Spatially-dependent material uncertainties in anisotropic nonlinear elasticity: Stochastic modeling, identification, and propagation

نویسندگان

چکیده

This paper develops a stochastic model for the spatially-dependent material parameters parameterizing anisotropic strain energy density functions. The construction is cast within framework of information theory, which invoked to derive least-informative while ensuring consistency with theoretical requirements in finite elasticity. Specifically, almost sure polyconvexity and uniform growth conditions are enforced through proper repulsion constraints regularization, hence making forward problem uncertainty propagation well posed. In addition, transformations arising from linearization procedure introduced induce statistical dependencies primary variables. latter include moduli, weight balancing between isotropic contributions, angle defining structural tensors. identification subsequently performed, using an existing database on human arterial walls. Maximum likelihood estimators obtained provided adventitia, media, intima layers, enables use proposed as generative surrogate for, e.g., training classification data-driven approaches integrating inter-patient variability. Finally, realistic, patient-specific geometry conducted demonstrate efficiency modeling framework.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

A stochastic model for elasticity tensors exhibiting uncertainties on material symmetries

This study addresses the stochastic modeling of media whose elasticity tensor exhibits uncertainties on the material symmetry class to which it belongs. More specifically, we focus on the construction of a probabilistic model which allows realizations of random elasticity tensors to be simulated, under the constraint that the mean distance (in a sense to be defined) to a given class of material...

متن کامل

Stochastic Expectation Propagation: Supplementary Material

The supplementary material is divided into these sections. Section A details the design of stochastic power EP methods and presents relationships between SEP and SVI. Section B extends the discussion of distributed algorithms and SEP’s applicability to latent variable models. Section C provides experimental details of the Bayesian neural network experiments and presents further emprical evaluca...

متن کامل

Nonlinear mechanical response of DNA due to anisotropic bending elasticity.

The response of a short DNA segment to bending is studied, taking into account the anisotropy in the bending rigidities caused by the double-helical structure. It is shown that the anisotropy introduces an effective nonlinear twist-bend coupling that can lead to the formation of kinks and modulations in the curvature and/or in the twist, depending on the values of the elastic constants and the ...

متن کامل

Granular packings: nonlinear elasticity, sound propagation, and collective relaxation dynamics.

Experiments on isotropic compression of a granular assembly of spheres show that the shear and bulk moduli vary with the confining pressure faster than the 1/3 power law predicted by Hertz-Mindlin effective medium theories of contact elasticity. Moreover, the ratio between the moduli is found to be larger than the prediction of the elastic theory by a constant value. The understanding of these ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Computer Methods in Applied Mechanics and Engineering

سال: 2022

ISSN: ['0045-7825', '1879-2138']

DOI: https://doi.org/10.1016/j.cma.2022.114897