Results 291 to 300 of about 275,111 (343)

A Unifying Approach to Self‐Organizing Systems Interacting via Conservation Laws

Advanced Intelligent Discovery, EarlyView.
The article develops a unified way to model and analyze self‐organizing systems whose interactions are constrained by conservation laws. It represents physical/biological/engineered networks as graphs and builds projection operators (from incidence/cycle structure) that enforce those constraints and decompose network variables into constrained versus ...
F. Barrows, G. Zhang, S. Anand, Z. Chen, J. Lin, A. Desai, S. Martiniani, F. Caravelli   +7 more
wiley   +1 more source

Harnessing Machine Learning to Understand and Design Disordered Solids

Advanced Intelligent Discovery, EarlyView.
This review maps the dynamic evolution of machine learning in disordered solids, from structural representations to generative modeling. It explores how deep learning and model explainability transform property prediction into profound physical insight.
Muchen Wang, Yue Fan
wiley   +1 more source

BeamNet: Unsupervised Beamforming for ISAC Systems Under Imperfect CSI. [PDF]

Entropy (Basel)
Nimnaka H, Gayan S, Zhang R, Inaltekin H, Poor HV.   +4 more
europepmc   +1 more source

Machine‐Learning‐Assisted Onset‐Time Determination in Transient Luminescence Thermometry

Advanced Intelligent Discovery, EarlyView.
Artificial neural networks enable autonomous extraction of onset times from transient heating curves in luminescence thermometry. Using Ln3+‐doped upconverting nanoparticles as luminescent thermometers, we combine experimental transients with physically motivated synthetic curves to enhance data diversity and improve generalization.
David J. Sousa, Erving Ximendes, Luís D. Carlos, Carlos D. S. Brites   +3 more
wiley   +1 more source

Adaptive spectral-thermal illumination management for protected tomato cultivation: a fused deep learning and pareto-based decision framework. [PDF]

Front Plant Sci
Usman Abdulrazaq K, Rajakannu A.
europepmc   +1 more source

MoC-TSCH: multi-objective MILP-based TSCH mobility optimization for network coverage and connectivity in IIoT. [PDF]

Sci Rep
Mulatu AN, Zennaro M, Gared F, Prabhakar TV.   +3 more
europepmc   +1 more source

Risk-aware tactical path planning in partially observable environments via trajectory-value factorized recurrent PPO. [PDF]

Sci Rep
Kim S, Kim S, Jeong H, Kwon H, Lee J.
europepmc   +1 more source

Hybrid reinforcement learning optimization of aging aware energy management and powertrain sizing in fuel cell hybrid electric vehicles. [PDF]

Sci Rep
Mostashiri A, Montazeri-Gh M.
europepmc   +1 more source

Explainable zero-day attack detection in IoMT using transformer-based time-series modeling. [PDF]

Sci Rep
Jodayree M, Ghafi AK, Amiri S, Shaykholeslami P.   +3 more
europepmc   +1 more source

Multi-objective inventory optimization using reinforcement learning: a comparative study on profitability and carbon emissions. [PDF]

Sci Rep
Sorour A, Sadek Y, Elshalakani M, Elshalakani M.   +3 more
europepmc   +1 more source