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Surrogate‐based visualization and sensitivity analysis of coronary stent performance: A study on the influence of geometric design
Author(s) -
Ribeiro Nelson S.,
Folgado João,
Rodrigues Hélder C.
Publication year - 2018
Publication title -
international journal for numerical methods in biomedical engineering
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.741
H-Index - 63
eISSN - 2040-7947
pISSN - 2040-7939
DOI - 10.1002/cnm.3125
Subject(s) - finite element method , context (archaeology) , sensitivity (control systems) , visualization , computer science , stent , set (abstract data type) , geometric design , structural engineering , mathematics , data mining , engineering , geometry , medicine , paleontology , surgery , electronic engineering , biology , programming language
The main goal of this numerical study is to assess the impact of geometric design perturbations on the performance of a representative coronary stent platform. In this context, first, a design parameterization model was defined for the stent under study. After, a set of metrics characterizing stent performance, namely, vessel injury, radial recoil, bending resistance, longitudinal resistance, radial strength, the risk of fracture, prolapse index, and dogboning were evaluated within the context of a finite element analysis. Afterwards, accurate surrogate models were developed, using the efficient global optimization algorithm, as predictive tools in the execution of tasks that normally require a high number of model evaluations, such as global sensitivity analysis and visualization. In the end, the dependence of the output response surfaces on the geometric parameters was mechanically interpreted, which allowed us to understand the complex interplay that exists between the considered design variables and the defined performance metrics.