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1

Data-Driven Forecast-Integrated Model Predictive Control for Demand and Generation Balancing Using Temporal Deep Neural Networks
Rafi, Osama ; Ahmad, Saghir ; Mumtaz, Sidra
2025 International Conference on Frontiers of Information Technology (FIT) Frontiers of Information Technology (FIT), 2025 International Conference on. :1-6 Dec, 2025

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2

Data-Driven Optimal Control of Linear Discrete Systems With Sensor Fault via a Performance Triggering Approach
Shen, M. ; Wang, X. ; Li, L. ; et al.
IEEE Transactions on Systems, Man, and Cybernetics: Systems IEEE Trans. Syst. Man Cybern, Syst. Systems, Man, and Cybernetics: Systems, IEEE Transactions on. 56(2):825-833 Feb, 2026

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3

Finite-Time Data-Driven Load Frequency Control for Multi-Area Power Systems
Zhao, Y. ; Chen, J. ; Song, S. ; et al.
IEEE Transactions on Circuits and Systems II: Express Briefs IEEE Trans. Circuits Syst. II Circuits and Systems II: Express Briefs, IEEE Transactions on. 73(2):168-172 Feb, 2026

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4

Data-Driven Stabilization of Aperiodic Sampled-Data Systems Subject to Input Saturation
Fan, Y. ; Zhang, C. ; Shangguan, X. ; et al.
IEEE Transactions on Industrial Electronics IEEE Trans. Ind. Electron. Industrial Electronics, IEEE Transactions on. 73(2):3328-3338 Feb, 2026

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5

Model-Free Energy Flow Regulation Passivity-Based Control for Robotic Rotary Joints With Data-Driven Surrogate Model
Gu, W. ; Li, C. ; Tang, R. ; et al.
IEEE Transactions on Industrial Electronics IEEE Trans. Ind. Electron. Industrial Electronics, IEEE Transactions on. 73(2):3211-3220 Feb, 2026

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6

Data-Driven Linear Parameter-Varying Model Predictive Control for Unknown Nonlinear Systems
Zhao, D. ; Li, M. ; She, J. ; et al.
IEEE Transactions on Industrial Electronics IEEE Trans. Ind. Electron. Industrial Electronics, IEEE Transactions on. 73(2):3244-3255 Feb, 2026

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7

Hierarchical Optimal Temperature Regulation for PEMFCs via Generalized Data-Enabled Predictive Control
Xu, H. ; Yang, Y. ; Wu, Z. ; et al.
IEEE Transactions on Industrial Electronics IEEE Trans. Ind. Electron. Industrial Electronics, IEEE Transactions on. 73(2):3083-3092 Feb, 2026

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8

MR-ARL: Model Reference Adaptive Reinforcement Learning for Robustly Stable On-Policy Data-Driven LQR
Borghesi, M. ; Bosso, A. ; Notarstefano, G.
IEEE Transactions on Automatic Control IEEE Trans. Automat. Contr. Automatic Control, IEEE Transactions on. 71(2):1129-1144 Feb, 2026

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9

Episodic Gaussian Process-Based Learning Control With Vanishing Tracking Errors
Lederer, A. ; Umlauft, J. ; Hirche, S.
IEEE Transactions on Automatic Control IEEE Trans. Automat. Contr. Automatic Control, IEEE Transactions on. 71(2):962-977 Feb, 2026

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10

Derivative Free Data-Driven Stabilization of Continuous-Time Linear Systems From Input-Output Data
Possieri, C.
IEEE Control Systems Letters IEEE Control Syst. Lett. Control Systems Letters, IEEE. 10:67-72 2026

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11

Direct Data-Driven Impulsive Control With Average Impulse Interval and Event-Triggered Mechanism
Gu, M. ; Abdurahman, A. ; Sader, M. ; et al.
IEEE Transactions on Automation Science and Engineering IEEE Trans. Automat. Sci. Eng. Automation Science and Engineering, IEEE Transactions on. 23:2417-2426 2026

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12

Data-Driven LPV Tracking Control Design and Application to Partially Unknown Nonlinear Systems
Faleschini, M. ; Cristofaro, A.
IEEE Control Systems Letters IEEE Control Syst. Lett. Control Systems Letters, IEEE. 10:7-12 2026

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13

Koopman Explicit Model Following Control Framework for a Robotic Manipulator
Hancioglu, O.K. ; Onder Efe, M.
IEEE Access Access, IEEE. 14:6229-6237 2026

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14

Supervisory Multi Switching Data Driven Control Theory and Application
Wangjian, H. ; Lei, C.
IEEE Access Access, IEEE. 14:3312-3324 2026

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15

Data-Driven Iterative Learning Control for Optimizing Aesthetic Symmetry in Multi-Agent Systems
Wang, Y. ; Liu, Y. ; Meng, L.
IEEE Access Access, IEEE. 14:13113-13125 2026

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16

Indirect Data-Driven Resilient Control Against Bias Attacks and Disturbance Using Sparse Identification of Nonlinear Dynamics
Razani, S. ; Zarei, M. ; Dehghan, S.M.M.
IEEE Access Access, IEEE. 14:13041-13052 2026

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17

High-Order Internal Model-Based Data-Driven Iterative Learning Control of High-Speed Railways Subject to Faded Channels
Huang, D. ; Yu, W. ; Li, X.
IEEE Transactions on Intelligent Transportation Systems IEEE Trans. Intell. Transport. Syst. Intelligent Transportation Systems, IEEE Transactions on. 27(1):544-554 Jan, 2026

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18

Event-Triggered Safety Control Strategy in Learning-Based Model Predictive Control of Partially Unknown Nonlinear System
Chen, Y. ; Zhang, H. ; Bian, Y. ; et al.
IEEE Transactions on Automation Science and Engineering IEEE Trans. Automat. Sci. Eng. Automation Science and Engineering, IEEE Transactions on. 23:222-236 2026

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19

Data-Driven Control Optimization on Frequency Response for Fast and Precise Motion of Flexible Joint Robots
Lee, D. ; Song, J. ; Oh, S.
IEEE Robotics and Automation Letters IEEE Robot. Autom. Lett. Robotics and Automation Letters, IEEE. 11(1):1018-1025 Jan, 2026

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20

Switched Data-Driven Model Predictive Control for a Class of Unknown Hybrid Fuzzy Systems
Li, B. ; Liu, M. ; Zhang, L. ; et al.
IEEE Transactions on Fuzzy Systems IEEE Trans. Fuzzy Syst. Fuzzy Systems, IEEE Transactions on. 34(1):65-75 Jan, 2026

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