PMID- 33301233 OWN - NLM STAT- MEDLINE DCOM- 20211125 LR - 20211125 IS - 2040-7947 (Electronic) IS - 2040-7939 (Linking) VI - 37 IP - 3 DP - 2021 Mar TI - Sensitivity analysis of non-local damage in soft biological tissues. PG - e3427 LID - 10.1002/cnm.3427 [doi] AB - Computational modeling can provide insight into understanding the damage mechanisms of soft biological tissues. Our gradient-enhanced damage model presented in a previous publication has shown advantages in considering the internal length scales and in satisfying mesh independence for simulating damage, growth and remodeling processes. Performing sensitivity analyses for this model is an essential step towards applications involving uncertain patient-specific data. In this paper, a numerical analysis approach is developed. For that we integrate two existing methods, that is, the gradient-enhanced damage model and the surrogate model-based probability analysis. To increase the computational efficiency of the Monte Carlo method in uncertainty propagation for the nonlinear hyperelastic damage analysis, the surrogate model based on Legendre polynomial series is employed to replace the direct FEM solutions, and the sparse grid collocation method (SGCM) is adopted for setting the collocation points to further reduce the computational cost in training the surrogate model. The effectiveness of the proposed approach is illustrated by two numerical examples, including an application of artery dilatation mimicking to the clinical problem of balloon angioplasty. CI - (c) 2020 John Wiley & Sons, Ltd. FAU - Zuo, Di AU - Zuo D AD - State Key Lab of Structural Analysis for Industrial Equipment, Department of Engineering Mechanics, Dalian University of Technology, Dalian, China. FAU - Avril, Stephane AU - Avril S AUID- ORCID: 0000-0002-8604-7736 AD - Mines Saint-Etienne, University Lyon, INSERM, U1059 Sainbiose, Centre CIS, Saint-Etienne, France. FAU - Ran, Chunjiang AU - Ran C AD - State Key Lab of Structural Analysis for Industrial Equipment, Department of Engineering Mechanics, Dalian University of Technology, Dalian, China. FAU - Yang, Haitian AU - Yang H AD - State Key Lab of Structural Analysis for Industrial Equipment, Department of Engineering Mechanics, Dalian University of Technology, Dalian, China. FAU - Mousavi, S Jamaleddin AU - Mousavi SJ AUID- ORCID: 0000-0003-0509-1450 AD - Mines Saint-Etienne, University Lyon, INSERM, U1059 Sainbiose, Centre CIS, Saint-Etienne, France. FAU - Hackl, Klaus AU - Hackl K AD - Institute of Mechanics of Materials, Ruhr-Universitat Bochum, Bochum, Germany. FAU - He, Yiqian AU - He Y AUID- ORCID: 0000-0002-8061-7865 AD - State Key Lab of Structural Analysis for Industrial Equipment, Department of Engineering Mechanics, Dalian University of Technology, Dalian, China. AD - Key Laboratory of Biorheological and Technology of Ministry of Education, Chongqing University, Chongqing, China. LA - eng PT - Journal Article PT - Research Support, Non-U.S. Gov't DEP - 20201220 PL - England TA - Int J Numer Method Biomed Eng JT - International journal for numerical methods in biomedical engineering JID - 101530293 SB - IM MH - *Algorithms MH - Humans MH - Monte Carlo Method MH - Uncertainty OTO - NOTNLM OT - computational efficiency OT - nonlocal damage OT - soft tissues OT - surrogate model OT - uncertainty analysis EDAT- 2020/12/11 06:00 MHDA- 2021/11/26 06:00 CRDT- 2020/12/10 12:19 PHST- 2020/09/02 00:00 [received] PHST- 2020/11/27 00:00 [revised] PHST- 2020/12/04 00:00 [accepted] PHST- 2020/12/11 06:00 [pubmed] PHST- 2021/11/26 06:00 [medline] PHST- 2020/12/10 12:19 [entrez] AID - 10.1002/cnm.3427 [doi] PST - ppublish SO - Int J Numer Method Biomed Eng. 2021 Mar;37(3):e3427. doi: 10.1002/cnm.3427. Epub 2020 Dec 20.