Nonlinear system identification using a semi concurrent sequential niching framework

Yanxia Sun, Zenghui Wang, Yves Matanga

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

System identification is a very critical process in a control system aiming to determine the system dynamics of practical processes before devising an adequate control approach. Several metaheuristic approaches have been used for the parametric estimation of nonlinear systems, ranging from classical to new-generation metaheuristics. Nevertheless, the stochastic nature of these algorithms does not guarantee the obtention of the true optima solution thus leaving room for more explorative algorithmic enhancements. The current research proposes the use of a computationally efficient semi-concurrent sequential niching framework to boost the search performance of the parameter estimation task in a bid to obtain more accurate parameters. This framework has been validated in our previous studies on multimodal test functions and is here applied for system identification of nonlinear models, particularly PV model estimation.

Original languageEnglish
Title of host publicationCSAI 2023 - 2023 7th International Conference on Computer Science and Artificial Intelligence
PublisherAssociation for Computing Machinery
Pages455-460
Number of pages6
ISBN (Electronic)9798400708688
DOIs
Publication statusPublished - 8 Dec 2023
Event7th International Conference on Computer Science and Artificial Intelligence, CSAI 2023 - Beijing, China
Duration: 8 Dec 202310 Dec 2023

Publication series

NameACM International Conference Proceeding Series

Conference

Conference7th International Conference on Computer Science and Artificial Intelligence, CSAI 2023
Country/TerritoryChina
CityBeijing
Period8/12/2310/12/23

Keywords

  • nonlinear system identification
  • parameter estimation
  • sequential niching

ASJC Scopus subject areas

  • Human-Computer Interaction
  • Computer Networks and Communications
  • Computer Vision and Pattern Recognition
  • Software

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