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A Data-Driven Crowd Simulation Framework Integrating Physics-Informed Machine Learning With Navigation Potential Fields
Chen, B. ; Guo, R. ; Zhang, Q. ; et al.
IEEE Transactions on Computational Social Systems IEEE Trans. Comput. Soc. Syst. Computational Social Systems, IEEE Transactions on. 12(6):4384-4400 Dec, 2025

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2

A Physics-Informed Machine Learning Approach for Non-Intrusive Identification of Residential Photovoltaics
Peiris, Vihanga ; Rameshrao, Awagan Goyal ; Jiang, Jing
2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe) PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), 2025 IEEE. :1-5 Oct, 2025

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3

Physics-Informed Machine Learning for Transformer Condition Monitoring – Part II: Physics-Informed Neural Networks and Uncertainty Quantification
Aizpurua, Jose I.
2025 8th International Advanced Research Workshop on Transformers (ARWtr) Transformers (ARWtr), 2025 8th International Advanced Research Workshop on. :95-101 Oct, 2025

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4

A Comprehensive Review of Informed Machine Learning in Medical Decision Systems
Dhananjay, Budaraju ; Lakshminarayana, M. ; Hiremath, Basavaraj ; et al.
2025 5th International Conference on Emerging Research in Electronics, Computer Science and Technology (ICERECT) Emerging Research in Electronics, Computer Science and Technology (ICERECT), 2025 5th International Conference on. :1-6 Sep, 2025

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5

Ga2O3 TCAD Mobility Parameter Calibration Using Simulation Augmented Machine Learning With Physics-Informed Neural Network
Ong, E.K.J. ; Minh Long Nguyen, L. ; Eng, M. ; et al.
IEEE Transactions on Electron Devices IEEE Trans. Electron Devices Electron Devices, IEEE Transactions on. 73(2):775-781 Feb, 2026

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6

A Digital Twin Framework for Dual-Path Estimation of Battery State of Charge and State of Health Using Hybrid Physics-Informed Machine Learning
Dharani, A. ; Subbarao Patange, S. ; Krishna, M. ; et al.
IEEE Access Access, IEEE. 14:6911-6926 2026

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7

Control theory-informed machine learning aided stable kernel representation for nonlinear system monitoring
Cheng, Wei ; Liang, Ketian ; Cuturic, Danijel ; et al.
IECON 2025 – 51st Annual Conference of the IEEE Industrial Electronics Society IEEE Industrial Electronics Society, IECON 2025 – 51st Annual Conference of the. :1-6 Oct, 2025

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8

Modeling Nickel-Silicidation Using Physics-Informed Machine Learning
Straub, Christopher ; Mundinar, Simon ; Klonnek, Jessica ; et al.
2025 International Conference on Simulation of Semiconductor Processes and Devices (SISPAD) Simulation of Semiconductor Processes and Devices (SISPAD), 2025 International Conference on. :1-4 Sep, 2025

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9

Physics-Informed Deep Learning for 2-D Phased Array Beamforming With Imperfection Tolerance
Sallam, T. ; Attiya, A.M.
IEEE Access Access, IEEE. 14:7841-7849 2026

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10

Physics-Informed Machine Learning for Modeling CO2 Capture from Scarce Data
Gault, Mickael ; Bachaud, Pierre ; Celse, Benoit ; et al.
2025 IEEE 37th International Conference on Tools with Artificial Intelligence (ICTAI) ICTAI Tools with Artificial Intelligence (ICTAI), 2025 IEEE 37th International Conference on. :1436-1442 Nov, 2025

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11

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12

Physics-Informed Machine Learning Framework for Solving Navier–Stokes Equations with Application to Airfoil Flows
Tcherak, Anis ; Tcherak, Amine ; Kbab, Hakim ; et al.
2025 7th International Conference on Control Systems, Mathematical Modeling, Automation and Energy Efficiency (SUMMA) Control Systems, Mathematical Modeling, Automation and Energy Efficiency (SUMMA), 2025 7th International Conference on. :719-723 Nov, 2025

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13

Physics-Informed Deep Learning for Wind Downscaling over Oslo
Sharma, Jivitesh ; Vallejo, Islen ; Odegard, Rune Avar ; et al.
2025 IEEE 37th International Conference on Tools with Artificial Intelligence (ICTAI) ICTAI Tools with Artificial Intelligence (ICTAI), 2025 IEEE 37th International Conference on. :270-276 Nov, 2025

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17

Multiresolution Physics-Informed Deep Learning to Solve Electromagnetic Inverse Scattering Problems
Wang, Ji-Yuan ; Zhang, Liang ; Wang, Yun-Chuan ; et al.
2025 IEEE 8th International Symposium on Electromagnetic Compatibility (ISEMC) Electromagnetic Compatibility (ISEMC), 2025 IEEE 8th International Symposium on. :1-3 Oct, 2025

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18

Remaining Useful Life Prediction of Power Electronic Devices With Physics-Informed Deep Learning and Sparse Data
Gao, L. ; Liu, C. ; Xiao, Y. ; et al.
IEEE Transactions on Power Electronics IEEE Trans. Power Electron. Power Electronics, IEEE Transactions on. 40(11):16068-16073 Nov, 2025

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19

A Control Theory Informed Machine Learning-Based Modeling and Monitoring of Nanoparticle Generation Processes
Cuturic, D. ; Weidemann, J.V. ; Ding, S.X. ; et al.
IEEE Transactions on Industrial Informatics IEEE Trans. Ind. Inf. Industrial Informatics, IEEE Transactions on. 21(10):7455-7465 Oct, 2025

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20

Predicting Water Network Hydraulics: A Multi-Technique Exploration of Knowledge Transfer and Physics-Informed Machine Learning
Pereira, Tiago C. ; Arbos, Ramon Vilanova ; Andrade-Campos, Antonio
2025 IEEE 23rd International Conference on Industrial Informatics (INDIN) Industrial Informatics (INDIN), 2025 IEEE 23rd International Conference on. :1-8 Jul, 2025

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