Experimental characterisation of the mechanical failure behaviour of whey protein gel treated with sodium hydroxide

Liu, Jintian; Böl, Markus

doi:10.1016/j.fbp.2021.07.007

Cited by 3 publications

(1 citation statement)

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“…We then consider tensile experiments on a specimen with simple geometry, the heat‐induced whey protein gel (WPG), which can be regarded as a homogeneous, isotropic material. Details on WPG production, that is, the gelation of whey protein solution as well as the tensile experiments are given in Reference 50. The last example is based on the indentation experiment on oocytes with spherical geometry, 51 which concerns the contact between the sample, plate and indenter as well as the fluid–structure interaction.…”

Section: Applicationsmentioning

confidence: 99%

Surrogate‐based Bayesian calibration of biomechanical models with isotropic material behavior

Liu

Böl

2022

Numer Methods Biomed Eng

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This work introduces a computational methodology to calibrate material models in biomechanical applications under uncertainty. We adopt a Bayesian approach, which estimates the probability distributions of hyperelastic material parameters, based on force‐strain measurements. We approximate the parametric biomechanical model by combining a reduced order representation of the force response with a Polynomial Chaos expansion. The surrogate model allows to employ sampling‐intensive Markov chain Monte Carlo methods and provides an efficient way to estimate (generalized) Sobol coefficients. We use a Sobol sensitivity analysis to assess the influence of material parameters and present an iterative procedure to quantify the accuracy of the surrogate model as additional uncertainty during Bayesian updating. The methodology is illustrated with three cases, tensile experiments on heat‐induced whey protein gel, indentation experiments for oocytes and a manufactured example. Real experimental data are used for the calibration.

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Section: Applicationsmentioning

confidence: 99%