88288 20200716101610.0 doi 10.3390/e21121165 sideral 116461 ART-2019-116461 eng Ghnatios, Chady Data-Driven GENERIC Modeling of Poroviscoelastic Materials 2019 Access copy available to the general public Unrestricted Biphasic soft materials are challenging to model by nature. Ongoing efforts are targeting their effective modeling and simulation. This work uses experimental atomic force nanoindentation of thick hydrogels to identify the indentation forces are a function of the indentation depth. Later on, the atomic force microscopy results are used in a GENERIC general equation for non-equilibrium reversible-irreversible coupling (GENERIC) formalism to identify the best model conserving basic thermodynamic laws. The data-driven GENERIC analysis identifies the material behavior with high fidelity for both data fitting and prediction. info:eu-repo/grantAgreement/ES/MINECO/DPI2017-85139-C2-1-R info:eu-repo/semantics/openAccess by http://creativecommons.org/licenses/by/3.0/es/ 2.494 2019 PHYSICS, MULTIDISCIPLINARY 33 / 85 = 0.388 2019 Q2 T2 0.527 2019 Electrical and Electronic Engineering 2019 Q2 Physics and Astronomy (miscellaneous) 2019 Q2 Information Systems 2019 Q2 Mathematical Physics 2019 Q3 info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion (orcid)0000-0002-9135-866X Alfaro, Iciar Universidad de Zaragoza (orcid)0000-0003-3003-5856 González, David Universidad de Zaragoza Chinesta, Francisco (orcid)0000-0003-1017-4381 Cueto, Elías Universidad de Zaragoza 5004 605 Universidad de Zaragoza Dpto. Ingeniería Mecánica Área Mec.Med.Cont. y Teor.Est. 21, 12 (2019), 1165 [15 pp.] Entropy ENTROPY 1099-4300 526186 http://zaguan.unizar.es/record/88288/files/texto_completo.pdf Versión publicada 493752 http://zaguan.unizar.es/record/88288/files/texto_completo.jpg?subformat=icon icon Versión publicada oai:zaguan.unizar.es:88288 articulos driver 2020-07-16-09:57:03 ARTICLE