Physics‐Embedded Neural Network: A Novel Approach to Design Polymeric Materials
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
Foundational issues of network models in biology. [PDF]
Bondi D, Bondi D.
europepmc +1 more source
ML Workflows for Screening Degradation‐Relevant Properties of Forever Chemicals
The environmental persistence of per‐ and polyfluoroalkyl substances (PFAS) necessitates efficient remediation strategies. This study presents physics‐informed machine learning workflows that accurately predict critical degradation properties, including bond dissociation energies and polarizability.
Pranoy Ray +3 more
wiley +1 more source
Graphical abstract illustrating the transition from global biodiversity ambition to on‐the‐ground implementation of the Kunming–Montreal Global Biodiversity Framework after COP16, highlighting the roles of governments, non‐state actors, scientific knowledge systems, and resource mobilization in achieving transformative biodiversity outcomes.
Susan Enechojo Ogbe +3 more
wiley +1 more source
Navigating Hope and Illness Cognition in Advanced Ovarian Cancer Patients: A CSM-Based Phenomenological Study. [PDF]
Long Y +8 more
europepmc +1 more source
Emotionally based strategic communications as a new tool in defensive cognitive warfare. [PDF]
Ćosić K, Popović S, Wiederhold B.
europepmc +1 more source
Game-Based Assessment of Spatial Cognition Across a Wide Age Range. [PDF]
Aguilar Ramirez DE +4 more
europepmc +1 more source
Effectiveness of the Global Integration Method (Método de Integração Global - MIG) for improving motor and functional outcomes in children with autism spectrum disorder: a randomised controlled trial protocol. [PDF]
Cruz TKF +6 more
europepmc +1 more source
Wetware network-based AI: a chemical approach to embodied cognition for robotics and artificial intelligence. [PDF]
Damiano L, Fleres A, Roli A, Stano P.
europepmc +1 more source
Algorithmic Habituation: A Neurocognitive and Systems-Based Framework for Human-AI Co-Adaptation. [PDF]
Mladin NC +6 more
europepmc +1 more source

