2009-07-24 musculoskeletal simulation webinar

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  • 1Musculoskeletal Webinar

    Musculoskeletal Simulation Webinar

    David Wagner, PhDOzen EngineeringJuly 24, 2009

    Please visit:http://www.ozeninc.com/default.asp?ii=273for upcoming webinars

    Welcome to the WebinarWelcome to the Webinar. Please make sureyour audio is working

    Feel free to use

    computer speakers

    or telephone

    Type any questions

    you have here

  • 2Summary

    Coupling musculoskeletal modeling and finite element analysis

    Extracting and incorporating 3D geometry and material propertiesfrom tomographic medical image data

    A Proposed workflow for incorporating musculoskeletal modeling

    Modeling the human body Musculoskeletal simulation of activitiesof daily living

    Prevalent uses of simulation in the orthopedic industry

    Uses of Simulation in the Orthopedic Industry

    Replicating Physical Test Research (Internal/University)

    Kim et al. 2008, SBC2008-193023

    Li et al. 2008, SBC2008-192776

    Design of Orthopedic Devices and ProstheticsASME Summer Bioengineering Conference (2008)

    Finding out what went wrong

    Finite-elementanalysis offailure of theCapital HipdesignsJanssen et al.2005

  • 3Benefits of Simulation

    The use of computational simulation can be beneficial if it: accurately represents and replicates the physics of the system increases the number of possible design iterations (within a fixed

    time) decreases the cost associated with each design iteration improves the fidelity of analysis as related to making design

    decisions is integrated in the design process

    Replicating Standardized Physical Tests

    For exampleASTM F384 -06 Standard Specifications and Test Methods for Metallic Angled OrthopedicFracture Fixation Devices (no associated ISO standard)

    Methods for bending fatigue testing Fatigue life over a range of maximum bending moment levels Estimate the fatigue strength for a specified number of fatigue cycles Not intended to define levels of performance of case-specific

    ASTM F1264 Standard Specification and Test Methods for Intramedullary Fixation Devices performance definitions test methods and characteristics determined to be important to in-vivo performance

    of the device (bending fatigue test, static torsion test, static four-point bend test)

    It is not the intention of this specification to define levels of performance or case-specific clinical performance of these devices, as insufficient knowledge to predictthe consequences of the use of any of these devices in individual patients forspecific activities of daily living is available

  • 4From Kojic 2008

    Comparison of Fracture Fixation Devices

    Fixed PlateInternal compressionresulting from screw +fixation plate geometry

    Intramedullary nailBending stiffness:Kb = ExI

    E, Youngs Modulus of ElasticityI, the second moment of inertia

    for bending of the nail crosssection

    Torsional stiffness:Kt = ExIt

    G, Shear ModulusIt, the second moment of inertia

    for torsion

    From Kojic 2008

    Example Analysis - Fixed Plate Boundary Conditions

    FixedConstraint

    ~ approximatingof axial loadduring humanwalking (singlestance phase of70 kgindividual)

  • 5From Kojic 2008

    Example Analysis Results - Effective Stresses

    No slipconditionmodeledbetweenscrews, plate,and bone =>i.e. bondedcontacts

    MPa

    From Kojic 2008

    Example Analysis Results - Fixed Plate Stresses

    Stainless steelused for plateand screws

    E = 2.1x105 MpaPoissons ratio = 0.3

    Maximum effective stressless than critical values forstainless steel. However,cyclic loading leading tomaterial fatigue must alsobe considered

  • 6From Kojic 2008

    Example Analysis - Intramedullary Nail

    Same bone geometry,material properties, and

    boundary conditions as inthe neutralization plateanalysis

    From Kojic 2008

    Example Analysis - Intramedullary Nail StressesEffective stress concentrations in the nail near the screw regions => However, stress valuesare significantly lower than the corresponding neutralization plate regions (~80 MPa).Implication is that risk of intramedullary nail failure is significantly lower when compared toneutralization plate.

  • 7From Kojic 2008

    Example Analysis - Intracapsular Fractures

    Parallel Screws Dynamic Hip Implant

    Comparison of implant designs for internal fixation of intracapsular fractures of thefemoral neck

    From Kojic 2008

    Example Analysis - Parallel Screws BCs

    Positive correlationbetweenintraoperativestability and

    femoral neckfractures that havehealed (versus didnot heal),Rehnberg et al.1989

    Fixed BoundaryCondition

    FR: Pelvis to femur head reaction force, 199 daNFA: Force generated by gluteal muscles, 137 daNBody weight: 70 daN

  • 8Can we usesimulation in amore pro-activeway to developbetter products?

    Doing More with Simulation (one idea)

    Summary

    Coupling musculoskeletal modeling and finite element analysis

    Extracting and incorporating 3D geometry and material propertiesfrom tomographic medical image data

    A Proposed workflow for incorporating musculoskeletal modeling

    Modeling the human body Musculoskeletal simulation of activitiesof daily living

    Prevalent uses of simulation in the orthopedic industry

  • 9 Help understand what is going on inside the human body

    We use simulation for many other engineering analyses,why not for the human body as well

    Design/redesign safe working environments

    Teaching

    Functional assessments (neuromusculoskeletal system)

    Create/Mimic realistic movement

    Sometimes the only way to understand and learn moreabout complex systems (like people!)

    Simulation for !Biomechanics" - Why?

    Musculoskeletal Analysis AnyBody LifeMod Opensim/SIMM/SimTK Madymo (TNO) ESI Group Marlbrook Motek

    Digital Manikins RAMSIS (Human

    Solutions) Jack (UGS/Siemens) HumanBuilder/Delmia

    (Dassault) HumanCAD (NexGen) SANTOS (U. Iowa) Some others

    Motion Capture BodyBuilder (Vicon) Simi Qualisys SIMM (Motion Analysis) XSENS Many others

    CAE tools (FE/CAD) ANSYS LS-DYNA (ANSYS) Abacus (Dassault) AutoCAD (AutoDesk) NASTRAN & ADAMS (MSC) COMSOL

    Other tools Matlab (Mathworks) Mathematica

    Simulation Software for !Biomechanics"

  • 10

    The Holy Grail

    Task + Environment + Population

    UniqueSimulation

    from Parkinson and Reed (2008)

    Working Within the Confines of the Current Technology

    Library of activities Cant rely (yet) on the musculoskeletal models to adapt to new

    task/environment conditions => particularly for novel (~non-cyclic)tasks

    Global Assessments vs. Better Products/Designs Models that match measured results are great, but models that

    exhibit realistic trends may be sufficient (and as useful)

    Better incorporation/understanding of variability E.g. Within subject variability as indicator of model performance

    Will we ever be able to use Musculoskeletal Simulationwithout a corresponding validation study Cant ALWAYS be expected to conduct a validation study for a new activity Must have confidence in the tools (e.g. Finite Element Models)

  • 11

    Expanding the Use of Activities of Daily Living with a

    Library of Musculoskeletal Simulations

    Long-term stability of hip-implants have been

    evaluated using normalwalking, sit to stand, stairclimbing, and combinationsof those activities.

    Traditionally used aspass/fail tests to identifywhether a particular designperforms to a set ofminimum specifications

    Significantly Underutilized

    Musculoskeletal Models Used Here80

    14.6

    35

    5.2

    549

    121

    709

    782804

    17

    121

    121

    (b)

    Popular class of musculoskeletalmodels based on rigid bodydynamics:

    Bones and objects from theenvironment are rigid

    Muscles and ligaments aremass-less actuators

    Soft tissue wobblymasses are not taken intoaccount (mass isconcentrated in bones)

    Phenomenological musclemodels

    Easily scalable

    Suited for simulating internal body forces (muscle,joint, ligament) for prescribed activities

    Static 2D

    Dynamic 3D (AnyBody

    Modeling System)

  • 12

    },..,1{ ,0

    ],[ where,

    )()(

    )()(

    MMi nif !"

    ==MRfffdCf

    MuscleforcesJoint

    reactions

    Internalforces

    Appliedforces

    The matrix C is rectangular. This means that there areinfinitely many solutions to the system of equations.How to pick the right one?

    Formulating Dynamic Equilibrium

    Using Optimization to Get a Solution

    !

    Minimize

    G(f (M))

    Subject to

    Cf = d

    fi(M )

    " 0, i # {1,..,n(M )}

    Objective function. Differentchoices give different muscle

    recruitment patterns.

    What should be used for ?

    !

    G(f(M))

  • 13

    Musculoskeletal Models for Commercial Use

    No gold-standard, just like with other pieces of engineeringsoftware

    Commercially available (including open source) softwarepackages demand a knowledgeable user

    Not traditionally incorporated in current design/engineeringmethodologies

    Always room for improvement (I.e. improved validation, betteraccuracy, scaling to populations or patient specific, etc.)

    Still must demonstrate where/how this arena of modeling canimprove specific processes (I.e. $$$)

    Summary

    Coupling musculoskeletal modeling and finite element analysis

    Extracting and incorporating 3D geometry and material propertiesfrom tomographic medical image data

    A Proposed workflow for incorporating musculoskeletal modeling

    Modeling the human body Musculoskeletal simulation of activitiesof daily living

    Prevalent uses of simulation in the orthopedic industry

  • 14

    Bridging the Gap with Simulation

    Physical TestingSimulated

    Physical TestingSimulated In-

    Vivo Performance

    All the necessary pieces:GeometryMeshMaterial PropertiesBoundary ConditionsSolvePost-Processing

    Setting up an FE Simulation Using Boundary Conditions Derived from aMusculoskeletal Model

  • 15

    Selected Arenas of Simulation (by Device)

    The use of computational simulation can be beneficial if it: accurately represents and replicates the physics of the system increases the number of possible design iterations (within a fixed

    time) decreases the cost associated with each design iteration improves the fidelity of analysis as related to making design

    decisions

    Starting with Geometry

  • 16

    Incorporating Musculoskeletal Modeling

    Implant Evaluation

  • 17

    Implant Optimization

    Associated Software

  • 18

    Summary

    Coupling musculoskeletal modeling and finite element analysis

    Extracting and incorporating 3D geometry and material propertiesfrom tomographic medical image data

    A Proposed workflow for incorporating musculoskeletal modeling

    Modeling the human body Musculoskeletal simulation of activitiesof daily living

    Prevalent uses of simulation in the orthopedic industry

    Geometry, Mesh, and Material Properties

    Realistic geometries and material properties are practical ways toimprove the accuracy of the simulations

    A NIH (National Institute ofHealth) Project

    Goal is anatomically detailed,3D representation of thehuman body

    CT, MRI, Cryosection taken ofcadavers

    Male specimen released 1994 Female specimen in 1995 Publicly available with an

    application to National Libraryof Medicine

    CT

    MRI

    Cryosection

  • 19

    Tool for working with segmentedmedical data

    Provides a GUI environment toapply various segmentationmethods

    Creates and exports advanced 3Dgeometries

    Can be used to export FiniteElement Mesh (if desired)

    Can be used to define iso-tropicmaterial definitions from apparentdensity relationships

    Using Medical Data as Simulation Input

    Deriving Material Properties From Scan Data

    In Ansys, the mesh can be changed by a number ofoperations, such as applying different boundary conditions orfor purposes of convergence

    Deferring the material property assignment until the simulationis fully set up ensures versatility

    Bonemat is a public domain program originally written byCinzia Zannoni et al. at The Rizzoli Institute*

    Uses a voxel data integration algorithm to determine materialproperties for finte elements regardless of relative voxel size

    *Zannoni C, Mantovani R, Viceconti M. Material propertiesassignment to finite element models of bone structures: a newmethod. Med Eng Phys 1998;20(10):73540.

  • 20

    Bonemat Workflow

    Bonemat takes 2 inputs: A mesh in patran neutral file format (*.ntr)

    Volumetric CT data in a vtk file format(rectilinear grid or point cloud)

    Bonemat outputs: An identical patran neutral mesh file with material properties assigned

    An informational frequency file on material property distributionSolution

    Geometry Mimics

    Commercially available software packages with

    tomographic reconstruction capabilities

    (Mimics, Analyze, Osiris) can also be used to

    define material properties (isotropic) suitable for

    FEA => using Hounsfield Units relationships

    The material property of each

    tetrahedral element was defined

    using a procedure similar to that

    used by Peng et al. (2006).

    HU =

    HU are normalized units associated with CT image

    scans

    - based on the linear attenuation coefficient ()

    - based on scale -1000 (air) : + 1000 (bone), 0 (water)

    Material properties from imaging data

  • 21

    Material properties from imaging data

    The Hounsfield Units (HU) of each voxel in the CT scan indicates the radiodensity of the

    material, distinguishing the different bone tissue types. There exist an approximate linear

    relationship between apparent bone density and HU (Rho et al. 1995).

    The maximum HU of the CT

    scan, 1575, was defined to be

    the hardest cortical bone of

    density (2000 kg/m3) and the

    HU value of 100 was defined to

    be the minimum density of

    cortical bone (100 kg/m3).

    Density

    100 kg/m3 2000 kg/m3

    Material properties from imaging data

    Elements were assigned elastic

    moduli calculated from apparent

    densities using axial loading

    equations developed by Lotz et al.

    (1991):

    There exist an approximate power relationship between bone material properties and apparent

    densities (Wirtz et al. 2000).

    Elastic Moduli

    A Poisson's ratio of 0.30 was

    used for all materials.

    HU >= 801, cortical bone (E = 2065!3.09 MPa)

    HU

  • 22

    Summary

    Coupling musculoskeletal modeling and finite element analysis

    Extracting and incorporating 3D geometry and material propertiesfrom tomographic medical image data

    A Proposed workflow for incorporating musculoskeletal modeling

    Modeling the human body Musculoskeletal simulation of activitiesof daily living

    Prevalent uses of simulation in the orthopedic industry

    All the necessary pieces:

    GeometryMeshMaterial PropertiesBoundary ConditionsSolvePost-Processing

    Setting up the FE Simulation

  • 23

    Cycling Data

    Cyclist Data

  • 24

    Musculoskeletal Simulation

    Single RevolutionObserved Cadence of 62 rpm5 points of support (pelvis, feet,

    hands)Anthropometry Matched to

    SubjectSimulated Crank Torque =>

    MechOutput = 170 (avg.mechanical output over acycle in Watts)

    Musculoskeletal Simulation

    Force and Moment ! Free Body Diagram"

    1 revolution = 0.97 seconds

    Cut Plane (vectorlengths correspond toforce magnitudes)

  • 25

    Muscle Force Boundary Conditions at a Single Time Step

    FE Model in Dynamic Equilibrium- Matched mass and inertia

    properties between rigid andflexible body simulations

    - Matched points of forceapplication

    - No arbitrary constraints (i.e.nodal position fixed in space)

    - Inertia loads applied

    - Model supported by weak springs(~1e-3 Newtons), to prevent rigidbody motion

    - Assumption of small deflections

  • 26

    Tested Fracture Fixation Plate (Distal Femur)

    Geometry with 3 platethicknesses

    3.25mm

    4.0mm

    4.75mm

    Fatigue Life Results

    Fatigue Life Minimum Cycles:3.25 mm => 178,000 cycles4.0 mm => 335,000 cycles4.75 mm => 14.7 million cycles

    Plots are depicted at97% of cycle (t = 0.9704)

    4.75 mm

    3.25 mm

    4.00 mm

    Stress LifeFully Reversedt= 0.9409

    Stress LifeFully Reversedt= 0.9409

    Stress LifeFully Reversedt= 0.9409

  • 27

    Stress Contour Plots

    Maximum Stress:3.25 mm => 855 MPa4.0 mm => 692 MPa4.75 mm => 584 MPa

    Plots are depicted at97% of cycle (t = 0.9704)

    4.75 mm

    3.25 mm

    4.00 mm

    Yield Stress of Titanium Alloy => 930 MPa

    Deformation Mode

    Deformation from musculoskeletal forces @ 0.02 s, 18x scale

  • 28

    Equivalent Stresses for Three Plate Thicknesses

    3.25mm

    4.00mm

    4.75mm

    Summary of Simulation Capabilities

    1. Replicating physical tests usingsimulation

    2. Compare performance of newimplant design to current on themarket device

    3. Replicate implant failureconditions associatedwith clinical and/or case-specificperformance criteria

    4. Evaluate implant performancecriteria (i.e. total deformation,maximum stress, maximumstrain, and/or fatigue life)for physiologically realisticboundary conditions associatedwith a single or library ofactivities of daily living

  • 29

    Summary of Simulation Capabilities

    5. Evaluate implant performance criteria(i.e. total deformation, maximumstress, maximum strain, and/or fatiguelife) for different populations (i.e. bonesize/geometry, bone quality/strength)performing relevant activities of dailyliving

    6. Perform shape optimization ofparametrically defined implant tomaximize or satisfyone/multiple performance objectives orcriteria

    7. Perform sensitivity analysis on screwplacement and/or implant variationswith respect to performance criteria

    8. Evaluate internal bone stressesat/around implant-bone and bone-bone interfaces for laboratory andactivity of daily living criteria

    Thank you for your attentionThank You For Your Attention

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  • 30