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
Topology Control in Spherical 3D Sensor Networks. [PDF]
Zarifis N, Katsaros D.
europepmc +1 more source
Deep‐learning‐based signal enhancement is an effective way to recover high‐resolution details from a low‐resolution chromatin contact map. However, due to computational challenges, existing methods commonly divide up the contact map into small patches and create artificial discontinuities at patch boundaries.
Qinyao Li +6 more
wiley +1 more source
Multi-Target Data Association Algorithm in Underwater BOT System with Spatial Bias and Signal Delay. [PDF]
Luo N, Wang H, Lu Z, Li X, Ren J.
europepmc +1 more source
Robust policy evaluation from large-scale observational studies. [PDF]
Islam MS +3 more
europepmc +1 more source
Robust and Efficient Dual-Strategy Switch Migration for Failure Recovery in Software-Defined Satellite Networks. [PDF]
Xu S, Yin Z, Huang M, Xing L.
europepmc +1 more source
Digital twin framework for personalized behavioral health optimization with Q-learning and graph-based planning. [PDF]
Chatterjee A, Avazov N.
europepmc +1 more source
Advanced quantum computing-driven digital twin for energy and timing optimization in low-power VLSI circuits &IoT devices. [PDF]
Mujahid MM, Jose D.
europepmc +1 more source
Parameterised complexity analysis of evolutionary algorithms for combinatorial optimization problems [PDF]
Evolutionary algorithms are general problem solvers that have been successfully used in solving combinatorial optimization problems. However, due to the great amount of randomness in these algorithms, theoretical understanding of them is quite challenging.
Pourhassan, Mojgan
openaire +3 more sources

