System modeling and identification

書誌事項

System modeling and identification

Rolf Johansson

(Prentice-Hall information and system sciences series)

Prentice Hall, c1993

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注記

Includes bibliographical references and index

内容説明・目次

内容説明

This is an exploration of physical modelling and experimental issues that considers identification of structured models such as continuous-time linear systems, multidimensional systems and nonlinear systems. It avoids a narrow focus on time series analysis and gives a broader perspective on modelling, identification and its applications with many examples of physical modelling. There is also strong emphasis on model validation and a pluralistic approach with model evaluation in a stochastic framework, according to approximation notions.

目次

  • Black box models
  • signals and systems
  • spectrum analysis
  • linear regression
  • identification of time-series models
  • modelling
  • the experimental procedures
  • model approximation
  • real-time identification
  • continous-time models
  • multidimentional identification
  • adaptive systems. Appendices: basic matrix algebra
  • statistical inference
  • numerical optimization
  • statistical properties of time series
  • a case study.

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