Download Adaptive Dynamic Programming with Applications in Optimal by Derong Liu,Qinglai Wei,Ding Wang,Xiong Yang,Hongliang Li PDF

By Derong Liu,Qinglai Wei,Ding Wang,Xiong Yang,Hongliang Li

This publication covers the latest advancements in adaptive dynamic programming (ADP). The textual content starts off with an intensive history overview of ADP to ensure that readers are sufficiently accustomed to the basics. within the middle of the publication, the authors deal with first discrete- after which continuous-time structures. assurance of discrete-time platforms starts off with a extra common kind of price generation to illustrate its convergence, optimality, and balance with whole and thorough theoretical research. A extra sensible kind of price new release is studied the place worth functionality approximations are assumed to have finite mistakes. Adaptive Dynamic Programming additionally information one other road of the ADP method: coverage new release. either uncomplicated and generalized different types of policy-iteration-based ADP are studied with whole and thorough theoretical research by way of convergence, optimality, balance, and blunder bounds. between continuous-time structures, the keep watch over of affine and nonaffine nonlinear platforms is studied utilizing the ADP procedure that is then prolonged to different branches of keep watch over conception together with decentralized keep an eye on, powerful and assured price keep an eye on, and online game conception. within the final a part of the e-book the real-world importance of ADP idea is gifted, targeting 3 software examples built from the authors’ work:
• renewable power scheduling for clever strength grids;

• coal gasification tactics; and

• water–gas shift reactions.
Researchers learning clever keep an eye on equipment and practitioners trying to practice them within the chemical-process and power-supply industries will locate a lot to curiosity them during this thorough remedy of a sophisticated method of control.

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