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author:

Huang, Y.-W. (Huang, Y.-W..) [1]

Indexed by:

Scopus PKU CSCD

Abstract:

A design of internal model control systems for process with delay using kernel ridge regression (KRR) is proposed, which fully uses the excellent nonlinear estimation performance of KRR based on structural risk minimization principle. Internal model control system is constructed. Closed-system stability and steady error are analyzed for the existence of modeling errors. The simulations show that the proposed control systems have the better control performance than neural networks in training samples with finite size and noises.

Keyword:

Internal model control; Kernel ridge regression; Neural networks; Stability; Steady error

Community:

  • [ 1 ] [Huang, Y.-W.]School of Electric Engineering and Automation, Fuzhou University, Fuzhou 350108, China

Reprint 's Address:

  • [Huang, Y.-W.]School of Electric Engineering and Automation, Fuzhou University, Fuzhou 350108, China

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Source :

Control and Decision

ISSN: 1001-0920

Year: 2009

Issue: 7

Volume: 24

Page: 1100-1103

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

Affiliated Colleges:

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