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AN OPTIMIZATION DESIGN OF ARTIFICIAL HIP STEM BY GENETIC ALGORITHM AND PATTERN CLASSIFICATION.

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Presentation on theme: "AN OPTIMIZATION DESIGN OF ARTIFICIAL HIP STEM BY GENETIC ALGORITHM AND PATTERN CLASSIFICATION."— Presentation transcript:

1 AN OPTIMIZATION DESIGN OF ARTIFICIAL HIP STEM BY GENETIC ALGORITHM AND PATTERN CLASSIFICATION

2 ARTIFICIAL HIP STEM

3 HISTORY First elaborated in 1961 More than 1,000,000 operations each year worldwide Performance depend on: Stress Displacement Amount of wear Fatigue

4 ARTIFICIAL HIP STEM

5 PROBLEMS IN CURRENT DESIGN Design from Boolean operation of basic geometric primitives Design based on experience Can not fit individual needs

6 DESIGN METHOD Geometry modeling Finite element model Genetic Algorithm Patten classification

7 GEOMETRY MODELING freeform model represented by B-splines Geometric Models are stored parametrically randomly generate

8 GEOMETRY MODELING

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12 FEA Finite element model Static analysis Distribution of stresses Displacements SolidWorks Simulation

13 FEA

14 DONE BY SOLIDWORKS API (C#)

15 GENETIC ALGORITHM Components of a Genetic Algorithm Representation of gene Selection Criteria Reproduction Rules

16 GENETIC ALGORITHM

17 Step 1: Set up an initial population P(0)—an initial set of solution Evaluate the initial solution for fitness Generation index t=0 Step 2: Use genetic operators to generate the set of children (crossover, mutation) Add a new set of randomly generated population Reevaluate the population—fitness Perform competitive selection—which members will be part of next generation Select population P(t+1)—same number of members If not converged t←t+1 Go To Step 2

18 PATTEN CLASSIFICATION FEA is very time consuming Eliminate useless data Predict result

19 IMPLEMENTATION METHOD Solidworks Simulation Matlab Solidworks API C# Integration


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