1.

Record Nr.

UNINA9910526286903321

Autore

Bittanti Sergio

Titolo

Model identification and data analysis / / Sergio Bittanti

Pubbl/distr/stampa

Hoboken, New Jersey : , : Wiley, , [2019]

©2019

ISBN

1-119-54631-1

1-119-54640-0

1-119-54641-9

Edizione

[1st edition]

Descrizione fisica

1 online resource (419 pages)

Collana

THEi Wiley ebooks.

Disciplina

003.1

Soggetti

System identification - Mathematical models

Quantitative research

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Sommario/riassunto

This book is about constructing models from experimental data. It covers a range of topics, from statistical data prediction to Kalman filtering, from black-box model identification to parameter estimation, from spectral analysis to predictive control. Written for graduate students, this textbook offers an approach that has proven successful throughout the many years during which its author has taught these topics at his University. The book: Contains accessible methods explained step-by-step in simple terms Offers an essential tool useful in a variety of fields, especially engineering, statistics, and mathematics Includes an overview on random variables and stationary processes, as well as an introduction to discrete time models and matrix analysis Incorporates historical commentaries to put into perspective the developments that have brought the discipline to its current state Provides many examples and solved problems to complement the presentation and facilitate comprehension of the techniques presented