Benefits of variable structure techniques for parameter estimation in stochastic systems using least squares method and instrumental variables

Jesica Escobar, Alexander Poznyak

Research output: Contribution to journalArticlepeer-review

7 Scopus citations

Abstract

In this paper, we study the benefits of the equivalent control method, implemented on parameter estimation algorithms like the least squares method and instrumental variables on continuous-time stochastic systems. Here, we show how the equivalent-control, adapted to the stochastic case, improves the performance of these estimation algorithms in continuous-time systems under white noise perturbations. Some numerical examples show the effectiveness of these techniques.

Original languageEnglish
Pages (from-to)1038-1054
Number of pages17
JournalInternational Journal of Adaptive Control and Signal Processing
Volume29
Issue number8
DOIs
StatePublished - 1 Aug 2015

Keywords

  • equivalent control
  • instrumental variables
  • least squares method
  • parameter estimation
  • stochastic systems

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