Results 241 to 250 of about 17,255,193 (320)

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

Optimal Design of Acid Gas-to-Syngas (AG2S) Technology: Process Optimization and Surrogate Modeling. [PDF]

Ind Eng Chem Res
Caspani S, Sánchez LF, Vallerio M, Manenti F.   +3 more
europepmc   +1 more source

Comparison of DeePMD, MTP, GAP, ACE and MACE Machine‐Learned Potentials for Radiation‐Damage Simulations: A User Perspective

Advanced Intelligent Discovery, EarlyView.
The authors evaluated six machine‐learned interatomic potentials for simulating threshold displacement energies and tritium diffusion in LiAlO2 essential for tritium production. Trained on the same density functional theory data and benchmarked against traditional models for accuracy, stability, displacement energies, and cost, Moment Tensor Potential ...
Ankit Roy, Ram Devanathan, Sarah Allec, Giridhar Nandipati, Andrew M. Casella, David J. Senor, Duane D. Johnson, Ganesh Balasubramanian, Ayoub Soulami   +8 more
wiley   +1 more source

Interpretability and Representability of Commutative Algebra, Algebraic Topology, and Topological Spectral Theory for Real‐World Data

Advanced Intelligent Discovery, EarlyView.
This article investigates how persistent homology, persistent Laplacians, and persistent commutative algebra reveal complementary geometric, topological, and algebraic invariants or signatures of real‐world data. By analyzing shapes, synthetic complexes, fullerenes, and biomolecules, the article shows how these mathematical frameworks enhance ...
Yiming Ren, Guo‐Wei Wei
wiley   +1 more source

Reconstruction strategy of vehicle trajectory data for video recognition based on a two-step method of interpolation filtering. [PDF]

Sci Rep
Ding S, Zhang S, Peng F, Zeng L, Ren Y, Li W.   +5 more
europepmc   +1 more source

Explaining the Origin of Negative Poisson's Ratio in Amorphous Networks With Machine Learning

Advanced Intelligent Discovery, EarlyView.
This review summarizes how machine learning (ML) breaks the “vicious cycle” in designing auxetic amorphous networks. By transitioning from traditional “black‐box” optimization to an interpretable “AI‐Physics” closed‐loop paradigm, ML is shown to not only discover highly optimized structures—such as all‐convex polygon networks—but also unveil hidden ...
Shengyu Lu, Xiangying Shen
wiley   +1 more source

Research on the construction of growth models for dominant tree species in the Manas River Basin, Xinjiang. [PDF]

PeerJ
Zhao Z, Zan M, Ke J, Zhou J, Zhai L, Xue C, Yang S, Dong Y, Liu Y.   +8 more
europepmc   +1 more source

Thinking versus doing: how congruency between cognitive and actional future orientation affects left-behind children's life satisfaction. [PDF]

BMC Psychol
Zhao T, Li S, Yang Y, Wang M, Cui L.
europepmc   +1 more source

Machine learning-driven optimization of extraction process and development of quality standards for traditional Chinese medicine (TCM) formulae in primary liver cancer. [PDF]

RSC Adv
Gao X, Gong L, Zhang X, Chen Y, Guo Z, Yang H.   +5 more
europepmc   +1 more source

Reducing Complexity in Muscle-Tendon Kinematics Parameterization Improves Convergence Speed in Musculoskeletal Simulations. [PDF]

Int J Numer Method Biomed Eng
Harba M, Badia J, Serrancolí G.
europepmc   +1 more source