farthest from the gate.

(3) Design for material extrusion rules

Material extrusion, like all other AM systems, has constraints that influence the printing

results. In addition, wax-like filament is clearly different in its properties from other common

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material extrusion thermoplastics such as PLA and ABS. It is important to understand both

limitations of the process and the material and take them into account during the pattern design

and 3D-printing. Here, we present some important design for AM rules related to the 3D-printing

of wax-like patterns via material extrusion:

• Build volume: Material extrusion is one of the most widespread and inexpensive AM

systems, but normally with small-to-medium build volumes. A wax-like pattern for

IC must be able to fit in the build chamber of a material extrusion AM system.

• Extrusion temperature: For a material extrusion process, the temperature of the

extruder nozzle is an important factor that affects the printing quality. Ideally, it

should be kept in a range that is high enough to form sufficient bonding between

layers (see Figure 3-6) and low enough to avoid filament “oozing”. The optimal

extrusion temperature might differ from one case to another because of the variations

in filaments, printers, printing speeds, room temperatures and some other factors.

Before the printing of patterns, trials should be done to find a proper extrusion

temperature one should use.

Figure 3-6: Influence of extrusion temperature on the surface finish of a 3D-printed wax pattern:

(a) under proper temperature, (b) under insufficient temperature.

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• Dimensional accuracy: Dimensional accuracy is a measure of a 3D printer’s ability to

fabricate parts with expected dimensions. Dimensional accuracy in x, y, and z axes

can be easily tested by comparing the actual and expected dimensions of a 3D-printed

cube (see Figure 3-7). For a precise IC process, a 3D printer must be calibrated

before printing wax-like patterns.

Figure 3-7: Testing of dimensional accuracy by 3D-printing a cube.

• Printing speed: The printing speed of a 3D printer defines the velocity (i.e., in mm/s)

of the extruder nozzle while printing. A faster printing speed reduces the total build

time, but it is often associated with lower print quality and accuracy. Given that the

quality of an IC pattern’s surface is more important than that of its inner structure, the

3D printing process should have a lower shell printing speed but allow a high

printing speed for infill and support.

• Minimum feature size: Minimum feature size is the smallest size of a feature, such as

a thin wall, that can be accurately 3D-printed and durable enough for use. Designed

features on an IC pattern must have a size larger than the minimum feature size of the

material extrusion system. Minimum feature size, as well as many other printing

parameters, can be tested by printing well-designed benchmarks. Figure 3-8 gives an

example of a testing benchmark free for download from www.thingiverse.com.

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Figure 3-8: A benchmark for testing 3D printing features such as minimum feature size,

minimum wall thickness, surface finish, bridging and overhangs: (a) 3D model, (b) printed part.

• Layer height: The layer height influences the build time and surface quality. To print

a pattern with a good surface finish, the layer height should be kept as small as

possible. However, it should be noted that if the layer height is too small, then the hot

nozzle might re-melt and deform the nearby printed wax when it squeezes the top

layer (see Figure 3-9), especially considering that the wax-like material solidifies

much slower than other common material extrusion materials, e.g., PLA.

Figure 3-9: Quality of prints (a) with proper layer height and (b) when the layer height is too low.

• Support: Material extrusion is an AM process that needs support structures for large

overhangs. The rule of thumb for any AM process that needs support is to design a

part that needs as little support structure as possible. Except for the benefits of

material savings and ease of post-processing, such a rule is particularly important for

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the material extrusion of wax-like filament. One reason is that the supported surfaces

of a wax-like part are often deformed and have a rather coarse finish (see Figure 3-

10b). In addition, the wax-like material is not as strong or rigid as PLA, and it needs

a much longer time to get to the maximum rigidity after extrusion, which makes the

support structures unstable while printing. Therefore, support, if needed, should have

a higher density and avoid tall and thin structures. Never build a heavy or complex

section based only on support structures.

Figure 3-10: Testing of support for wax-like filament: (a) an arch structure printed with support,

(b) bottom surface after the support is removed.

• Shell thickness: Because material-extruded wax-like objects might have small holes

and gaps on the surface, thick shells are generally recommended to reduce the

chance of slurry infiltration (see Figure 3-11) into the pattern body during shell

building.

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Figure 3-11: Defects of a cast part resulting from slurry infiltration.

• Infill density: Generally, 100% infill density is preferred for 3D-printed wax-like

patterns, especially those with complex geometries, to prevent slurry infiltration.

However, if wax coating will be applied to seal up the pattern surfaces, then a lower

infill density is acceptable.

• Build direction: Selection of build direction, or part orientation, is a very important

and often the initial step for any AM process. It influences a printed part in many

aspects, such as the build time, printing accuracy, surface finish, support structures,

and mechanical strength. Figure 3-12 illustrates the impact of build direction on a

truss of a 3D-printed part. Designers need to trade off multiple printing features and

decide the best build direction based on the geometry of and requirements for a

printed part. For an IC pattern, high printing accuracy and good surface finish might

be the most important considerations. The area of surfaces that need support must be

minimized because of inadequate printing quality on those surfaces.

Figure 3-12: Influence of build direction to a 3D-printed truss.

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• Warping and curling: Warping or curling is a common problem encountered in

material extrusion due to the thermal deformation of the printing material. As the

extruded thermoplastics cool down, they contract and induce stress along the print’s

lateral surfaces, especially at sharp corners. Such stress pulls the top layers inward

and causes the printed part to deform upward. Wax-like filament has almost no

warping issues when the printed part has no or small overhang angles. However,

when there are large overhangs, curling occurs (see Figure 3-13) and needs to be

manually flattened layer by layer to achieve a good surface quality. Such curling

issues seem hard to eliminate during the printing stage due to the slow solidification

speed of the wax. Instead, minimizing overhangs and sharp corners during the pattern

design stage could be a strategy for controlling curling.

Figure 3-13: Curling of wax layers.

3.3.3. Step 3: FEA validation

Due to the geometric modifications, the mechanical performance of the redesigned cast

part could differ from that of the TO output. Thus, to make sure a final casting meets its design

goals and requirements, FEA should be performed for design validation. If the FEA result could

not meet all design goals and requirements, then designers need to revise the design further or

even repeat TO until a satisfactory result is obtained.

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3.3.4. Step 4: Patterning of the optimized design

After FEA validation, necessary allowances are added onto the optimized geometry to

finalize the pattern design. If any post-processing, such as finishing, milling, and drilling, is

needed on the cast part, then machining allowances should be added to the corresponding part

region. In addition, shrinkage allowance must be used to compensate for the shrinkage of

solidified metal during cooling. Distortion allowance might also be needed for irregular cast

geometries to correct the distortions of the cast part induced by stresses developed when the solid

metal is cooled. For the convenience of cluster assembly, sometimes the pattern together with its

gate(s) and runner(s), could be fabricated as an integrated part.

3.4. Case Study

3.4.1. TO and FEA validation

In this case study, a metal benchmark was topologically redesigned for a simple

mechanical loading application and fabricated via wax material extrusion. TO, design for AM and

IC principles were implemented. The 3D-printed wax parts were used as sacrificial patterns to

produce final castings through investment casting. The metal benchmark used here had the same

design envelop and boundary conditions as the Alcoa airplane engine bracket [87] but modified

part material and loading condition. For the convenience of mechanical testing validation, we

assumed that the target bracket was under only one horizontal load 𝐹 which equals to the

maximum load the initial bracket can stand before yield (safety factor = 1.0) (see Figure 3-14).

ASTM A216 WCB cast steel was chosen as the material of the target bracket for both topology

optimization and casting.

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Figure 3-14: (a) The target design envelope and (b) load and boundary conditions of the bearing

bracket.

The CAD model of the bearing bracket was imported as a STEP file into Abaqus CAE

6.14. To simplify the bracket model, the rigid spherical bearing was removed from the assembly

and the horizontal load was directly applied to the geometric center of the surface originally

interacting with the bearing. A kinetic coupling interaction was added between the surface and its

center to preserve the shape of the surface and force the surface to move with its center under

loading. The fixed boundaries were defined as the four holes where the bolts were mounted.

TO was performed on the bracket geometry using Abaqus Topology Optimization

Module (ATOM), a tool combining SIMULIA TOSCA structure optimization and Abaqus FEA.

The non-design space included four bolt holes and the region originally holding the bearing. The

rest of the bracket geometry was defined as the design space. Three topological optimized

geometries were generated with 40%, 55%, and 70% volume reductions, respectively (see Figure

3-15a). The output geometries were extracted as STL files and individually imported into

SolidThinking Inspire 2016 for redesigning. By using PolyNURBS, a powerful tool to create

free-form smooth geometries, refined structures were generated based on the extracted meshes.

Bridging structures were manually created to connect the isolated bolt holes to the main bodies.

Geometrical revisions were performed afterward following the previously mentioned redesign

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rules, including wall thickness, rounded edges, hole size and directional solidification (see Figure

3-16).

After the major revisions were completed, the solid geometries were saved in a STEP

format and then imported into SolidWorks 2016. Mechanicals shapes, including lofts, flat

surfaces, and accurate cuts were added with fillets to finalize the bracket redesigns (see Figure 3-

15b). FEA for all redesigns were then performed in Abaqus CAE for mechanical performance

evaluation. Figure 3-17 showed the comparison of FEA results between the target design and

three redesigns.

Figure 3-15: (a) TO output geometries and (b) the final redesigns.

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Figure 3-16: Check for geometries based on redesign rules.

Figure 3-17: Comparison of safety factor of the target design and redesigns: (a) 1.0, (b) 1.3, (c)

1.4 and (d) 1.2.

3.4.2. Gating design and casting

Pattern design was then performed for the redesigned bracket geometries in SolidWorks.

A 3-mm machining allowance was added to the bottom of each bracket for milling the bottom flat

after casting. All bolt holes were replaced by blind holes with 3-mm diameter and 1-mm depth as

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makers for hole drilling. Similarly, the spherical cavity on each bracket for its bearing was also

replaced by a through hole with 5-mm diameter. In addition, a 2% global shrinkage allowance for

cast steel was applied to all geometries. To find the best location to add gates, solidification

simulations were carried out for all brackets by using Finite Solutions SOLIDCast 8 (see Figure

3-18). Gates were all added on flat surfaces close to hotspots with taper to induce directional

solidification. A pattern for the target bracket geometry was also designed. However, because

casting processes do not favor sharp edges, before adding the allowances and the gate, a 1-mm

fillet was added to all edges on the target bracket geometry. The final pattern designs for four

brackets are shown in Figure 3-19.

Figure 3-18: Solidification simulation for (a) target with 1-mm fillet, (b) redesign 1, (c) redesign

2 and (d) redesign 3.

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Figure 3-19: The pattern design for bracket geometries: (a) target with 1 mm fillet, (b) redesign

1, (c) redesign 2 and (d) redesign 3.

A commercial wax-like filament, MOLDLAY (Kai Parthy CC-Products, Koeln,

Germany), was used to fabricate the patterns on a MakerBot Replicator+ 3D printer (MakerBot

Industries, LLC, Brooklyn, NY). MOLDLAY has good dimensional stability and adequate

rigidity at room temperature. When being heated to 270 ℃, this wax-like material melts and

flows out of the shell like hot paraffin wax, leaving a near-perfect mold for casting. The printing

parameters were determined based on the aforementioned design for AM rules combined with

pilot testing results (see Table 3-1). An optimal build direction was chosen to minimize the need

for support structures and to ensure good printing quality for most of the part surfaces. The

printed patterns (see Figure 3-20a) were then packed and shipped to Tech Cast Inc for investment

casting. To avoid any ceramic infiltration in the patterns, a thin, low viscosity wax was used to fill

all major holes in the outer shell of the patterns. The patterns were then sealed with polyurethane.

The amount of polyurethane used was carefully controlled to be just enough to smooth the

surface finish; therefore, its effect on the pattern dimensions could be negligible. A shell mold

was successfully built by using these 3D-printed patterns without any shell cracking or residue

ash issues. After the castings were cut and cleaned, heat treatment was applied including a

normalizing process (925 ℃ for 1.5 hrs followed by an air quench) and a tempering process

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(675 ℃ for 2 hrs followed by an air cool). The final cast steel brackets after post-processing are

shown in Figure 3-20b. A comparison of all designs in safety factor, design volume, and physical

weight are summarized in Table 3-2.

Table 3-1: Parameters for the material extrusion of wax-like patterns.

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Figure 3-20: (a) 3D-printed wax-like patterns; (b) final cast carbon steel brackets after post-

processing.

Table 3-2: Comparison of the performance of the target design and the optimized designs.

3.5. Discussion

This is, to our knowledge, the first study on the application of TO and design guidelines

to pattern geometry design for RIC. Despite adequate geometric complexity allowed by

traditional IC, the high cost of pattern die tooling constrains the application of conventional IC to

mass production. By using AM technologies, complex patterns can be rapidly fabricated with

reduced tooling cost and production time.

In order to make the best use of the geometric design freedom provided by this method, it

is important to fully understand the manufacturing constraints involved in this RIC process. In

this study, we developed design guidelines for wax IC patterns fabricated via material extrusion.

TO was applied and followed by geometric redesign based on a set of design rules for AM and

IC. A commercial wax-like filament was tested for the optimal printing quality and used for the

fabrication of patterns. Cast metal parts were successfully obtained by investment casting using

these 3D-printed patterns. In spite of a reduction in weight, all redesigns were shown via FEA to

have better mechanical performance than the target design.

The important conclusions of this study include:

• By combining TO of cast parts and AM of wax patterns, there is significant potential

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for the casting of lightweight and structurally optimized metal components for

mechanical applications.

• Design for AM and IC principles play a crucial role in the design of wax patterns for

RIC. Designers need to trade off different rules and determine the optimal design

procedure to achieve the desired design requirements of patterns.

• Based on an estimate provided by Tech Cast Inc, material extrusion of wax-like

patterns can reduce both the cost and lead-time of an IC process when production

volume is low. In our case study, the cost of the RIC process, including the 3D-

printing of the wax-like patterns, post-processing, and casting, was approximately

$100 for each bracket; and the lead-time of the wax-like pattern fabrication was less

than 2 weeks. In contrast, design and fabrication of traditional pattern dies for the

same brackets can take 40-50 weeks, and cost approximately $40000 in total.

Limitations of this RIC process include:

• Material extrusion is a relatively slow AM process; thus, this RIC solution is not

ready yet for mass production.

• Material extruded wax patterns have lower geometric consistency, dimensional

accuracy, and surface quality compared to injection molded wax patterns and often

need post-processing such as support removal, finishing, and wax coating.

• Current wax filaments suffer from a few drawbacks, such as slow solidification,

insufficient rigidity, and curling, thereby limiting the design freedom and the printing

quality of patterns.

3.6. Future Work

Due to the limitations of current TO design tools, the pattern design process in this study

applied IC and AM constraints after TO generation of the design geometry. There is a need for

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new design approaches that can perform TO with manufacturing constraints integrated into the

optimization process. In addition to the geometric freedom provided by the use of material

extrusion to fabricate wax-like patterns for RIC, future investigations should validate other

benefits of this process. Systematic comparison of cost-effectiveness and time-efficiency should

be made between conventional and AM-based IC processes for different pattern complexities and

production volumes. Such comparison can help designers for IC process decision-making. Future

efforts should also be put on the development of wax filament with ideal thermal and mechanical

properties for IC pattern AM.

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Chapter 4

CONCLUSIONS AND FUTURE WORK

4.1. Conclusions

Rapid Casting (RC) provides a solution that combines the advantages of both additive

manufacturing (AM) and traditional metal casting processes. On one hand, the use of AM

provides traditional metal casting with advances such as increased product complexity, easier part

design and optimization, reduced tooling cost, and shortened lead-time. On the other hand, rapid

casting is often cheaper than direct metal AM and can produce isotropic metal parts. The cast part

design rules for traditional metal casting have become well-known standards, but to date limited

information exists about the rules for RC processes. It is of importance for design engineers to

have comprehensive part design guidelines to follow to maximize the results of RC processes.

This thesis provides the first known investigation into the application of topology

optimization (TO) to part design for RC processes. Two RC processes are described in this work:

(1) sand casting with 3D-printed mold via 3D Sand Printing (3DSP) and (2) investment casting

(IC) using 3D-printed wax-like patterns via material extrusion. General part design guidelines are

proposed, including detailed analysis of related design rules. These design guidelines can be

applied to any sand or investment cast parts for mechanical loading applications. The major

findings of this thesis include:

• 3DSP is a revolutionary technique that introduces a pattern-less sand casting process.

The sand mold fabricated via 3DSP is able to produce metal castings with improved

geometric freedom. First, traditional pattern-making related geometric constraints are

eliminated. Second, 3DSP can easily fabricate complex sand cores together with

molds, which leads to a fast and cost-effective method to form complex internal part

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geometries. However, attention needs to be paid to the wall-to-wall thickness and

hole size on a cast part because they are constrained by the minimum feature size of

the 3DSP process.

• It is feasible to investment cast quality metal parts using patterns fabricated via

material extrusion of wax-like filament. Selecting proper 3D printing parameters is

crucial for getting good patterns in terms of surface finish, geometric accuracy, and

part strength. Slurry infiltration can be prevented by applying sealing operation using

wax or polyurethane after printing. In addition, no shell cracking issues have been

observed so far.

• The implementation of TO in the cast part design for RC enables the casting of metal

parts with reduced weight yet improved mechanical performances. However, TO

outputs are generally not ready for casting but need geometric refinement and

revision based on corresponding manufacturing constraints.

• Different RC processes could have different design constraints depending on the AM

and casting processes adopted. Before designing, it is important to have a thorough

understanding of a specific RC process and the constraints related to it. It should be

noted that different RC processes still share some mutual design rules such as

uniform wall thickness, rounded edges and shrinkage allowance. These rules are

typically inherent rules for all metal casting processes.

Meanwhile, this thesis has the following limitations:

• This thesis focused on part design freedom provided by AM for the traditional

casting process. It does not take into consideration the impact of AM in some other

aspects, e.g., casting quality.

• Although TO is a mature design approach, using current TO and CAD software to

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design parts for casting is still time-consuming. Multiple commercial tools are used

iteratively to get acceptable final designs, which might lead to cost and time

justification problems.

• The DfAM rules for material extrusion of wax-like patterns are summarized based on

experiments using a currently available wax filament. Therefore, some of the

conclusions might not be applicable for future wax products.

4.2. Future Work

Based on the findings and limitations of the current thesis, future research should further

explore the future opportunities, benefits, and needs of RC and address some existing problems:

• 3DSP provides almost unlimited geometric freedom for sand molds and cores.

Investigations are needed to explore the benefits of unconventional mold designs,

such as irregular parting surfaces, and novel rigging systems, for optimization of the

casting process.

• Future work should continue to seek other possibilities to optimize the print quality

of wax-like patterns, such as reducing surface holes and gaps by increasing overlap

between printing toolpaths, and using dual extruder systems to printed wax patterns

supported by stronger and more stable materials.

• There is a need for a TO algorithm with integrated RC manufacturing constraints.

Despite the existence of a few TO algorithms under casting constraints, those rules

are neither effective enough to use nor suitable for RC processes. Also, more

advanced design tools should be developed in the future to reduce the current design

steps and time.

• AM can be integrated into a casting process in at least three ways: (1) direct AM of

patterns, (2) AM of tooling for patterns, and (3) direct AM of molds. Given the

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number of different AM methods and casting processes, there are potentially a wide

variety of RC solutions with different manufacturing constraints. Therefore, more

research should be done to understand how to update or expand the current design

rules for other RC processes.

• In-depth comparisons are needed for different RC processes based on part

complexity, tooling cost, and production time to fully understand their advantages

and disadvantages. This will be helpful for the development of decision-making

strategies for design engineers to choose the best RC solution for a specific casting

problem.

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