LJUNG by Lennart Ljung

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  • Title: LJUNG
  • Author: Lennart Ljung
  • Category: Technology
  • Date: December 1998
  • Lenguage: English
  • Pages: unknown
  • ISBN: 9780132440530

 

Ebook description:

The subject’s main textual content, now utterly up to date. Modeling dynamical programs — principle, methodology, and functions. Lennart Ljung’s System Identification: Theory for the User is a whole, coherent description of the speculation, methodology, and follow of System Identification. This utterly revised Second Edition introduces subspace strategies, strategies that make the most of frequency area information, and common non-linear black field strategies, together with neural networks and neuro-fuzzy modeling. The ebook accommodates many new computer-based examples designed for Ljung’s market-leading software program, System Identification Toolbox for MATLAB. Ljung combines cautious arithmetic, a sensible understanding of real-world functions, and intensive workout routines. He introduces each black-box and tailored fashions of linear in addition to non-linear programs, and he describes ideas, properties, and algorithms for quite a lot of identification methods: Nonparametric time-domain and frequency-domain strategies. Parameter estimation strategies in a common prediction error setting. Frequency area information and frequency area interpretations. Asymptotic evaluation of parameter estimates. Linear regressions, iterative search strategies, and different methods to compute estimates. Recursive (adaptive) estimation methods. Ljung additionally presents detailed protection of the important thing points that may make or break system identification tasks, resembling defining targets, designing experiments, controlling the bias distribution of transfer-function estimates, and punctiliously validating the ensuing fashions. The first version of System Identification has been the sphere’s most generally cited reference for over a decade. This new version would be the new textual content of alternative for anybody involved with system identification principle and follow

 

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