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Published on: May 8, 2012
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Design optimization of stent and its dilatation balloon using kriging surrogate model
Hongxia Li1, Tao Liu1, Minjie Wang1
1School of Mechanical Engineering, Dalian University of Technology, Dalian, 116023, Liaoning, China.
Biomedical Engineering Online
|January 15, 2017
Summary
This study introduces an adaptive optimization method using a Kriging surrogate model to improve stent design and balloon length, enhancing stent fatigue life and reducing the dogboning effect for better cardiovascular treatment.
Area of Science:
- Biomedical Engineering
- Materials Science
- Computational Mechanics
Background:
- Cardiovascular disease treatment with stents is limited by in-stent restenosis and fatigue failure.
- Stent geometry and balloon length significantly impact performance and fatigue life.
- Conventional optimization methods fail to find global optimal designs.
Purpose of the Study:
- To propose an adaptive optimization method based on a Kriging surrogate model.
- To optimize stent structure and dilatation balloon length.
- To enhance stent service life and performance.
Main Methods:
- Finite element simulation combined with Kriging surrogate model for step-by-step optimization.
- Design of experiment and expected improvement function for global optimization.
- Fatigue life prediction using Goodman diagram and expansion performance measurement via dogboning effect.
Main Results:
- Optimized diamond-shaped stent showed a 22.39% increase in fatigue life and eliminated dogboning.
- Optimized sv-shaped stent showed a 15.91% increase in fatigue life and eliminated dogboning.
- Both stent designs exhibited reduced radial elastic recoil and foreshortening, improving overall performance.
Conclusions:
- The Kriging surrogate model-based adaptive optimization method effectively enhances stent fatigue life and expansion performance.
- This method optimizes both stent structure and dilatation balloon length, reducing the dogboning effect.
- Further research is warranted for more design goals and advanced multidisciplinary optimization methods.
Keywords:
Design optimizationDogboning effectFatigue lifeFinite element methodKriging surrogate modelStent
