{"title":"Optimal experimental design for repeatable hyperelastic material characterization","authors":"Amirreza Asadi, Kaveh Laksari","doi":"10.1016/j.jmbbm.2025.107104","DOIUrl":null,"url":null,"abstract":"<div><div>Reliable identification of hyperelastic material parameters is essential for precisely modeling the mechanical behavior of various materials including biological tissues, which in turn has significant medical applications. However, experimental configurations often lack quantitative design guidelines, leading to high variance in reported parameters and sometimes irreproducible results. To address the sensitivity of material parameter identification, this study introduces a novel “stress-material Jacobian” framework to determine optimal experimental configurations, i.e., loading mode, loading level, and number of experiments, for hyperelastic material characterization. By analyzing the determinant and condition number of the Jacobian relating the stress parameter space and the material parameter space, we propose a novel approach to determine optimal experimental configurations across different deformation ranges, modes, and hyperelastic models, providing quantitative measures for experimental design. Our method identifies configurations that minimize sensitivity to noise, ensure robustness, and reduce the number of required tests. We verify the approach on three classical hyperelastic models, namely, Neo-Hookean, Mooney-Rivlin and Ogden models, under various loading conditions. Results show significant improvement in parameter identification reproducibility and robustness to measurement uncertainties. The analysis also briefly addresses heterogeneous material characterization, paving the way for its broader application in biomechanics and engineering.</div></div>","PeriodicalId":380,"journal":{"name":"Journal of the Mechanical Behavior of Biomedical Materials","volume":"170 ","pages":"Article 107104"},"PeriodicalIF":3.5000,"publicationDate":"2025-06-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of the Mechanical Behavior of Biomedical Materials","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1751616125002206","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, BIOMEDICAL","Score":null,"Total":0}
引用次数: 0
Abstract
Reliable identification of hyperelastic material parameters is essential for precisely modeling the mechanical behavior of various materials including biological tissues, which in turn has significant medical applications. However, experimental configurations often lack quantitative design guidelines, leading to high variance in reported parameters and sometimes irreproducible results. To address the sensitivity of material parameter identification, this study introduces a novel “stress-material Jacobian” framework to determine optimal experimental configurations, i.e., loading mode, loading level, and number of experiments, for hyperelastic material characterization. By analyzing the determinant and condition number of the Jacobian relating the stress parameter space and the material parameter space, we propose a novel approach to determine optimal experimental configurations across different deformation ranges, modes, and hyperelastic models, providing quantitative measures for experimental design. Our method identifies configurations that minimize sensitivity to noise, ensure robustness, and reduce the number of required tests. We verify the approach on three classical hyperelastic models, namely, Neo-Hookean, Mooney-Rivlin and Ogden models, under various loading conditions. Results show significant improvement in parameter identification reproducibility and robustness to measurement uncertainties. The analysis also briefly addresses heterogeneous material characterization, paving the way for its broader application in biomechanics and engineering.
期刊介绍:
The Journal of the Mechanical Behavior of Biomedical Materials is concerned with the mechanical deformation, damage and failure under applied forces, of biological material (at the tissue, cellular and molecular levels) and of biomaterials, i.e. those materials which are designed to mimic or replace biological materials.
The primary focus of the journal is the synthesis of materials science, biology, and medical and dental science. Reports of fundamental scientific investigations are welcome, as are articles concerned with the practical application of materials in medical devices. Both experimental and theoretical work is of interest; theoretical papers will normally include comparison of predictions with experimental data, though we recognize that this may not always be appropriate. The journal also publishes technical notes concerned with emerging experimental or theoretical techniques, letters to the editor and, by invitation, review articles and papers describing existing techniques for the benefit of an interdisciplinary readership.