专题:Adaptive Dynamic Programming Control

This cluster of papers focuses on the application of Adaptive Dynamic Programming and Reinforcement Learning techniques to solve optimal control problems in continuous-time nonlinear systems. It explores the use of neural networks, policy iteration, actor-critic algorithms, and $H_{infty}$ control for online learning and feedback control in various domains such as robotics, energy management, and multi-agent systems.
最新文献
Offset-free Lyapunov-based stabilising robust nonlinear control using data-driven model: A nonlinear multi-model computationally efficient approach

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Data-efficient neural operator surrogates for nonlinear pitch dynamics of blunt-body re-entry vehicles

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Hybrid Set-Seeking Systems: Model-Free Feedback Optimization via Hybrid Inclusions

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Adaptive control for multi-scale stochastic dynamic systems with stochastic next generation reservoir computing

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An ANN-enhanced approach for flatness-based constrained control of nonlinear systems

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Deep reinforcement learning-based hierarchical voltage control considering partition dynamic aggregation

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Two‐dimensional iterative learning robust H∞ optimization and linear quadratic fault‐tolerant control design for uncertain batch processes

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Autonomous digital twin framework for gas turbine combined cycle control loops: Comparative study of proportional-integral control, reinforcement learning, and reinforcement learning with agents

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Distributed prescribed-time optimal formation control for high-order heterogeneous multiagent systems based on adaptive flexible performance functions and switching threshold event-triggered

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Prescribed performance-based optimal formation tracking control of nonlinear heterogeneous multi-agent systems via identifier-critic-actor reinforcement learning

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近5年高被引文献
A review of cooperative multi-agent deep reinforcement learning

review Full Text OpenAlex 430 FWCI49.5954

Adaptive Finite-Time Tracking Control of Nonlinear Systems With Dynamics Uncertainties

article Full Text OpenAlex 300 FWCI32.6506

Recent Progress in Reinforcement Learning and Adaptive Dynamic Programming for Advanced Control Applications

article Full Text OpenAlex 267 FWCI51.6515

An Improved Predefined-Time Adaptive Neural Control Approach for Nonlinear Multiagent Systems

article Full Text OpenAlex 260 FWCI46.1426

Adaptive Fuzzy Control of Nonlinear Systems With Predefined Time and Accuracy

article Full Text OpenAlex 241 FWCI25.1518

FuzzyHControl of Discrete-Time Nonlinear Markov Jump Systems via a Novel Hybrid ReinforcementQ-Learning Method

article Full Text OpenAlex 225 FWCI29.712

Event-Based Finite-Time Neural Control for Human-in-the-Loop UAV Attitude Systems

article Full Text OpenAlex 216 FWCI25.7367

Adaptive Fixed-Time Control of Nonlinear MASs With Actuator Faults

article Full Text OpenAlex 215 FWCI38.369

Adaptive Dynamic Programming for Networked Control Systems Under Communication Constraints: A Survey of Trends and Techniques

article Full Text OpenAlex 191 FWCI28.9496

Nonfragile Quantitative Prescribed Performance Control of Waverider Vehicles With Actuator Saturation

article Full Text OpenAlex 186 FWCI21.1197