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类多变量输出误差系统的耦合多新息辨识方法

丁锋 汪菲菲 汪学海

南京信息工程大学学报Issue(3):193-210,18.
南京信息工程大学学报Issue(3):193-210,18.

类多变量输出误差系统的耦合多新息辨识方法

Coupled multi-innovation identification methods for multivariable output-error-like systems

丁锋 1汪菲菲 2汪学海3

作者信息

  • 1. 江南大学 物联网工程学院,无锡,214122
  • 2. 江南大学 控制科学与工程研究中心,无锡,214122
  • 3. 江南大学 教育部轻工过程先进控制重点实验室,无锡,214122
  • 折叠

摘要

Abstract

The auxiliary model identification idea,the multi-innovation identification theory and the coupling iden-tification concept are the new ideas and principles for studying identification problems of complex systems. Combining them,this paper studies the identification methods of multivariable output-error-like systems and presents multivariate auxiliary model identification methods,multivariate auxiliary model based multi-innovation identification methods,interval-varying multivariate auxiliary model based multi-innovation identification methods. In order to re-duce the computational complexity of the algorithms,we decompose the system into several sub-identification models and derive the partially coupled auxiliary model based identification methods and the partially coupled auxiliary model based multi-innovation identification methods,using the auxiliary model identification idea,the multi-innova-tion identification theory and the coupling identification concept. Finally,the computational efficiency,the computa-tional steps and the flowcharts of some typical identification algorithms are discussed.

关键词

参数估计/递推辨识/梯度搜索/最小二乘/辅助模型辨识思想/多新息辨识理论/递阶辨识原理/耦合辨识概念/类多变量系统

Key words

parameter estimation/recursive identification/gradient search/least squares/auxiliary model identifica-tion idea/multi-innovation identification theory/hierarchical identification principle/coupling identification concept/multivariable-like system

分类

信息技术与安全科学

引用本文复制引用

丁锋,汪菲菲,汪学海..类多变量输出误差系统的耦合多新息辨识方法[J].南京信息工程大学学报,2014,(3):193-210,18.

基金项目

国家自然科学基金(61273194);江苏省自然科学基金 ()

南京信息工程大学学报

1674-7070

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