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Autor(en): 
  • Xiong Yang
  • Derong Liu
  • Hongliang Li
  • Ding Wang
  • Qinglai Wei
  • Adaptive Dynamic Programming with Applications in Optimal Control 
     

    (Buch)
    Dieser Artikel gilt, aufgrund seiner Grösse, beim Versand als 3 Artikel!


    Übersicht

    Auf mobile öffnen
     
    Lieferstatus:   i.d.R. innert 7-14 Tagen versandfertig
    Veröffentlichung:  Juli 2018  
    Genre:  Naturwissensch., Medizin, Technik 
     
    Applications of Nonlinear Dynamics and Chaos Theory / Artificial Intelligence / B / Computational Intelligence / Control and Systems Theory / Control engineering / Dynamics & statics / engineering / Nonlinear Optics / Nonlinear science / Statistical physics
    ISBN:  9783319844978 
    EAN-Code: 
    9783319844978 
    Verlag:  Springer International Publishing 
    Einband:  Kartoniert  
    Sprache:  English  
    Serie:  Advances in Industrial Control  
    Dimensionen:  H 235 mm / B 155 mm / D 32 mm 
    Gewicht:  1045 gr 
    Seiten:  624 
    Zus. Info:  Paperback 
    Bewertung: Titel bewerten / Meinung schreiben
    Inhalt:
    This book covers the most recent developments in adaptive dynamic programming (ADP). The text begins with a thorough background review of ADP making sure that readers are sufficiently familiar with the fundamentals. In the core of the book, the authors address first discrete- and then continuous-time systems. Coverage of discrete-time systems starts with a more general form of value iteration to demonstrate its convergence, optimality, and stability with complete and thorough theoretical analysis. A more realistic form of value iteration is studied where value function approximations are assumed to have finite errors. Adaptive Dynamic Programming also details another avenue of the ADP approach: policy iteration. Both basic and generalized forms of policy-iteration-based ADP are studied with complete and thorough theoretical analysis in terms of convergence, optimality, stability, and error bounds. Among continuous-time systems, the control of affine and nonaffine nonlinear systemsis studied using the ADP approach which is then extended to other branches of control theory including decentralized control, robust and guaranteed cost control, and game theory. In the last part of the book the real-world significance of ADP theory is presented, focusing on three application examples developed from the authors' work:

    . renewable energy scheduling for smart power grids;
    . coal gasification processes; and
    . water-gas shift reactions.

    Researchers studying intelligent control methods and practitioners looking to apply them in the chemical-process and power-supply industries will find much to interest them in this thorough treatment of an advanced approach to control.

    Advances in Industrial Control aims to report and encourage the transfer of technology in control engineering. The rapid development of control technology has an impact on all areas of the control discipline. The series offers an opportunity for researchers to present an extended exposition of new work in all aspects of industrial control.

      
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