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Physics‐Embedded Neural Network: A Novel Approach to Design Polymeric Materials

open access: yesAdvanced Science, EarlyView.
Traditional black‐box models for polymer mechanics rely solely on data and lack physical interpretability. This work presents a physics‐embedded neural network (PENN) that integrates constitutive equations into machine learning. The approach ensures reliable stress predictions, provides interpretable parameters, and enables performance‐driven, inverse ...
Siqi Zhan   +8 more
wiley   +1 more source

Biomineralization of Glucose Oxidase from <i>Aspergillus niger</i> in ZIF-zni for Enhanced Biocatalytic Performance. [PDF]

open access: yesBioengineering (Basel)
Stanišić M   +6 more
europepmc   +1 more source

How Viscoelastic Effects Impact Polymer Fluid Flow in Porous Media. [PDF]

open access: yesTransp Porous Media
Wang Y   +5 more
europepmc   +1 more source

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