Arun K. Tangirala's Principles of System Identification: Theory and Practice PDF

By Arun K. Tangirala

ISBN-10: 1439895996

ISBN-13: 9781439895993

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Vital to all data-driven or measurement-based approach operations, method id is an interface that's in accordance with observational technology, and facilities on constructing mathematical versions from saw information. Principles of procedure identity: concept and Practice is an introductory-level booklet that provides the fundamental foundations and underlying equipment correct to process id. the general scope of the booklet makes a speciality of approach identity with an emphasis on perform, and concentrates so much in particular on discrete-time linear process identification.

Useful for either concept and Practice

The e-book provides the foundational pillars of id, particularly, the speculation of discrete-time LTI platforms, the fundamentals of sign processing, the speculation of random strategies, and estimation idea. It explains the middle theoretical innovations of creating (linear) dynamic types from experimental information, in addition to the experimental and functional points of identity. the writer deals glimpses of contemporary advancements during this quarter, and gives numerical and simulation-based examples, case reviews, end-of-chapter difficulties, and different plentiful references to code for representation and training.

Comprising 26 chapters, and perfect for coursework and self-study, this broad textual content:

  • Provides the basic strategies of identification

  • Lays down the principles of mathematical descriptions of structures, random strategies, and estimation within the context of identification

  • Discusses the speculation bearing on non-parametric and parametric versions for deterministic-plus-stochastic LTI platforms in detail

  • Demonstrates the ideas and strategies of identity on various case-studies

  • Presents a steady improvement of state-space identity and grey-box modeling

  • Offers an summary of complex subject matters of identity specifically the linear time-varying (LTV), non-linear, and closed-loop identification

  • Discusses a multivariable method of identity utilizing the iterative crucial part analysis

  • Embeds MATLAB® codes for illustrated examples within the textual content on the respective points

Principles of approach identity: thought and Practice offers a proper base in LTI deterministic and stochastic platforms modeling and estimation concept; it's a one-stop reference for introductory to reasonably complicated classes on method id, in addition to introductory classes on stochastic sign processing or time-series analysis.The MATLAB scripts and SIMULINK types used as examples and case stories within the publication also are to be had at the author's site:!textbook/c397

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Principles of System Identification: Theory and Practice by Arun K. Tangirala

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