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Visco-hyperelastic material model fitting to experimental stress-strain curves using a genetic algorithm and its application to soft tissue simulants.

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  • معلومة اضافية
    • المصدر:
      Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
    • بيانات النشر:
      Original Publication: London : Nature Publishing Group, copyright 2011-
    • الموضوع:
    • نبذة مختصرة :
      Ballistic impacts on human thorax without penetration can produce severe injuries or even death of the carrier. Soft tissue finite element models must capture the non-linear elasticity and strain-rate dependence to accurately estimate the dynamic human mechanical response. The objective of this work is the calibration of a visco-hyperelastic model for soft tissue simulants. Material model parameters have been calculated by fitting experimental stress-strain relations obtained from the literature using genetic algorithms. Several parametric analyses have been carried out during the definition of the optimization algorithm. In this way, we were able to study different optimization strategies to improve the convergence and accuracy of the final result. Finally, the genetic algorithm has been applied to calibrate two different soft tissue simulants: ballistic gelatin and styrene-ethylene-butylene-styrene. The algorithm is able to calculate the constants for visco-hyperelastic constitutive equations with high accuracy. Regarding synthetic stress-strain curves, a short computational time has been shown when using the semi-free strategy, leading to high precision results in stress-strain curves. The algorithm developed in this work, whose code is included as supplementary material for the reader use, can be applied to calibrate visco-hyperelastic parameters from stress-strain relations under different strain rates. The semi-free relaxation time strategy has shown to obtain more accurate results and shorter convergence times than the other strategies studied. It has been also shown that the understanding of the constitutive models and the complexity of the stress-strain objective curves is crucial for the accuracy of the method.
      (© 2024. The Author(s).)
    • References:
      Polymers (Basel). 2021 Mar 25;13(7):. (PMID: 33806021)
      J Biomech. 2007;40(1):125-36. (PMID: 16376354)
      J Biomech. 2004 Jan;37(1):73-9. (PMID: 14672570)
      Comput Methods Biomech Biomed Engin. 2017 Oct;20(sup1):31-32. (PMID: 29088634)
      Ann Biomed Eng. 2004 Feb;32(2):223-32. (PMID: 15008370)
      Sci Rep. 2019 Sep 27;9(1):13964. (PMID: 31562346)
      J Mech Behav Biomed Mater. 2017 Aug;72:138-147. (PMID: 28482248)
      J Biomech. 2010 Feb 10;43(3):420-5. (PMID: 19863960)
      J Mech Behav Biomed Mater. 2014 May;33:124-35. (PMID: 23778063)
      J Mech Behav Biomed Mater. 2017 Apr;68:32-41. (PMID: 28142071)
      Sci Rep. 2024 Feb 19;14(1):4126. (PMID: 38374349)
      Med Biol Eng Comput. 2020 Sep;58(9):2107-2118. (PMID: 32671675)
      Biomech Model Mechanobiol. 2009 Feb;8(1):67-76. (PMID: 18293021)
      J Trauma. 2005 Jun;58(6):1241-51. (PMID: 15995477)
      J R Army Med Corps. 1989 Jun;135(2):58-67. (PMID: 2527980)
      Biomech Model Mechanobiol. 2023 Dec;22(6):2083-2096. (PMID: 37535253)
      Comput Methods Programs Biomed. 2013 May;110(2):160-70. (PMID: 23246086)
      Rev Sci Instrum. 2017 Dec;88(12):125113. (PMID: 29289233)
      J Mech Behav Biomed Mater. 2022 Jul;131:105218. (PMID: 35421732)
      J Mech Behav Biomed Mater. 2015 Mar;55:32-41. (PMID: 26523785)
      Sci Rep. 2021 Mar 22;11(1):6503. (PMID: 33753825)
    • Grant Information:
      CIAPOS/2021/271 Generalitat Valenciana and European Social Fund; PAID-PD-22 Universitat Politècnica de València; PID2020-118480RB-C21 Ministerio de Ciencia e Innovación; IND2020/IND-17413 Madrid Community (Spain); EXP_75127 Ministerio de Cultura y Deporte
    • Contributed Indexing:
      Keywords: Ballistic gelatine; Genetic algorithm; SEBS; Soft tissue; Visco-hyperelastic material
    • الرقم المعرف:
      9000-70-8 (Gelatin)
    • الموضوع:
      Date Created: 20240804 Date Completed: 20240804 Latest Revision: 20240809
    • الموضوع:
      20240809
    • الرقم المعرف:
      PMC11298554
    • الرقم المعرف:
      10.1038/s41598-024-67603-8
    • الرقم المعرف:
      39098981