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Titlebook: Advanced Optimal Control and Applications Involving Critic Intelligence; Ding Wang,Mingming Ha,Mingming Zhao Book 2023 The Editor(s) (if a

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Book 2023ory, advanced control methods, and typical applications for wastewater treatment systems. Therein, combining with artificial intelligence techniques, such as neural networks and reinforcement learning, the novel intelligent critic control theory as well as a series of advanced optimal regulation and
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Payam Dadvand,Mireia Gascon,Iana Markevychming algorithm is implemented by involving the critic and action components, where some new updating rules of the action network are provided. Finally, two examples are used to demonstrate the optimality of the present controller as well as the effectiveness of the proposed method.
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Horst Korn,Jutta Stadler,Aletta Bonnhere the weights and biases across all layers are updated. The uniform ultimate boundedness stability with a proper learning rate is analyzed, by using the Lyapunov approach. The effectiveness of the proposed method is demonstrated through a simulation example.
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Sven Klimpel,Thomas Kuhn,Heinz Mehlhornigned to approximate the unknown dynamics, the value function, and the control law, respectively. Remarkably, an effective strategy is developed to initialize the weight matrices of the model network. Two examples are finally included to demonstrate the effectiveness of the present approach.
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Payam Dadvand,Mireia Gascon,Iana Markevycherror converges to zero. The discounted iterative scheme under the new cost function for the special case of linear systems is elaborated. Finally, the tracking performance of the present scheme is demonstrated by numerical results and compared with that of the traditional approaches.
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