Optimization and Robustness Analysis of a...
Transcript of Optimization and Robustness Analysis of a...
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Optimization and Robustness
Analysis of a Stent
Axel Reichert
Dassault Systemes Deutschland GmbH
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1 CAD Modeling
2 Finite Element Analysis
3 Fatigue Analysis
4 Parameter Optimization
5 Shape Optimization
6 Robustness Analysis
Overview
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Finite Element Analysis Abaqus
2D mesh
3D mesh
Wrapped 3D mesh
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Finite Element Analysis
Artery (anisotropic-hyperelastic)
Stent (elastic-plastic)
Expansion/crimping cylinders
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Finite Element Analysis Crimping and insertion Blood pressure loading
Preloading stress Cyclic stress
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Fatigue Analysis fe-safe
Surgical stainless steel with
ultimate tensile strength
Brown-Miller (critical plane method)
with Gerber (fatigue reserve factor)
Infinite life estimate: 1 billion cycles
(around 20 years)
Fatigue envelope:
Worst FRF: 1.223 Mean stress (MPa)
Str
ain (1e−
6)
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Parameter Optimization Shape Changes
Baseline Parameter optimized Comparison
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Parameter Optimization Mises Stress
Parameter optimized Baseline
5%
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Parameter Optimization Fatigue Reserve Factor
Parameter optimized Baseline
8%
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Shape Optimization Tosca Structure.shape
Method
Controller approach
Objective
Minimize maximum Mises stress
over all load cases
Geometrical restrictions
Preserve manufacturability
Cyclic symmetry
Design nodes
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Shape Optimization Shape Changes
Parameter optimized Shape optimized
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Shape Optimization Mises Stress
Shape optimized Parameter optimized
14%
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Shape Optimization Fatigue Reserve Factor
Shape optimized Parameter optimized
14%
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Robustness Analysis Isight
Artery dimensions are varied
DoE generates approximation
Monte Carlo simulation uses
approximation
Radius Mean
(mm)
Standard deviation
(mm)
Outer 1.62 0.028
Inner 1.13 0.018
Inner radius
Outer
radius
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Robustness Analysis Generating the Approximation
Response surface
DoE
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Robustness Analysis Using the Approximation
Monte Carlo simulation Fatigue reserve factor
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Summary Process Integration with the Power of the Portfolio
CAD Modeling
Finite Elements
Fatigue
Parametric
Non-Parametric
Design Optimization Drives and Analysis