A Physics-Informed Neural Network (PINN) Approach to Over-Equilibrium Dynamics in Conservatively Perturbed Linear Equilibrium Systems. [PDF]
Entropy (Basel)Dutta A +5 more
europepmc +1 more source
AI-driven adaptive vibration control in smart plate systems: a sustainable approach for next-generation sports engineering. [PDF]
Sci RepLin B, Wang J, Safarpour M, Yaylacı M.
europepmc +1 more source
Fast electromagnetic field simulation using a current-density- based physics-informed neural network. [PDF]
Sci RepGao Z +5 more
europepmc +1 more source
Resolving energy transfer dynamics in Eu²⁺-activated multi-site phosphors via metaheuristic optimization and physics-informed neural networks. [PDF]
Nat CommunLee BD +5 more
europepmc +1 more source
Integration of PINN with Conventional Well Logging for Few-Shot TOC Prediction in Ultradeep Source Rocks. [PDF]
ACS OmegaHe T +6 more
europepmc +1 more source
Breaking the Cross-Sensitivity Degeneracy in FBG Sensors: A Physics-Informed Co-Design Framework for Robust Discrimination. [PDF]
Sensors (Basel)Yalınbaş F, Yılmaz G.
europepmc +1 more source
Physics-Guided Deep Learning for Interpretable Biomedical Image Reconstruction and Pattern Recognition in Diagnostic Frameworks. [PDF]
Bioengineering (Basel)Qadir A, Arif S, Valsalan P, Khan O.
europepmc +1 more source
Optimising pandemic response through vaccination strategies using neural networks. [PDF]
Sci RepZhai C, Chen P, Jin Z, Pitt D.
europepmc +1 more source
Evaluating physics informed neural networks for water contamination risk prediction and environmental sustainability. [PDF]
Sci RepRashid S +5 more
europepmc +1 more source
Physics-Informed Neural-Network-Based Generation of Composite Representative Volume Elements with Non-Uniform Distribution and High-Volume Fractions. [PDF]
Polymers (Basel)Zheng T, Cai C, Yang F, Wang R, Liu W.
europepmc +1 more source