Output PDF shaping of singular systems: monotonical performance design

Hong Yue, Aurelie J. A. Leprand, Hong Wang

Research output: Chapter in Book/Report/Conference proceedingChapter

Abstract

For a group of stochastic systems whose output probability density function (PDF) is modelled by the B-spline neural networks with singular weights dynamics, the output PDF is controlled towards the desired PDF by an innovative optimization design with monotonically decreasing performance. The controller is developed based on the transformed equivalent non-singular system with sufficient conditions given for the monotonic performance.
LanguageEnglish
Title of host publicationInternational Symposium on Neural Networks
Subtitle of host publicationAdvances in Neural Networks - ISNN 2006
EditorsJun Wang, Zhang Yi, Jacek M. Zurada, Bao-Liang Lu, Hujun Yin
Place of PublicationBerlin
PublisherSpringer
Pages676-682
Number of pages7
Volume3971
ISBN (Print)9783540344391
DOIs
Publication statusPublished - 2006

Publication series

NameLecture Notes in Computer Science (LNCS)
PublisherSpringer
Volume3971

Fingerprint

Probability density function
Stochastic systems
Splines
Neural networks
Controllers
Design optimization

Keywords

  • singular weights system
  • monotonical performance design
  • probability density function (PDF)
  • B-spline neural networks

Cite this

Yue, H., Leprand, A. J. A., & Wang, H. (2006). Output PDF shaping of singular systems: monotonical performance design. In J. Wang, Z. Yi, J. M. Zurada, B-L. Lu, & H. Yin (Eds.), International Symposium on Neural Networks: Advances in Neural Networks - ISNN 2006 (Vol. 3971, pp. 676-682). (Lecture Notes in Computer Science (LNCS); Vol. 3971). Berlin: Springer. https://doi.org/10.1007/11759966_99
Yue, Hong ; Leprand, Aurelie J. A. ; Wang, Hong. / Output PDF shaping of singular systems : monotonical performance design. International Symposium on Neural Networks: Advances in Neural Networks - ISNN 2006. editor / Jun Wang ; Zhang Yi ; Jacek M. Zurada ; Bao-Liang Lu ; Hujun Yin. Vol. 3971 Berlin : Springer, 2006. pp. 676-682 (Lecture Notes in Computer Science (LNCS)).
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Yue, H, Leprand, AJA & Wang, H 2006, Output PDF shaping of singular systems: monotonical performance design. in J Wang, Z Yi, JM Zurada, B-L Lu & H Yin (eds), International Symposium on Neural Networks: Advances in Neural Networks - ISNN 2006. vol. 3971, Lecture Notes in Computer Science (LNCS), vol. 3971, Springer, Berlin, pp. 676-682. https://doi.org/10.1007/11759966_99

Output PDF shaping of singular systems : monotonical performance design. / Yue, Hong; Leprand, Aurelie J. A.; Wang, Hong.

International Symposium on Neural Networks: Advances in Neural Networks - ISNN 2006. ed. / Jun Wang; Zhang Yi; Jacek M. Zurada; Bao-Liang Lu; Hujun Yin. Vol. 3971 Berlin : Springer, 2006. p. 676-682 (Lecture Notes in Computer Science (LNCS); Vol. 3971).

Research output: Chapter in Book/Report/Conference proceedingChapter

TY - CHAP

T1 - Output PDF shaping of singular systems

T2 - monotonical performance design

AU - Yue, Hong

AU - Leprand, Aurelie J. A.

AU - Wang, Hong

PY - 2006

Y1 - 2006

N2 - For a group of stochastic systems whose output probability density function (PDF) is modelled by the B-spline neural networks with singular weights dynamics, the output PDF is controlled towards the desired PDF by an innovative optimization design with monotonically decreasing performance. The controller is developed based on the transformed equivalent non-singular system with sufficient conditions given for the monotonic performance.

AB - For a group of stochastic systems whose output probability density function (PDF) is modelled by the B-spline neural networks with singular weights dynamics, the output PDF is controlled towards the desired PDF by an innovative optimization design with monotonically decreasing performance. The controller is developed based on the transformed equivalent non-singular system with sufficient conditions given for the monotonic performance.

KW - singular weights system

KW - monotonical performance design

KW - probability density function (PDF)

KW - B-spline neural networks

U2 - 10.1007/11759966_99

DO - 10.1007/11759966_99

M3 - Chapter

SN - 9783540344391

VL - 3971

T3 - Lecture Notes in Computer Science (LNCS)

SP - 676

EP - 682

BT - International Symposium on Neural Networks

A2 - Wang, Jun

A2 - Yi, Zhang

A2 - Zurada, Jacek M.

A2 - Lu, Bao-Liang

A2 - Yin, Hujun

PB - Springer

CY - Berlin

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Yue H, Leprand AJA, Wang H. Output PDF shaping of singular systems: monotonical performance design. In Wang J, Yi Z, Zurada JM, Lu B-L, Yin H, editors, International Symposium on Neural Networks: Advances in Neural Networks - ISNN 2006. Vol. 3971. Berlin: Springer. 2006. p. 676-682. (Lecture Notes in Computer Science (LNCS)). https://doi.org/10.1007/11759966_99