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Author:

Yu, Jianjun (Yu, Jianjun.) | Ruan, Xiaogang (Ruan, Xiaogang.)

Indexed by:

EI Scopus

Abstract:

This paper develops a promising alternative for solving linear quadratic(LQ) optimal control problem of discrete-time system,by which the LQ performance index is transformed into the energy function of Boltzmann machines, and the control sequence into the state vector of the neurons of Boltzmann machines.As a result,solving LQ dynamic optimization problem is equivalent to operating associated Boltzmann machines from its initial state to the terminal state that represents the optimal control sequence. The theoretics study indicates that we are able to find a relevant Boltzmann machines of which energy function is corresponding to the LQ performance index. And through the experimental study we obtain that on the basis of this method we proposed, Boltzmann machines can implement linear quadratic optimal control of any multivariable time-variant system.

Keyword:

Optimization Discrete time control systems Problem solving Time varying control systems Optimal control systems Vectors Mathematical models

Author Community:

  • [ 1 ] [Yu, Jianjun]Sch. of Electron. Info./Contr. Eng., Beijing University of Technology, 100022
  • [ 2 ] [Ruan, Xiaogang]Sch. of Electron. Info./Contr. Eng., Beijing University of Technology, 100022

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Source :

Year: 2004

Volume: 1

Page: 370-374

Language: Chinese

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 10

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