Internal Reconstruction Gradient Blind Estimation Method for Hammerstien-like System

Linwei Li, Xianglong Liu, Fengxian Wang, Xuemei Ren, Hangli Ren, Mo Zhou

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

Abstract

Most of the block-oriented nonlinear system identifications focus on the memoryless nonlinear sub-model, there exist relatively few researches on nonlinear submodel with memory. In this work, we study the blind identification of Hammerstein-like system with memory nonlinearity. By force of the half-substitution technology, the estimation model of the Hammerstein-like system is written as a compact form in which the bulk-parameters are escaped, the high time-consuming is avoided. To achieve the parameter estimation, the system order information is obtained using the determinant ratio scheme. For the presented algorithm, we applied an internal reconstruction idea to revise the multi-innovation gradient scheme in which the innovation length obstacle is addressed. For the unmeasurable variable, we use the reference model method to realize indirect measurability of unmeasurable variable. Finally, the effectiveness of the developed estimator is demonstrated based on the numerical example.

Original languageEnglish
Title of host publicationProceedings of 2021 IEEE 10th Data Driven Control and Learning Systems Conference, DDCLS 2021
EditorsMingxuan Sun, Huaguang Zhang
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages184-189
Number of pages6
ISBN (Electronic)9781665424233
DOIs
Publication statusPublished - 14 May 2021
Event10th IEEE Data Driven Control and Learning Systems Conference, DDCLS 2021 - Suzhou, China
Duration: 14 May 202116 May 2021

Publication series

NameProceedings of 2021 IEEE 10th Data Driven Control and Learning Systems Conference, DDCLS 2021

Conference

Conference10th IEEE Data Driven Control and Learning Systems Conference, DDCLS 2021
Country/TerritoryChina
CitySuzhou
Period14/05/2116/05/21

Keywords

  • Hammerstein-like
  • System identification
  • backlash
  • blind estimation
  • multi-innovation method

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