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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

Multi-facility virtual diagnostic for longitudinal phase space predictions. [PDF]

open access: yesSci Rep
Lundquist J   +6 more
europepmc   +1 more source

Investigation of the lower block rows in the King's Chamber of the Great Pyramid using ultrasonic testing with shear wave arrays. [PDF]

open access: yesSci Rep
Maier B   +9 more
europepmc   +1 more source

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