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Physics-Informed Data-Driven Modeling of HVAC Systems: A Systematic Analysis
Nguyen, N.T. ; Nguyen, B. ; Nghiem, T.X.
IEEE Access Access, IEEE. 14:6481-6500 2026

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Adaptive Sparse Regression for Data-Driven Modeling and Control of Grid-Connected DFIG Wind Turbines
Zhang, Z. ; Khazaei, J. ; Blum, R.S.
IEEE Transactions on Industrial Electronics IEEE Trans. Ind. Electron. Industrial Electronics, IEEE Transactions on. 72(12):13418-13429 Dec, 2025

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Electronic Signal Acquisition and Data-Driven Bending Performance Mapping of Negative Poisson’s Ratio Honeycomb Beams using Intelligent Image Sensors
Liu, Xiaomei ; Jiang, Xu
2025 6th International Conference on IoT Based Control Networks and Intelligent Systems (ICICNIS) IoT Based Control Networks and Intelligent Systems (ICICNIS), 2025 6th International Conference on. :533-539 Dec, 2025

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Data-Driven Reliability Evaluation of Distribution Systems with Uncertainty Modeling
Sukmanont, Nottakorn ; Auntha, Sirapatara ; Khakkharho, Dhamrongsak ; et al.
2025 IEEE PES GTD Grand International Conference and Exposition Asia (GTD Asia) GTD Grand International Conference and Exposition Asia (GTD Asia), 2025 IEEE PES. :057-062 Nov, 2025

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Data-Driven Koopman-MPC for Single-Joint Flexible Manipulators: Modeling and Trajectory Tracking
Ning, Zihao ; She, Jinhua ; Kawata, Seiichi
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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A Fitting-Based Modeling Method of TCLs for Power System Demand Response
Zhou, Yu ; Jiang, Yibao ; Zhao, Haoran
2025 10th International Conference on Power and Renewable Energy (ICPRE) Power and Renewable Energy (ICPRE), 2025 10th International Conference on. :81-84 Sep, 2025

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Data-Driven Modeling of Magnetic Bearing Rotor Systems Using LCTF-Net
Chen, Quanzhou ; Yang, Jinquan ; Cheng, Yan ; et al.
2025 8th International Conference on Intelligent Robotics and Control Engineering (IRCE) Intelligent Robotics and Control Engineering (IRCE), 2025 8th International Conference on. :332-337 Aug, 2025

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Design and Performance Analysis of Inverse-ANFIS Hybrid Control for Vibration Suppression in Rotary Machines
Piramoon, S.
IEEE Access Access, IEEE. 14:1980-2000 2026

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Data-Efficient and Predefined-Time Stable Control for Continuum Robots
Yu, P. ; Liang, Z. ; Tan, N.
IEEE Transactions on Robotics IEEE Trans. Robot. Robotics, IEEE Transactions on. 42:382-399 2026

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Concentration Inequalities for Semidefinite Least Squares Based on Data
Fabiani, F. ; Simonetto, A.
IEEE Signal Processing Letters IEEE Signal Process. Lett. Signal Processing Letters, IEEE. 33:326-330 2026

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A Game-Theoretical Framework for Safe Decision Making and Control of Mixed Autonomy Vehicles
Chen, M. ; Li, B. ; Zhang, S. ; et al.
IEEE Transactions on Intelligent Transportation Systems IEEE Trans. Intell. Transport. Syst. Intelligent Transportation Systems, IEEE Transactions on. 27(1):1338-1351 Jan, 2026

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Blending Data and Knowledge for Process Industrial Modeling Under Riemannian Preconditioned Bayesian Framework
Chen, Z. ; Zhang, Y. ; Zhang, O. ; et al.
IEEE Transactions on Knowledge and Data Engineering IEEE Trans. Knowl. Data Eng. Knowledge and Data Engineering, IEEE Transactions on. 38(1):82-95 Jan, 2026

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Data-Driven Position Estimation and Sensorless Control of PMSM Drive in Low-Speed Region
Shim, J. ; Park, B.R. ; Kim, M. ; et al.
IEEE Transactions on Industry Applications IEEE Trans. on Ind. Applicat. Industry Applications, IEEE Transactions on. 62(1):1103-1116 Jan, 2026

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IT2-ENFIS: Interval Type-2 Exclusionary Neuro-Fuzzy Inference System, an Attempt Toward Trustworthy Regression Learning
Xue, C. ; Gao, J. ; Gu, Z.
IEEE Transactions on Artificial Intelligence IEEE Trans. Artif. Intell. Artificial Intelligence, IEEE Transactions on. 7(1):347-361 Jan, 2026

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Generalized Koopman Neural Operator for Data-Driven Modeling of Electric Railway Pantograph–Catenary Systems
Wang, H. ; Song, Y. ; Yang, H. ; et al.
IEEE Transactions on Transportation Electrification IEEE Trans. Transp. Electrific. Transportation Electrification, IEEE Transactions on. 11(6):14100-14112 Dec, 2025

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Data-Driven Lyapunov-Based Model Predictive Control for Improved Trajectory Tracking in Multi-Wheel-Independent-Drive Electric Vehicle
Zhang, Y. ; Chen, J. ; Wei, H. ; et al.
IEEE Transactions on Vehicular Technology IEEE Trans. Veh. Technol. Vehicular Technology, IEEE Transactions on. 74(12):18803-18818 Dec, 2025

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Complex-Phase, Data-Driven Identification of Grid-Forming Inverter Dynamics
Buttner, A. ; Wurfel, H. ; Liemann, S. ; et al.
IEEE Transactions on Smart Grid IEEE Trans. Smart Grid Smart Grid, IEEE Transactions on. 16(6):4854-4864 Nov, 2025

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Data-Driven Modeling of Modular Multilevel Converters Based on HHT and CNN-LSTM-AM Neural Network
Tian, J. ; Zhao, J. ; Zeng, G. ; et al.
IEEE Transactions on Industrial Electronics IEEE Trans. Ind. Electron. Industrial Electronics, IEEE Transactions on. 72(9):8725-8735 Sep, 2025

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Data-Driven Modeling of Temporal Dynamics Using Machine Learning: Application to Gas Turbine Generators
Pandey, Aaditya ; Tang, Wenyuan
2025 57th North American Power Symposium (NAPS) North American Power Symposium (NAPS), 2025 57th. :1-6 Oct, 2025

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Ensemble Machine Learning for Intelligent Prediction of Food Spoilage under Environmental Variability
Zhang, Ran ; Chen, Shihao ; Liang, Yujie ; et al.
2025 4th International Conference on Cloud Computing, Big Data Application and Software Engineering (CBASE) Cloud Computing, Big Data Application and Software Engineering (CBASE), 2025 4th International Conference on. :100-104 Oct, 2025

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