An effective modeling framework for equality-constrained dynamic systems

Linfeng Xu, X. Rong Li, Yan Liang, Zhansheng Duan, Qian Feng

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

7 Scopus citations

Abstract

Due to physical laws or mathematical properties the parameters and/or the states of some dynamic systems satisfy certain constraints, and exploitation of such constraints generally is expected to produce more accurate system models. This paper is concerned with modeling of the dynamic systems with equality constraints. An effective framework of the constrained dynamics modeling is proposed by which the equality constraints and the auxiliary (unconstrained) dynamics are optimally fused. In particular, modeling of linear equality constrained dynamic systems and quadratic equality constrained dynamic systems is systematically investigated. Meanwhile, the effects of the auxiliary dynamics on the constructed dynamic model are analyzed. Finally, the proposed modeling is assessed on a benchmark scenario of road-based vehicle tracking.

Original languageEnglish
Title of host publication2015 18th International Conference on Information Fusion, Fusion 2015
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1868-1875
Number of pages8
ISBN (Electronic)9780982443866
StatePublished - 14 Sep 2015
Event18th International Conference on Information Fusion, Fusion 2015 - Washington, United States
Duration: 6 Jul 20159 Jul 2015

Publication series

Name2015 18th International Conference on Information Fusion, Fusion 2015

Conference

Conference18th International Conference on Information Fusion, Fusion 2015
Country/TerritoryUnited States
CityWashington
Period6/07/159/07/15

Keywords

  • constrained optimization
  • Dynamics modeling
  • equality constraint

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