dr.r.narayanasamy, dr.s.sivasankaran and dr.k.siva prasad on mechanical alloying
TRANSCRIPT
Study on Synthesis, Characterization and Workability behavior of nanocrystalline
AA6061 alloy reinforced with TiO2 Composite prepared by Mechanical alloying
ByS.SIVASANKARAN
414108054
Research Supervisor Dr.R.NARAYANASAMY,
Professor,Department of Production
Engg.,NIT, Tiruchirappalli - 15
Research Co-SupervisorDr. K.SIVA PRASAD, Assistant
Professor,Department of Metallurgical and
Materials Engg.,NIT, Tiruchirappalli - 15
Doctoral Committee Members
External Member Dr. G.Chandramohan, Retired Professor,Dept. of Mechanical Engg.PSG College of Technology, Coimbatore – 641 004
Internal MemberDr. V. Senthil Kumar, Assistant Professor, Dept. of Production Engg.,NIT, Tiruchirappalli - 15
ChairmanDr.T.SELVARAJ, Professor,Dept. of Production Engg.,NIT, Tiruchirappalli - 15
Internal MemberDr. C. Sathiya Narayanan, Assistant Professor,Dept. of Production Engg.NIT, Tiruchirappalli - 15
Research Supervisor Dr.R.NARAYANASAMY, Professor,Dept. of Production Engg.,NIT, Tiruchirappalli - 15
Research Co-SupervisorDr. K.SIVA PRASAD, Assistant Professor,Dept. of Met. and Materials Engg.,NIT, Tiruchirappalli - 15
Outline of Thesis presentation1) Introduction2) Literature review3) Research Gap, Problem defined, Objectives
and Work plan4) Experimental procedure5) Results and Discussion
5.1. Powder surface morphology evaluation5.2. Flow characteristics of powders5.3. Structural evaluation of mechanically alloyed powders5.4. Compressibility behavior of micro and nanocomposite powders5.5. Evaluation of compaction equations5.6. Green mechanical strength and sintering behavior5.7. Grain refinement and its formability5.8. Trimodaled nanocomposite and its formability5.9. Modeling of compaction behavior using ANFIS
6) Conclusions and Scope for future work 7) Publications and References
1.0 IntroductionComposite Materials – DefinitionMetal matrix composites (MMCs)
The process of embedding various reinforcements such as SiC, or Al2O3
or TiC or AlN etc.. on the metal matrix in order to improve the properties
of metal(s) called MMCs
Metal MatrixCeramic Particles (high strength
high stiffness high thermal stability)
Fig. Particulate MMCs
4
Why MMCs?Because they offer following properties - High specific strength - High specific stiffness - High specific modulus of elasticity - Light weight - Good corrosion resistance - Excellent wear resistance - Good fatigue resistance - Low coefficient of thermal expansion
- Particulate Al-MMCs [Combined metallic and ceramic properties]- The high strength Al alloys with applications in aircraft and automated
industry are 6xxx series- This 6xxx series alloys have good formability and heat treatable alloy- Methods for Manuf. MMCs [P/M, Stir casting, in-situ, pressure infiltration
etc..]- P/M route (Avoiding detrimental reaction between matrix and dispersoid /
reinforcement, Possibility of adding higher amount of reinforcement, Controlling the
microstructure and uniform distribution)- Microcomposite by P/M route
- The best characteristics of P/M processed microcomposite can be achieved when the reinforcement is homogeneously distributed in the matrix
- It is possible when the matrix-to-reinforcement particle (MTRP) size ratio is close to or less than unity
- Mechanical Alloying (MA) – Nanostructured materials- To prevent reinforcement clusters or agglomerates on the matrix
especially in the case of small size reinforcement particles- MA produces uniform dispersion of the reinforcement particles in the
matrix- MA is one SPD process in which high strain is imparted on the material
and consequently the structural refinement occurs
1.0 Material, Process selection
5
1.0 Phenomenology of Nanostructured Formation by Mechanical Alloying (MA)
Hardened steel or WC
balls
High velocity of the ball
Fractured Powders
Material Transfer occurred
Fig.Schematic diagram of Mechanical Alloying 6
During MA processes, repeated fracturing, deforming, and cold-welding occurs due to the collision between the ball-to-powder or high impact on the powder.
3.0 Research Gap
1. Various researchers have successfully dispersed and alloyed, investigated and reported the diverse hard reinforcements such as graphite, SiC, Al2O3, TiC, VC, AlN, B4C, Si3N4, TiB2, AlB2 , Y2O3 and MgB2 on the aluminium-based MMCs through MA route
2. Use of TiO2 as reinforcement in aluminium alloys has received a meager concentration although it possesses high hardness and modulus with superior corrosion resistance and wear resistance
3. There is no work on cold workability / deformation behavior on nanocrystalline / nanocomposite under cold upsetting tests
7
3.0 Problem defined
Synthesis, characterization and workability behavior of nanocrystalline AA 6061 alloy reinforced with TiO2 prepared by mechanical alloying
8
3.0 Objectives1. To investigate the synthesis and characterization of AA
6061100-x – x wt.% TiO2 (x = 0, 2, 4, 6, 8, 10 and 12 wt.%) micro and nanocomposites powders prepared by blending (low-energy) and mechanical alloying (high-energy ball milling)
2. To study the effect of particle size-to-reinforcement ratio in terms of compressibility, green compressive strength and densification of both composites
3. To study the powder flow characteristics, compressibility and sinterability of both composites
4. To investigate the effect of microstructure, mechanical properties and the various strengthening mechanisms such as solid solution, grain size, precipitate, dislocation and dispersion strengthening during grain refinement of AA 6061-10wt.% TiO2 composite as an example
9
Contd..5. To study cold workability and instantaneous strain hardening
behavior during grain refinement of AA 6061-10wt.% TiO2 composite as an example.
6. To address the improvement of deformability/ductility of AA 6061–10 TiO2 nanocrystalline/nanocomposite via non-uniform bimodal/trimodal grain size distribution.
7. To study the microstructural evaluations of Trimodal AA 6061-TiO2 nanocomposite using different geometric characterization techniques.
8. To study the effect of CG content in AA 6061-TiO2 nanocomposite structure on cold workability and strain hardening behavior at room temperature.
9. To establish artificial intelligent systems using ANFIS for predicting the compressibility of AA 6061100-x – x wt.%TiO2 nanocomposites as an example
10
3.0 Project work plan
Material selection – Composite(AA 6061100-x – x wt.% TiO2)
Synthesize
MicrocompositeBlending
NanocompositeMA
1. Powder characterization2. Flow characteristics3. Compressibility behavior4. Green compressive
strength5. Sinterability behavior
1. Grain refinement study (AA 6061-10%TiO2) (Strengthening mechanisms (SMs))2. Effect of SMs on cold workability and
Inst. Strain hardening behavior (AA 6061-10 TiO2)
Improvement of Ductility / Deformability
Non-uniform Bimodal/Trimodal
distribution
Workability and Inst. Strain hardening behavior
(AA 6061 (nc & µc) TiO2 particles)
11
Modeling using ANFIS
4.0 Experimental procedure
12
Pre-inspection
13
Fig. The morphology of as-received powders: (a) Al and (c) TiO2,
XRD patterns of as-received powders: (b) Al and (d) TiO2
4.0 Pre-inspection
4.0 Synthesis of micro composites powders
Fig. Schematic diagram of Low energy horizontal ball milling for
micro composites14
Fig. Schematic diagram of high-energy wet planetary ball milling principle
(Mechanical Alloying) for nano-composites15
4.0 Synthesis of nanocomposites powders by mechanical alloying (MA)
280 rpm
100 rpm
4.0 Experimental methods – sample preparation
16
Type of composite
Synthesis Method Matrix-Reinforcement
Type of study/Investigation
Micro-composite
Blending (Low-energy ball milling)-BPR 1:3, 36 rpm, 15 h, dry
AA 6060100-x – x wt.% TiO2 (x = 0, 2, 4, 6, 8, 10 and 12)
-Powder morphology evaluation-Flow characteristics of powders-Structural evaluation-Compressibility behavior (Cold uniaxial compaction, 125, 250, 375, 500, 625, 750, 875, 1000, 125, 1250 Mpa)
-Green mechanical strength-Sintering behavior (400, 475, 550 and 625°C)
Nano-composite
Mechanical Alloying (MA)(High-energy ball milling)- BPR 10:1, 280 rpm, Toluene, 40 h
17
Type of study Composite Milling time/Consolidation
Type of study/Investigation
Grain refinement and its formability
AA 6061-10 wt.% TiO2
-1, 5, 10, 20, 30 and 40 h- 350 Mpa, degassed, sintered at 848 K for 90 min
-Various strengthening mechanisms- Workability and strain hardening behavior
Type of study Composite Type of study/InvestigationTrimodaled composite and its formability
Nanostructured AA 6061-10 wt.% TiO2 composite powders mixed with 0, 5, 10, 15, 20, 25 and 30 CG matrix
-Trimodaled microstructural distribution- Workability and strain hardening behavior
4.0 Experimental Methods – Samples preparation
4.0 Cold uniaxial compaction and sintering furnace
18
Entry Exit
Schematic diagram of conventional cold uniaxial compaction die process (double
end compaction type)
Schematic diagram of mechanical pusher furnace
- Each sintered preform subjected to an incremental compressive loads of 5KN (0.5 tone) and the upsetting was carried out between two flat, mirror finished open dies on a hydraulic press of 50 tone capacity
-The deformation was carried out until the appearance of the first visible crack on the free surface
4.0 Cold upset forging test for workability behavior
20
4.0 Geometry Characterization Techniques
- X-ray diffraction (XRD)
- Scanning Electron Microscope (SEM)
- Transmission Electron Microscope (TEM)
- Differential thermal analysis (DTA)
21
5.0 Results and Discussion
5.1 Powder surface morphology evaluation
Purpose of Study:
-Using Scanning Electron Microscopy (SEM)
-Homogeneous distribution of reinforcement particles on the matrix
-Embedding of reinforcement particles on the matrix
-Presence of any agglomeration or clustering of reinforcement particles with the matrix
-Particle shape, particle size and its distribution
22
5.1 Powder morphology evaluation - Microcomposite
Fig. The morphology of powders after 15 h by low-energy dry ball milling:
(a) AA 6061-4%TiO2, (c) AA 6061-10%TiO2, (b) and (d) magnified view of (a) and (c) shows the uniform distribution of TiO2
particles on the matrix
23
5.1 Powder surface morphology evaluation – Function of milling time
Fig. Morphology of AA 6061-10% TiO2 composite powder as the function of milling time after (a) 01 h (inset on the upper left shows
the agglomeration of TiO2 particles on the matrix due to cold welding) (b) 05 h, particle flattening and fracturing (c) 10 h, welding
predominance (d) 20 h, equiaxed particle formation (fracturing dominance) (e) 40 h, equiaxed particles (steady state) (f) magnified
view of (e) shows the embedding of TiO2 particles on the matrix.24
5.1 Mapping and EDAX spectrum – AA 6061-10 TiO2 nanocomposite (40 h)
Fig. (a) EDAX mapping of AA 6061-10 wt.% TiO2 nanocomposite powder after 40 h MA, Red, Green and Blue
indicates Al, O and Ti elements respectively (b) The corresponding EDAX spectrum 25
5.1 Powder surface morphology evaluation - Function of reinforcement
Fig. The morphology of powders after 40 h milling: (a) AA 6061, (b) AA 6061-2% TiO2, (c) AA 6061-4% TiO2 and (d) AA
6061-6% TiO2.26
5.1 Powder surface morphology evaluation - Function of reinforcement
Fig. The morphology of powders after 40 h milling: (e) AA 6061-8% TiO2,
(f) AA 6061-10% TiO2, (g) AA 6061-12% TiO2 and (h) BSEI of magnified view of (g) shows the embedding of TiO2 particles
on the matrix
27
Fig. TEM image of AA 6061-12 wt.% TiO2 nanocomposite powder: (a) bright field image (b) dark field image
28
5.1 TiO2 Particle size measured from TEM
5.1 Particle / agglomerate size analysis – Micro and nanocomposite
Fig. Particle/agglomerate size distribution of AA 6061100-x-x wt.% TiO2 of micro and nanocomposite powders: (a) 0%,
(b) 4%, (c) 8% and (d) 12%.29
5.1 Particle / agglomerate size analysis – Function of milling time
Fig. Effect of milling time on the average particle size of AA 6061-10 wt.% TiO2 composite powders 30
5.2 Powder flow characteristics
- Knowledge about the flow characteristics of powders is very important for a successful product development
- Generally, the flow characteristics of powder are evaluated by poured bulk density or random loose packing (apparent density) – standard funnel method,
- Compressed bulk density or random dense packing (tap density) – tap tester
- True density – Pycnometer
- To study the cohesive nature of the powders
- To analysis the flow rate of the powders
- It is important to report the initial state of the powders being subjected to the compaction
Purpose of study:
31
5.2 Powder flow characteristics – Function of reinforcement
Fig. Apparent density, tap density and true density of AA 6061100-x – x wt.% TiO2 (x = 0, 2, 4, 6, 8, 10 and 12) for
micro and nanocomposite powders. 32
5.2 Powder flow characteristics – Function of reinforcement
Fig. (a) Hausner ratio (b)cohesiveness of AA 6061100-x – x wt.% TiO2 (x = 0, 2, 4, 6, 8, 10 and 12) micro and
nanocomposite powders33
Fig. Flow rate of AA 6061100-x – x wt.% TiO2 (x = 0, 2, 4, 6, 8, 10 and 12) micro and nanocomposite powders
34
5.2 Powder flow characteristics – Function of reinforcement
5.2 Powder flow characteristics – Function of milling time
35
Milling
condition
Apparent
density, g/cm3
Tap density,
g/cm3
True density,
g/cm3
Flow rate,
s/50g
00 h 1.2497±0.0081 1.4965±0.0734 2.5746±0.0569 0.6790±0.0251
01 h 1.2887±0.0032 1.5098±0.0023 2.2964±0.0012 0.6803±0.0046
05 h 1.2812±0.0025 1.4625±0.0068 1.8117±0.0023 0.6035±0.0017
10 h 1.2719±0.0031 1.4248±0.0035 1.9217±0.0030 0.5273±0.0027
20 h 1.2823±0.0025 1.3943±0.0045 2.1151±0.0058 0.4517±0.0014
30 h 1.2972±0.0039 1.3688±0.0055 2.2883±0.0019 0.4149±0.0023
40 h 1.3085±0.0050 1.3702±0.0012 2.5012±0.0475 0.4241±0.0231
Table . Basic characteristics of AA 6061 – 10 wt. % of TiO2
composite powder as function of milling time
5.2 Powder flow characteristics – Function of milling time
Fig. Cohesiveness with function of milling time36
Fig. Schematic relation between the milling time, the morphology, and the apparent density of ductile–ductile
and ductile–brittle system powder prepared by high-energy milling
37
5.2 Powder flow characteristics – Function of milling time
5.3 Structural Evaluation of Mechanically alloyed (MAed) powders
Purpose of study
38
- MA causes morphological and structural changes
- SPD of the powder particles during MA can lead to grain refining, variation in the crystallite size, accumulation of internal stress, density of dislocation and variation of the lattice parameter
- XRD, TEM, HR-TEM, EDS and differential thermal analyzer (DTA).
5.3 X-ray diffraction (XRD) analysis
Fig. XRD patterns of AA 6061 – 10 wt.% TiO2 composite powder after 0, 1, 5, 10, 20, 30 and 40 h milling. Inset shows the initial sharp diffraction peaks of Al getting
broadened and reduced in intensity39
XRD patterns as function of milling time
5.3 X-ray diffraction (XRD) analysis
Fig. Variation of crystallite size and lattice strain for AA 6061 – 10wt.% TiO2 composite powder as a function of
milling time40
Crystallite size and lattice strain as function of milling time
5.3 X-ray diffraction (XRD) analysis
Fig. Variation of dislocation density, r.m.s strain and volume fraction of TiO2 for AA 6061 – 10wt.% TiO2 composite
powder as a function of milling time41
Dislocation density and volume fraction of TiO2 as function of milling time
5.3 X-ray diffraction (XRD) analysis
Fig. Variation of lattice parameter for AA 6061 – 10wt.% TiO2 composite powder as a function of milling time
42
Lattice parameter as function of milling time
5.3 X-ray diffraction (XRD) analysis
Fig. XRD patterns of AA 6061100-x – x wt.% TiO2 (x = 0, 2, 4, 6, 8, 10 and 12%) nanocrystallite/nanocomposite powder after 40 h of high energy ball milling. Inset shows shift in Bragg’s
angle43
XRD patterns as function of reinforcement
Diffraction angle (2θ), deg.
5.3 X-ray diffraction (XRD) analysis
Fig. XRD patterns of AA 6061100-x-x wt.% TiO2, x = 0, 4, 8, and 12%, composite powder after 40 h of high-energy ball
milling44
XRD patterns as function of reinforcement
5.3 X-ray diffraction (XRD) analysis
Fig. Variation of crystallite size, lattice parameter and solid solution of TiO2 for AA 6061100-x – x wt.% TiO2 (x = 0, 2, 4, 6, 8, 10 and 12 wt.%) nanocomposite powder as a function of
reinforcement45
Structural changes as function of reinforcement
5.3 X-ray diffraction (XRD) patterns of Microcomposite
46
Inte
nsity
, a.u
.
Diffraction angle (2θ), deg
Fig. XRD patterns of AA 6061100-x – x wt.% TiO2 (x = 0, 2, 4, 6, 8, 10 and 12%) microcomposite powder after 15 h of low
energy ball milling
5.3 TEM Analysis of MAed Powders
47
TEM micrographs of as milled nanocomposite powders: (a) bright field image (BFI) of 0% TiO2, (b) SAD pattern of 0% TiO2, (c) EDAX analysis of 0% TiO2 (d) BFI of 4% TiO2, (e)
dark field image (DFI) of 4%TiO2 (inset shows the SAD), (f) EDAX analysis of 4% TiO2
5.3 TEM Analysis of MAed powders
48
TEM micrographs of as milled nanocomposite powders: (g) BFI of 8% TiO2, (h) DFI of 8% TiO2 (inset shows the SAD), (i)
EDAX analysis of 8% TiO2, (j) BFI of 12% TiO2, (k) DFI of 12% TiO2 (inset shows the SAD) and (l) EDAX analysis of
12% TiO2. Note: single arrow represents TiO2 particle
5.3 HR-TEM Analysis of AA 6061-10 wt.% TiO2 powders after 40 h MA
49
Fig. HR-TEM image of AA 6061 – 10 wt.% TiO2 nanocomposite:
(a) Lattice resolution image (b) the corresponding SAD
(b)
Fig. The DTA curve of AA 6061 and AA 6061 – 12 wt.% TiO2 nanocrystallite / nanocomposite powders prepared by 40 h
of mechanical alloying
5.3 Differential thermal analysis (DTA)
50
5.4 Compressibility behavior of micro and nanocomposite powder
To investigate the relationship between the powder surface morphology and the compressibility of low-energy (microcomposite, 15 h) and high-energy (nanocomposite, 40 h) ball milled powders
The Panelli and Filho compaction Eq.
(5.5)
Where, D is relative density, P compaction pressure, A and B are constants
Purpose of study
51
BPAD
11ln
5.4 Compressibility curves of microcomposite powders
52
Fig. Compressibility curves (upper side) and experimental data fitted by the Panelli and Filho equation (bottom side)
of AA 6061100-x – x wt.% TiO2 microcomposites powder, x = 0, 4, 8, and 12%
5.4 Compressibility curves of nanocomposite powders
53
Fig. Compressibility curves (upper side) and experimental data fitted by the Panelli and Filho equation (bottom side)
of AA 6061100-x – x wt.% TiO2 nanocomposites powder, x = 0, 4, 8, and 12%
5.4 Densification parameter of micro and nanocomposite powders
54
Fig. Parameter A obtained from Eq. (5.5) as function of reinforcement for micro and nanocomposites powder
5.4 Compressibility curves as function of milling time
55
Fig. Compressibility curves (upper side) and experimental data fitted by the Panelli and Filho equation (bottom side) of AA 6061 – 10wt.% TiO2 composite powder with function of milling time
5.4 Densification parameter as function of milling time
56
Fig. Parameter A obtained from Eq. (5.5) as function of milling time
5.5 Evaluation of compaction equations
- To develop a linear and non-linear relationship between pressure and relative density
- To predict the required pressure in obtaining a certain level of density
Purpose of study:
57
• Linear compaction equations:
- The use and derivation of compaction equations have played an important role for evaluation of compaction behavior
- A compaction equation relates some measure of the state of consolidation of a powder, such as, porosity, relative density, or void ratio, with a function of the compaction pressure
• Non-linear compaction equations:
- To evaluate the role of particle rearrangement and plastic deformation of materials during compactions exactly, nonlinear compaction equations are of interest to engineers, physicists and mathematicians as most physical systems (here compaction) are inherently nonlinear in nature
5.5 Evaluation of Compaction equations
1) Balshin :
Linear Equations:
58
11 ln1 BPAD
2) Heckel : 221
1ln BPAD
3) Ge :
33 log1
1lnlog BPAD
4) Panelli and Filho :
4411ln BPAD
5) Kawakita : 5
5
0
BPA
DDD
6) Shapiro : 5.0
01ln1ln bPkPDD
Non-Linear Equations: 7) Cooper and Eaton:
PA
BPA
BDDD 7
76
60
0 exp1
8) Zwan and Siskens :
PA
BDDD 8
80
0 exp1
Table . Crystallite size, particle size, apparent density, tap density, flow rate, theoretical density and relative apparent density of AA 6061100-x – x wt.% TiO2 (x = 0, 2, 4, 6, 8, 10 and
12 wt.%) nanocomposite powder
59
% of nano
titania on NC matrix
Crystallite size of the NC matrix,
nm
Mean particle size,
m
Apparent
density, g/cm3
Tap densit
y, g/cm3
Flow rate, s/50g
Theoretical
density, g/cm3
Relative
apparent
density (D0)
0 652.50 131.201.3606
01.438
500.269
102.70000
0.50393
2 614.20 122.301.3512
11.428
560.283
002.72280
0.49626
4 585.00 104.801.3483
01.420
000.297
802.74560
0.49108
6 553.50 83.501.3324
61.394
670.324
112.76840
0.48131
8 504.60 67.751.3198
01.364
500.354
402.79120
0.47284
10 484.00 60.451.3084
81.352
150.423
562.81400
0.46499
12 462.00 56.461.2985
01.340
200.493
802.83680
0.45773
Table. Comparison of linear and non-linear compaction equations of AA 6061100-x - x wt.% TiO2 nanocomposite
powder after 40h MA, x = 0, 2, 4, 6, 8, 10 and 12%.
60
S.No PowderEq. (1) Eq. (2) Eq. (3)
A1 B1 R2A2
(x10-2)B2 R2 A3 B3 R2
1 AA 6061 -0.0672 1.5044 0.9687 0.1331 1.8875 0.9522 0.2979 -0.3772 0.9916
2AA 6061 + 2%
TiO2-0.0735 1.5527 0.9717 0.1297 1.8220 0.9387 0.3025 -0.4054 0.9901
3AA 6061 + 4%
TiO2-0.0817 1.6137 0.9702 0.1333 1.7110 0.9492 0.3176 -0.4612 0.9823
4AA 6061 + 6%
TiO2-0.0860 1.6492 0.9739 0.1295 1.6527 0.9586 0.3160 -0.4711 0.9849
5AA 6061 + 8%
TiO2-0.0902 1.6837 0.9755 0.1230 1.6070 0.9600 0.3122 -0.4749 0.9859
6AA 6061 + 10% TiO2
-0.1005 1.7613 0.9779 0.1294 1.4843 0.9688 0.3214 -0.5176 0.9910
7AA 6061 + 12% TiO2
-0.1117 1.8460 0.9766 0.1200 1.4512 0.9568 0.3314 -0.5621 0.9934
Table 3 –Contd..
61
Eq. (4) Eq. (5) Eq. (6) Eq. (8)
A4 B4 R2 A5 B5 R2k
(x10-3)b R2 A8 B8 R2
0.0700 1.0601 0.9894 62.7904 2.0423 0.9800 -0.5941 0.10177 0.9559 0.2636 188.679 0.9954
0.0681 1.0119 0.9855 65.5389 2.0163 0.9637 -0.5658 0.09745 0.9642 0.2593 234.741 0.9970
0.0698 0.8849 0.9875 70.2234 1.9998 0.9284 -0.3633 0.08874 0.9572 0.2672 295.858 0.9913
0.0676 0.8564 0.9919 70.4623 1.9676 0.9317 -0.3384 0.08527 0.9723 0.2704 294.985 0.9931
0.0646 0.8463 0.9921 71.0989 1.9422 0.9351 -0.3426 0.08283 0.9726 0.2743 291.545 0.9937
0.0636 0.7772 0.9934 78.7934 1.9124 0.9582 -0.2630 0.07721 0.9819 0.3033 261.096 0.9974
0.0628 0.7093 0.9931 87.5172 1.8848 0.9730 -0.1694 0.07219 0.9764 0.3367 236.406 0.9984
Fig.. Compressibility curves of AA 6061 – x wt.% TiO2 (x = 0, 2, 4, 6, 8, 10 and 12) nanocomposite powders as a function
of compaction pressure at various TiO2 percentages 62
(i)Particle rearrangement (PR)(ii)Plastic deformation (PD)
PR<375 MpaBoth-375 to 1000 MpaPD>1000Mpa
Fig. Relative density versus compaction pressure of AA 6061 – 12 wt. % TiO2 nanocomposite powder. The different line types show the fitting of experimental data with different
compaction equations.63
Fig. Relative density Vs compaction pressure well fitted to the Zwan and Siskens Eq. (5.13) (non-linear) for AA 6061100-x – x wt.% TiO2
nanocomposite powder after 40h MA64
Fig. SEM/SEI micrographs show the fracture surfaces of AA 6061-12 wt.% TiO2 nanocomposite powder compacted at: (a) 125 MPa (particle rearrangement stage) and (b) 1500 MPa
(plastic deformation stage)
65
5.5 Fracture surfaces of post-compacts
Fig. Effect of the percentage of reinforcement on the rate of plastic deformation (ap) and the corresponding magnitude of
pressure at the start of plastic deformation (kp) during compaction of AA 6061100-x – x wt.% TiO2 nanocomposite powders. (using non-linear Zwan and Siskens Eq. (5.13))
66
Pk
aDDD p
p exp1 0
0
5.6 Green Mechanical Strength and Sintering Behavior
67
Purpose of study:
Best mechanical properties obtained by homogeneous distribution of reinforcement
It is possible when Matrix-to-particle size ratio (MTRPR) is close or less than 1
If MTRPR >1, Clustering of reinforcement takes place that detoriates mechanical properties
To investigate the effect of MTRPR, powder morphological changes such as size and shape, percentage of reinforcement and grain refinement on green compressive strength, hardness of sintered micro and nanocomposite and sintered densification behavior of both composite.
5.6 Microstructural evaluation of post-compacts as function of reinforcementMicrocomosite
2 % TiO2
6% TiO2
12 % TiO2
68
Nanocomosite
2 % TiO2
6% TiO2
12 % TiO2
5.6 Microstructural evaluation of post-compacts as function of reinforcement
69
AA 6061-10TiO2
01 h
05 h
10 h
5.6 Microstructural evaluation of post-compacts as function of milling time
70
71
AA 6061-10TiO2
40 h
5.6 Microstructural evaluation of post-compacts as function of milling time
Fig. SEM/BSEI of AA 6061-10 wt.% TiO2 post-compacts compacted at 500 MPa. Left side (a), (c), (e) and (g) show
after 1, 5, 10 and 40 h. Right side (b), (d), (f) and (g) show magnified view of corresponding post compacts.
Note: single arrow represents TiO2 clusters; double arrow represents distribution of TiO2 particles
72
5.6 Mapping of AA 6061-10 TiO2 – 05 h, post-compact, 500 MPaMixed Al Kα
5 mTi Kα O Kα
73
5.6 Mapping of AA 6061-10 TiO2 – 40 h, post-compact, 500 MPaMixed Al Kα
5 mTi Kα O Kα
5.6 Green compressive strength as function of reinforcement and milling time
74
MTRPR
Micro Nano
0 -- --
2 49.32 1025
4 48.84 882
6 47.82 706
8 46.75 571
10 45.48 504
12 43.89 470
5.6 Sintering behavior of micro and nanocomposite
75
Fig. Densification of AA 6061100-x-x wt. % of TiO2, x = 0,4, 8 and 12 wt.%: (a) microcomposite and (b) nanocomposites
5.6 Sintering behavior of micro and nanocomposite
76
Fig. Contour graph of sintering behavior in terms of % theoretical density: (a) microcomposite and (b) nanocomposite
77
Fig. XRD patterns of AA 6061100-x – x wt.% TiO2, x = 0, 4, 8 and 12 wt.% nanocomposite sintered at 550°C for 2 h
5.6 XRD patterns of Nanocomposite sintered at 550 °C
5.6 Crystallite size as function of reinforcement after sintering at 550°C
78Fig. Crystallite size as function of reinforcement in as-milled and as-sintered at 550°C
condition
5.6 TEM analysis of AA 6061-12 wt.% TiO2 nanocomposite sintered at 550°C
79
Fig. (a) TEM bright field image of AA 6061-12 wt.% TiO2 nanocomposite sintered at 550 °C (b) the corresponding SAD ring pattern indicating UFG
nature of matrix
5.6 Vickers Hardness – Function of sintering temperature
80
5.6 Vickers Hardness – Function of sintering temperature
81
Fig. Effect of composition on Vickers hardness of AA 6061100-x – x wt.% TiO2 (x = 0, 2, 4, 6, 8, 10 and 12) bulk
micro and nanocomposites (sintered at 625°C)
5.7 Grain refinement and its formability
Purpose of study
To investigate the dominant strengthening mechanisms
Sample – AA 6061-10 TiO2 (1h, 5h, 10h 20h, 30h and 40 h)
To study the effect of strengthening mechanisms on the cold workability during grain refinement and at its strain hardening behavior
82
5.7 Grain refinement study – XRD analysis
Fig. XRD patterns of sintered AA 6061-10 wt.% TiO2 composites as function of milling time 83
5.7 Phase evaluation using XRD analysis of AA 6061 – 10 TiO2 sintered composite
Milling time, h
Phase formation after sintering at 848K for 90 min (crystallite size, nm)
1 -Al (1602) + TiO2 (45) + Al2O3 (38)
5 -Al (792) + TiO2 (44) + Al2O3 (38)
10 -Al (545) + TiO2 (41) + Al2O3 (38)
20 -Al (374) + TiO2 (40) + Al2O3 (38)
30 -Al (304) + TiO2 (40) + Al2O3 (38)
40 -Al (292) + TiO2 (39) + Al2O3 (38)
- Crystallite size of α-Al phase after sintering showed a decreasing value from very CG to UFG with milling time due to grain refinement
- The increase in milling time pinned the grain growth during sintering
84
Fig. Bright field image of as-sintered AA 6061-10 wt.% TiO2 composite after 40 h MA showing the nanometer-size TiO2
particles embedded in the α-Al matrix. Inset shows the corresponding SAD ring pattern indicating ultra fine
crystalline nature
5.7 TEM analysis of AA 6061 – 10 TiO2 40 h sintered composite
(848 K, 90 min, N2 atm.)
85
Fig. TEM bright-field image showing the distribution of TiO2 particles within the grain interior as well as along the
grain boundaries of as-sintered AA 6061-10 wt.% TiO2 composite after 40 h MA
5.7 TEM analysis of AA 6061 – 10 TiO2 40 h sintered composite
(848 K, 90 min, N2 atm.)
86
Fig. TEM dark-field image showing a nearly equiaxed TiO2 particle in an AA 6061-10 wt.% TiO2 sintered composite.
Inset of upper left showing the SAD pattern in [1 0 1] zone axis. Inset of bottom right showing the corresponding EDAX
5.7 TEM analysis of AA 6061 – 10 TiO2 40 h sintered composite
(848 K, 90 min, N2 atm)
87
Fig. SEM/BSEI of AA 6061-10 wt.% TiO2 sintered composite: Left side (a), (c) and (e) shows after 1 h, 5 h and 40 h. Right side (b), (d) and (f) shows
magnified view of corresponding composites. Note: single arrow represents TiO2 clusters, double arrow represents distribution of TiO2 particles and
rectangle represents oxide particles
5.7 Microstructure analysis of sintered
samples
88
01 h
05 h
40 h
Fig. Optical microstructure of AA 6061-10 wt.% TiO2 sintered sample after milling: (a) 1 h, (b) 5 h, (c) 10 h, (d) 20 h, (e) 30 h and (f) 40 h.
Note: single arrow represents TiO2 clusters89
(a) (b)
(c) (d)
(e) (f)
100 m 100 m
100 m100 m
100 m100 m
5.7 Microstructure analysis of sintered
samples
5.7 Grain refinement study – Mechanical properties
Table. Density, volume fraction of Al2O3 (VAl2O3), TiO2 (VTiO2) and mechanical properties of sintered preform
90
Milling
time, h
Theoretical
density, %
Calculated
Al2O3
Calculated
TiO2
Hardness
(Hv1.0),
Mpa
Empirical
yield stress
(y), Mpa
Empirical
modulus (E),
GPa
01 92.9232 0.03936 0.07283 245.3680 81.7893 80.8454
05 89.5318 0.04715 0.07472 520.3698 173.4566 81.8946
10 86.1471 0.04871 0.07591 774.3698 258.1233 82.2444
20 83.0671 0.05167 0.07751 846.3298 282.1099 82.7906
30 81.7202 0.05221 0.07625 940.3690 313.4563 82.7551
40 81.9371 0.05429 0.07818 1010.3570 336.7857 83.1890
5.7 Strengthening Mechanisms on overall strength
91
Table. Calculated contribution of solid solution strengthening (σss), Orowan strengthening (σdisper1), grain size strengthening (σgs), dislocation strengthening (σdis) and dispersion strengthening
(σdisper2) to the empirical yield strength (σy) of sintered AA 6061-10 wt.% TiO2 composites
5.7 Grain refinement – Cold workability behavior Cold workability behavior
- It is the ability of a material to endure the induced internal stresses of forming former to the occurrence of splitting of material (i.e. a measure of the extent of deformation prior to fracture)
92
93
5.7 Grain refinement - Cold workability behavior
fz h
h0ln1) True axial strain 2) True hoop strain
2
0
22
32
ln21
DDD CB
3) True effective strain 21
22
222 )1(
3)2(422
)2(32
R
Rz
zzeff
4) True axial stress areasurfacecontactload
z 5) True hoop stress zRRR
22
2
222
6) True hydrostatic stress 3)2(
zm
7) True effective stress 21
2
2222
12)2(2
RR zz
eff
8) Formability stress indexeff
m
3
9) Instantaneous Poisson’s ratioz
i
10) Instantaneous strain hardening index
1
1
)()(
ln
)()(
ln
ieff
ieff
ieff
ieff
in
Fig. Variation of true effective stress with true axial strain as a function of milling time for AA 6061-10 wt.%
TiO2 sintered composites
5.7 True effective stress Vs True effective strain
94
Dislocation pile up, decrease the diff. of flow resistance
Fig. Variation of true hydrostatic stress with true effective strain as a function of milling time for AA 6061-
10 wt.% TiO2 sintered composites
5.7 True hydrostatic stress Vs True effective strain
95
Specific surface areaInterparticle friction
effects
Fig. Variation of formability stress index with true effective strain as a function of milling time for AA 6061-10 wt.%
TiO2 sintered composite96
5.7 Formability stress index Vs True effective strain
Fig. Variation of instantaneous Poisson's ratio with true effective strain as a function of milling time for AA 6061-10 wt.% TiO2 sintered composites
97
5.7 Inst. Poisson ratio Vs True effective strain
Fig. Variation of instantaneous strain hardening index with true effective strain as a function of milling time for AA
6061-10 wt.% TiO2 sintered composites
5.7 Inst. Strain hardening behavior Vs True effective strain
98
Fig. Variation of fracture limit strain and percentage of cold work as a function of milling time for AA 6061-10 wt.%
TiO2 sintered composites
5.7 Fracture limit strain and percent cold workability
99
Fig. 3D microstructure of AA 6061-10 wt.% TiO2 composite after cold deformation in perpendicular to axial
(Top), hoop (Front) and radial (Right) – magnification 200x: (a) 5 h and (b) 40 h 100
(a) (b)
5.8 Trimodaled nanocomposite and its workability
- To restore the ductility of nanocomposite while maintaining strength and toughness
- Methods: (1) Bimodal – for NC alloy (2) Trimodal – for
nanocomposite (3) Annealing – this promotes grain growth
Purpose of study
101
Fig. Incorporating coarse-grains to improve the ductility of nanocrystalline materials by consolidation of blended coarse grains powders: (a) before upsetting and (b) after upsetting
5.8 Optical Microstructures of Trimodaled composite
102
Fig. Trimodal microstructures of as-sintered AA 6061-TiO2 composites containing x wt.% CG matrix: (a) x = 0% , (b) x
=10% , (c) x = 20% and (d) x = 30% . The grey regions represent UFG matrix reinforced with nano Titania, the
bright regions represent CG matrix.
5.8 HR-SEM - BSEI of Trimodaled composites
103
0% CG
10% CG
104
20% CG
30% CG
5.8 TEM – Bright field image of 0% CG composites
105
Fig. Bright field image of 0% CG AA 6061-TiO2 composite showing the nano-sized titania particles embedded in the -Al matrix. Inset at upper left shows the corresponding SAD
ring pattern indicating UFG nature.
5.8 TEM – Dark field image of 0% CG composites
106
Fig. TEM dark-field image showing nearly equiaxed titania particles in 0%CG AA 6061-TiO2 composite. Inset at bottom
left showing the corresponding EDAX.
5.8 TEM – Bright field image of 15% CG composites
107Fig. (a) Bright field image of 15% CG AA 6061-TiO2
trimodaled composite
5.8 TEM – Bright field image of 15% CG composites
108Fig. (b) magnified view showing CG band region in 15% CG
trimodaled sample
(a)5.8 XRD study of Trimodaled composites
109Fig. The XRD patterns of trimodal AA 6061-TiO2 composite
with 0, 15 and 30 wt.% CG content. (a) As-sintered
5.8 Workability study on Trimodaled nanocomposite Purpose of study - Various authors have studied the mechanical behavior of
nanostructured materials in terms of simple Tensile and Compressive tests
- In fact, the uniaxial tensile test would not sustain a uniform tensile deformation at ambient temperature for more than a couple of percent of plastic strain, especially in refined grain materials.
- Hence, compression tests (like, here, cold-upsetting) are needed to provide a direct evaluation of the deformation behavior as the function of true effective strain because the compressive behavior is not strongly influenced by superfluous factors such as surface or internal blemish
- However, no detailed investigation has yet been conducted to examine the cold workability and strain hardening behavior of trimodal AA 6061-TiO2 nanocomposite
110
(a)
111Fig. The XRD patterns of trimodal AA 6061-TiO2 composite with 0, 15 and 30 wt.% CG content. (a) As-sintered (b) As-
deformed
(b)
112Fig. The XRD patterns of trimodal AA 6061-TiO2 composite with 0, 15 and 30 wt.% CG content. (a) As-sintered (b) As-
deformed
113
Fig. Initial and final diffraction peaks of -Al at (1 1 1) plane and TiO2 at (1 0 1) plane for 0% and 30% CG
composite in as-sintered and as-deformed condition.
Fig. Variation of true effective stress with true effective strain of trimodal AA 6061-TiO2 composites with the
function of wt.% CG content 114
• Nanocomposite possesses high strength bcoz of grain refinement, solute atoms of minor matrix elements and pinning effect of hard titania• 0%CG – poor strain hardening but IUCS of 3 times < conv. Al
•CG- helps to arrest the crack propagation – retards the plastic instability
•15%CG-High IUCS bcoz densification, non-colascence and effective load transfer
•30%CG possesses high toughness of 7 times higher than 0% CG
Fig. Variation of true hydrostatic stress with true effective strain with true effective strain, as a function of CG content
of trimodal AA 6061-TiO2 composite 115
• Porosity level•Interparticle friction effect during compaction
Fig. Variation of formability stress index with true effective strain with true effective strain, as a function of CG content
of trimodal AA 6061-TiO2 composite 116
• Max 0.34 for 0% CG• Max 0.47 for 30% CG
• increases steadily with CG content due to soft parent phase
Fig. Variation of instantaneous Poisson’s ratio with true effective strain with true effective strain, as a function of CG
content of trimodal AA 6061-TiO2 composite 117
•PD capacity•Plastic strain levels•0.14 to 0.24 for 0% CG•0.05 to 0.42 for 30% CG
Fig. Variation of instantaneous strain hardening index with true effective strain with true effective strain, as a function
of CG content of trimodal AA 6061-TiO2 composite 118
0%5% 10%
15%20%
25%30%
Fig. Variation of fracture limit strain, percentage of cold work and change in dislocation densities as the function of
CG content in AA 6061-TiO2 nanocomposite119
•%CW for 30%CG 6 times >0%CG
120
Table . Room temperature mechanical properties of present work and others for comparison.
Material MicrostructureUltimate strength (MPa)
Strain-to-failure
(%)References
MA of 0% CG AA 6061-TiO2 composite
Bimodal 870ICU 2.6ICU
Present work
MA of 5% CG AA 6061-TiO2 composite
Trimodal 884ICU 3.3ICU
MA of 10% CG AA 6061-TiO2 composite
Trimodal 895ICU 3.8ICU
MA of 15% CG AA 6061-TiO2 composite
Trimodal 935ICU 4.6ICU
MA of 20% CG AA 6061-TiO2 composite
Trimodal 916ICU 6.1ICU
MA of 25% CG AA 6061-TiO2 composite
Trimodal 865ICU 9.1ICU
MA of 30% CG AA 6061-TiO2 composite
Trimodal 845ICU 16.2ICU
CM of 0% CG Al-7.5 Mg alloy Unimodal 847T 1.4T
[Hayes et al, 2001]CM of 15% CG Al-7.5 Mg alloy Bimodal 778T 2.4T
CM of 30% CG Al-7.5 Mg alloy Bimodal 734T 5.4T
Conventional Al Unimodal 305ICU 35.5ICU [Narayanasamy et al, 2009]Conventional Al 5083 Unimodal 281T 16.0T [Hayes et al, 2001 ]CM of 50% CG AA 5083-B4C composite
Trimodal 1070C 0.8C [Ye et al, 2005]*ICU-Incremental cold upsetting behavior, T-Tensile behavior, C-Compressive behavior
121
Table . Room temperature mechanical properties of present work and others for comparison.
% of CG
matrix
Theoretical
density, (g/cm3)
Sintered
density (g/cm3)
Deformed
density
% of increased density after
deformation
As-sintere
d fractio
nal porosit
y
As-deform
ed fractio
nal porosit
y
True effective toughness (MPa)
Strain hardeni
ng toughness index
0 2.814 2.4231 2.4366 0.5574 0.1389 0.1341 55.2362 0.00985 2.8083 2.4207 2.4390 0.7540 0.1380 0.1315 77.3373 0.0124
10 2.8026 2.4189 2.4441 1.0427 0.1369 0.1279 93.4414 0.0153
15 2.7969 2.4293 2.4608 1.2958 0.1314 0.1201118.167
7 0.0195
20 2.7912 2.4311 2.4730 1.7219 0.1290 0.1140152.685
1 0.0252
25 2.7855 2.4311 2.4825 2.1123 0.1272 0.1087212.390
9 0.0349
30 2.7798 2.4376 2.5052 2.7752 0.1231 0.0987385.589
1 0.0501
5.9 Modeling of compaction behavior using Adaptive Neuro Fuzzy Inference
System (ANFIS)Purpose of study:
122
Takagi and Sugeno proposed the following general fuzzy rule:
),..........(
),........,(:)(
22110
2211
plp
llll
lpp
lll
xcxcxccYYTHEN
FisxandFisxandFisxIFRlRule
- The current P/M based industries require expert systems by which the properties of materials and process related information which can be stored easily.
- The stored information in expert systems can be used during the design stage to select the material and verify the properties attainable through the process before the part designs are finalized.
- Hence, here ANFIS was established to predict the compressibility behavior of the fabricated composite powder for Industrial Application
123Fig. The ANFIS architecture for predicting relative density
of the post-compacts
84 – Total data sets49-Training35-Testing18-Validation (New)
124
Linguistics variables for Percentage of reinforcement
(X1)LowestLowerLow
MediumHigh
HigherHighest
Linguistics variables for compaction pressure (X2)
LowestLowerLow
MediumHigh
HigherHighest
Linguistic variable used in ANFIS architecture
Linguistics variables for relative density (Y)
Extreme LowLowestLowerLow
Almost LowUnder Medium
PremediumMedium
Over MediumUpper Medium
Almost HighHigh
HigherHighest
Extreme High
125Fig. Initial and final triangular MF of percentage of nano
titania content in NC matrix, wt.%
126Fig. Initial and final triangular membership function of
compaction pressure (P), MPa
127Fig. Comparison of measured and predicted relative density (D)
(upper side), and scatter diagram of measured and predicted relative density (D) (bottom side) for testing data
128
Table Comparison of relative density measured, predicted by ANFIS and MRA for testing data on the compaction of AA 6061100-x - x wt.% TiO2
nanocomposite powder, x = 0, 2, 4, 6, 8, 10 and 12.S.No
Percentage of nano titania in the NC matrix, wt.%
Compaction pressure (P), Mpa
Relative density (D)
MeasuredANFIS MRA
Predicted Error, % Predicted Error, %
1 0 375 0.90831 0.91854 -1.12703 0.88734 2.308202 0 625 0.93804 0.93512 0.31181 0.91541 2.413463 0 875 0.95812 0.95755 0.05945 0.94347 1.528684 0 1125 0.96882 0.97022 -0.14535 0.97154 -0.280735 0 1375 0.97259 0.97217 0.04274 0.99960 -2.777176 2 375 0.89612 0.89807 -0.21679 0.88010 1.788397 2 625 0.93579 0.93512 0.07157 0.90816 2.952328 2 875 0.95479 0.95462 0.01728 0.93623 1.943909 2 1125 0.96491 0.96535 -0.04492 0.96429 0.0645610 2 1375 0.96880 0.96827 0.05449 0.99236 -2.4313711 4 375 0.88255 0.87564 0.78270 0.87285 1.0982712 4 625 0.93050 0.93317 -0.28696 0.90092 3.1790413 4 875 0.95122 0.95170 -0.04969 0.92898 2.3381014 4 1125 0.96101 0.96047 0.05559 0.95705 0.4119315 4 1375 0.96737 0.96730 0.00700 0.98511 -1.8345716 6 375 0.87571 0.86881 0.78808 0.86561 1.1538217 6 625 0.92420 0.92829 -0.44299 0.89368 3.3028518 6 875 0.94431 0.94390 0.04437 0.92174 2.3906119 6 1125 0.95611 0.95560 0.05392 0.94980 0.6597420 6 1375 0.96453 0.96437 0.01650 0.97787 -1.3827821 8 375 0.86885 0.86101 0.90226 0.85837 1.2067422 8 625 0.91786 0.92244 -0.49992 0.88643 3.4235723 8 875 0.93724 0.93707 0.01790 0.91450 2.4264324 8 1125 0.95114 0.95072 0.04389 0.94256 0.9018425 8 1375 0.96016 0.96047 -0.03269 0.97063 -1.0901626 10 375 0.85912 0.85614 0.34761 0.85112 0.9311727 10 625 0.90874 0.91074 -0.22010 0.87919 3.2522028 10 875 0.93137 0.93219 -0.08897 0.90725 2.5890029 10 1125 0.94611 0.94487 0.13121 0.93532 1.1409530 10 1375 0.95575 0.95560 0.01590 0.96338 -0.7986931 12 375 0.84717 0.85029 -0.36756 0.84388 0.3886432 12 625 0.89989 0.89904 0.09411 0.87194 3.1052133 12 875 0.92509 0.92732 -0.24066 0.90001 2.7114434 12 1125 0.94097 0.94000 0.10353 0.92807 1.3704435 12 1375 0.95110 0.95170 -0.06248 0.95614 -0.52956
Maximum percentage of error 0.90226 3.42357Minimum percentage of error -1.12703 -2.77717
Mean percentage of error 0.00388 1.13876Correlation coefficient 0.99578 0.93934
129
Fig.. Comparison of measured and predicted relative density (D) (upper side), and scatter diagram of measured and predicted
relative density (D) (bottom side) for validation data
130
Comparison of relative density measured, predicted by ANFIS and MRA for validation / checking data on the compaction of AA 6061100-x - x wt.% TiO2
nanocomposite powder, x = 3, 7 and 11
S.NoPercentage of nano
titania in the NC matrix, wt.%
Compaction pressure (P),
Mpa
Relative density (D)
Measured
ANFIS MRA
Predicted Error, % Predicted Error, %
1 3 300 0.87881 0.87564 0.36098 0.86806 1.22382
2 3 500 0.91932 0.91952 -0.02142 0.89051 3.13421
3 3 700 0.94212 0.94097 0.12153 0.91296 3.09470
4 3 900 0.95567 0.95462 0.10921 0.93541 2.11936
5 3 1100 0.96355 0.96242 0.11748 0.95786 0.59066
6 3 1300 0.96678 0.96632 0.04710 0.98032 -1.40019
7 7 300 0.85223 0.85126 0.11382 0.85357 -0.15697
8 7 500 0.90745 0.90782 -0.04094 0.87602 3.46297
9 7 700 0.93200 0.93024 0.18851 0.89847 3.59748
10 7 900 0.94211 0.94195 0.01758 0.92092 2.24884
11 7 1100 0.95156 0.95170 -0.01411 0.94338 0.86027
12 7 1300 0.96237 0.96145 0.09540 0.96583 -0.35980
13 11 300 0.83989 0.84054 -0.07735 0.83908 0.09565
14 11 500 0.88122 0.88734 -0.69408 0.86153 2.23434
15 11 700 0.91112 0.91464 -0.38628 0.88399 2.97846
16 11 900 0.92755 0.93024 -0.29001 0.90644 2.27661
17 11 1100 0.93720 0.94000 -0.29829 0.92889 0.88672
18 11 1300 0.95189 0.95267 -0.08214 0.95134 0.05762
Maximum percentage of error 0.36098 3.59748
Minimum percentage of error -0.69408 -1.40019
Mean percentage of error -0.04072 1.49693
Correlation coefficient 0.99836 0.94186
Fig. Morphology of AA 6061 reinforced with: (a) 3 wt.% TiO2, and (b) 7 wt.% TiO2
131
(a) (b)
Fig. Variation of relative density as the function of percentage of nano titania content in the NC matrix and
compaction pressure for AA 6061100-x – x wt.% TiO2 nanocomposite powders predicted by ANFIS model.
132
133
6.0 Conclusions New nanocomposite of AA 6061100-x – x wt.% TiO2 successfully synthesized and investigated
Crystallite size of the matrix decreased steadily with TiO2 due to more fragmentation led structural refinement
TEM microstructures of as-milled powder samples showed the matrix grain sizes ranging from 45-75 nm (depending of reinforcement) which were coherent with XRD results
Matrix particle size decreased drastically with TiO2 due to its also acted as milling agent
40 h led to extremely refined microstructure with the crystallite size of about 48 nm in as-milled condition
The irregular flake like shaped powder morphology (0 h) was changed to regular and equiaxed with almost spherical shaped powder morphology (40 h) with milling time
The evolution of powder flow characteristics in terms of apparent, tap and true density, cohesiveness in terms of Hausner ratio and Kawakita and Lüdde plot, and flow rate variations with milling time were obviously due to morphological and microstructural changes imposed on the composite powder particles by the grinding medium
134
6.0 ConclusionsFurther, the apparent and tap density decreased with percentage of reinforcement in both the composite. This was attributed to the internal friction and or anelasticity
The flow rate of the nanocomposite powder particles possessed higher value than the corresponding microcomposite powder particles due to equiaxed with almost spherical shaped and refined powder morphology.
The compressibility in terms of parameter A decreased steadily in microcomposite
The compressibility in terms of parameter A decreased slightly
Among the developed compaction equations, the non-linear Zwan and Sizkens equation exhibited/produced excellent relationship between the relative denisity (D) and compaction pressure (P)
As the grains decreased from very CG to UFG of sintered MAed composite, the workability curves in terms of true effective stress increased steeply from 405 MPa (1 h) to 808 MPa (40 h) with sharp decreasing of true effective strain from 25 % (5 h) to 1.7 % (40 h).
It was found from formability behavior of grain refinement samples that the grain size and dislocation strengthening mechanisms had much influence on the formability
135
6.0 Conclusions The study of trimodaled composite and its formability behavior demonstrated the occurrence of simultaneous improvements in the compressive ductility and toughness of AA 6061-TiO2 nanocomposite by introducing different weight percentage of CG matrix in the nanocomposite
This was attributed to the addition of CG soft parent phase in the nanostructured phase which enhanced the dislocation activity. The 15% CG trimodaled composite exhibited high strength (935 MPa) during cold-upsetting and it produced incremental compressive ductility of 4.6 % of strain-to-failure.
the 30% CG trimodaled composite produced higher strain-to-failure value of 16.2% which was around 6 times higher than 0% CG trimodaled composite
The developed non-linear model using ANFIS approach can be used to predict the compaction behavior of the fabricated nanocomposite accurately
136
6.0 Scope for future work Study of mechanical behavior in terms of tensile strength, ductility (strain-to-failure) and Young modulus of the developed nanocomposite to be consolidated for getting cent percent densification by hot pressing followed by hot extrusion or SPS followed by hot extrusion Hot deformation / hot forging behavior of the developed nanocomposite with varying temperatures and strain rate Development of processing map for the developed nanocomposite to investigate the flow stress behavior by which one can identify the safe region and unsafe region while deforming the nanocomposite Development of processing map for the developed nanocomposite under porous condition to investigate the compressibility, mechanical properties and workability behavior by varying: (i) percentage of reinforcement, (ii) TiO2 particle size starting from micron-to-submicron-to-nano (iii) charge ratio (e.g. 10:1, 20:1 and 30:1), (iv) longer milling time (e.g. 20 h, 40 h, 60 h and 80 h) (iv) operating temperature and (v) strain rate and (vi) aspect ratio Study of tribological and corrosive behavior of the developed nanocomposite Study of machinability behavior either using simple drilling or turning operation for the developed nanocomposite Establishment of artificial neural network model (ANN), fuzzy logic model and hybrid model to predict the compaction and mechanical behavior (mechanical properties and workability).
7.0 Publications 1. Sivasankaran, S., Sivaprasad, K. R. Narayanasamy and V. K.
Iyer (2010) An investigation on flowability and compressibility of AA 6061100-x - x wt.% TiO2 micro and nanocomposite powder prepared by blending and mechanical alloying. Powder Technol., 201(1), 70-82. [20TH ARTICLE AMONG TOP 25 HOTTEST ARTICLES in Powder Technology from May 2010 to July 2010]
2. Sivasankaran, S., Sivaprasad, K. R. Narayanasamy and V. K. Iyer (2010) Synthesis, structure and sinterability of 6061 AA100−x–x wt.% TiO2 composites prepared by high-energy ball milling. J. Alloys Compd., 491(1-2), 712-721.
3. Sivasankaran, S., Sivaprasad, K. R. Narayanasamy and V. K. Iyer (2010) Effect of strengthening mechanisms on cold workability and instantaneous strain hardening behavior during grain refinement of AA 6061-10 wt.% TiO2 composite prepared by mechanical alloying, J. Alloys Compd., 507(1), 236-244.
4. Sivasankaran, S., Sivaprasad, K. R. Narayanasamy and V. K. Iyer (2011) Evaluation of compaction equations and prediction using adaptive neuro-fuzzy inference system on compressibility behavior of AA 6061100-x – x wt.% TiO2 nanocomposites prepared by mechanical alloying. Powder Technol.,209, 124-137.
INTERNATIONAL JOURNALS
137
Publications 5. Sivasankaran, S. K. Sivaprasad and R. Narayanasamy, (2011)
Microstructure, cold workability and strain hardening behavior of Trimodaled AA 6061-TiO2 nanocomposite prepared by mechanical alloying, Mater. Sci. Eng. A 528, 6776-6787.
INTERNATIONAL CONFERENCES1. Sivasankaran, S., Sivaprasad, K. R. Narayanasamy and V. K.
Iyer (2010) Effect of grain refinement on workability of Al 6061 alloy reinforced with 10 wt.% TiO2 composite. International Conference on Powder Metallurgy 2010 (PM10), Jaipur, January 28-30.
2. Narayanasamy,R., K.Sivaprasad, V.Anandakrishnan and S.Sivasankaran (2009) Mechanical Alloying of Aluminium based-metal matrix composites: A Review. 2nd International conference on Recent Advances in Material Processing Technology (RAMPT 2009), February 25-27, 2009, Society for Manufacturing Engineers (SME), National Engineering College, Kovilpatti, 164-170.
INTERNATIONAL JOURNAL
138
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nanocomposite prepared by reactive milling and hot pressing methods. J.Alloy Compd. 2008, in-press
17. Zheng Z.G., Zhong X.C., Zhang Y.H., Yu H.Y., Zeng D.C. Synthesis, structure and magnetic properties of nanocrystalline ZnxMn1-xFe2O4 prepared by ball milling. J.Alloy Compd. 2008, 466, 377-382
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19. Abdoli H., Salahi E., Farnoush H., Pourazrang K. Evaluations during synthesis of Al-AlN-nanostructured composite powder by mechanical alloying. J.Alloy Compd. 2008, 461, 166-172
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Review of synthesis, characterization, microstructure and mechanical properties of Al
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24. Yong Yang., You Wang., Zheng Wang., Gang Liu., Wei Tian. Preparation and sintering behavior of nanostructured alumina/titania composite powders modified with nano-dopants. Mater.Sci.Eng. A. 2008, 490, 457-464
25. Zhu Xiao., Zhou Li., Shiyun Xiong., Xiaofei Sheng., Mengqi Zhou. Effect of processing of mechanical alloying and powder metallurgy on microstructure and properties of Cu-Al-Ni-Mn alloy. Mater.Sci.Eng. A. 2008, 488, 266-272
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Review of workability behavior of Al based MMCs30. Narayanasamy R., Ramesh T., Pandey K.S. Workability studies on cold upsetting of
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constitutive relationship of aluminium–iron powder metallurgy composite during cold upsetting.Materials & Design, 2008, 29 (5), 1011-1026
32. R. Narayanasamy, V. Anandakrishnan, K.S. Pandey . Effect of geometric work-hardening and matrix work-hardening on workability and densification of aluminium–3.5% alumina composite during cold upsetting. Materials & Design, 2008, 29(8), 1582-1599
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Thank You
Literature Reviewa. Mechanical alloying of Al based composites
148
Processing Method
Observations Authors
Conventional Al-based Composites-casting, con.P/M route
-Inhomogeneous distribution- Settling of reinforcements and poor wet-ability
Ozdemir et al. (2000)Lee et al. (2001)
Processing Method
Observations Authors
Mechanical alloying (MA) / Mechanical milling (MM)
-Nanostructured materials- Easy to apply-Simple and inexpensive-Fine dispersion of second phase particles-Development of amorphous phase
Zoz and Ren (2000) Arik (2004)Suryanarayana (2001)
Literature Review – Contd..b. Powder Morphological changes
149
Authors Materials
Testing/Processing Methods /
Investigations
Inferences/Findings
Samal et al. (2010)
Al-Cu alloy
MA (0, 10, 25, 35 and 50 h)/SEM
-Particle size reduced from 21 m to 3 m
Jafari et al. (2009)
AA 2024 Al alloy
MM (500 rpm, 10:1, time: 4, 5, 6, 10, 20 and 30 h)
-Irregular shape to equiaxed and almost spherical shaped powder after 30 h- Obtained fine powders
Prabhu et al (2006)
Al-Al2O3
- MM- Particle size (50, 150 and 5 m) -Vol. % (20, 30 and 50 %)
-Uniform distribution of ceramic phase on the matrix-Fine powder with % Al2O3- Matrix reduction with nano Al2O3
Sivasankaran et al. (2011)
AA 6061-Al2O3
-MA (40 h, 280 rpm, 10:1)- 0, 4,8, and 12 wt.% Al2O3
-Steady state attained-Matrix particle size reduction with Al2O3 (131, 88, 44 and 33 μm )
Abdoli et al. (2008)
Al-AlN
-MM (25 h) -Formation of equiaxed particles depend on reinforcement-AlN accelerated the fragmentation
Literature Review – Contd..c. Structural Changes
150
Authors Materials
Testing/Processing Methods /
Investigations
Inferences/Findings
Samal et al. (2010)
Al-Cu alloy
MA (0, 10, 25, 35 and 50 h)/SEM
-Crystallite size and lattice strain decreased with milling time due to grain refinement
Paul et al. (2011
Al95Zn5 MA (300 rpm, BPR: 10:1, Toluene media) (0, 5, 10, 20, 30 and 40h)
-Applied to nanofluid fabrication-Crystallite size was decreased from 181 to 44 nm
Poirier et al.(2010)
Al-Al2O3
- MM- Particle size (4, 80 and 400 nm) -Vol. % (20, 30 and 50 %)
-4 nm Al2O3 produced crystallite size of 90 nm -400 nm Al2O3 produced crystallite size of 310 nm -Nano Al2O3 have impact on structural changes
Sivasankaran et al. (2011)
AA 6061-Al2O3
-MA (40 h, 280 rpm, 10:1)- 0, 4,8, and 12 wt.% Al2O3
-Peak broadened observed with Al2O3
Literature Review – Contd..d. Powder Consolidation
151
Authors
Materials
Testing/Processing Methods / Investigations
Inferences/Findings
Razavi-Tousi et al. (2011)
Al-Al2O3
-MM (1, 3 and 7 vol.%, -39 nm and 500 nm Al2O3-22h, 300 rpm, BPR: 20:1-Cold uniaxial compaction and sintering
-Nano Al2O3 composite exhibited more hindering effect on densification compared to submicron Al2O3 compositei.e. work hardening effect produced by the former one is more
Sameezadeh et al., (2011)
AA 2024-MoSi2
- MA (0, 1, 2, 3, 4 and 5 vol.%) - Hot pressing (470°C, 450 MPa for 75 min)
-Over 97% densification obtained in all samples
Hosseini et al. (2010)
AA 6061-Al2O3
- MM- Particle size (30nm, 1 m and 60 m) -Hot pressed (400ºC, 128 Mpa)
-Density 98.5 (30 nm), 77.5 (1 m) and 62% (60 m)-30 nm Al2O3 nanocomposite produced high hardness and wear resistance
Pérez et al. (2010)
Al-MWCNT
-MA (0 to 2% with step 0.25%)-Sintering-hot extrusion
-Excellent adhesion of nanotubes to Al-matrix i.e. Al can wet CNTs by MA
Literature Review – Contd..f. Hardness
152
Authors
Materials
Testing/Processing Methods
Inferences/Findings
Ozdemir et al. (2008)
Al-Al2O3 and SiCp
MMHardness
-Increasing hardness with HEBM time- Al2O3 composite produced more hardness than SiCp
Abdoli et al. (2008)
Al-AlN MMVickers hardness
- The hardness of MMed composite produced 4.7 times higher than 0h
Hosseini et al. (2010)
AA 6061-3 vol.% Al2O3
MM, Hot pressingAl2O3 (30nm, 1 m and 60 m)
-30 nm Al2O3 -2.26 Gpa-1 m Al2O3-0.92 Gpa-60 m Al2O3-0.74GPa
g. Workability of CG porous materialsAuthors
Materials
Cold upsetting/Processing Methods
Inferences/Findings
Taha et al. (2008)
Al-Al2O3 and SiCp
Stir casting, squeese casting and P/M
-Highest workability obtained in Al-SiCp composite
Narayanasamy et al. (2009)
Al-SiCp -Con. P/M route-Al2O3 (50, 65, and 120 m)-5, 10, 15 and 20 %
-The formability stress index increased with SiC content due to closing of pores - It was increased with SiC particle size due to densification in addition to effective load transfer