Adaptive Learning Methods for Nonlinear System Modeling

Written By Danilo Comminiello
Adaptive Learning Methods for Nonlinear System Modeling
  • Publsiher : Butterworth-Heinemann
  • Release : 11 June 2018
  • ISBN : 0128129778
  • Pages : 388 pages
  • Rating : /5 from reviews
GET THIS BOOKAdaptive Learning Methods for Nonlinear System Modeling


Download or read book entitled Adaptive Learning Methods for Nonlinear System Modeling by author: Danilo Comminiello which was release on 11 June 2018 and published by Butterworth-Heinemann with total page 388 pages . This book available in PDF, EPUB and Kindle Format. Adaptive Learning Methods for Nonlinear System Modeling presents some of the recent advances on adaptive algorithms and machine learning methods designed for nonlinear system modeling and identification. Real-life problems always entail a certain degree of nonlinearity, which makes linear models a non-optimal choice. This book mainly focuses on those methodologies for nonlinear modeling that involve any adaptive learning approaches to process data coming from an unknown nonlinear system. By learning from available data, such methods aim at estimating the nonlinearity introduced by the unknown system. In particular, the methods presented in this book are based on online learning approaches, which process the data example-by-example and allow to model even complex nonlinearities, e.g., showing time-varying and dynamic behaviors. Possible fields of applications of such algorithms includes distributed sensor networks, wireless communications, channel identification, predictive maintenance, wind prediction, network security, vehicular networks, active noise control, information forensics and security, tracking control in mobile robots, power systems, and nonlinear modeling in big data, among many others. This book serves as a crucial resource for researchers, PhD and post-graduate students working in the areas of machine learning, signal processing, adaptive filtering, nonlinear control, system identification, cooperative systems, computational intelligence. This book may be also of interest to the industry market and practitioners working with a wide variety of nonlinear systems. Presents the key trends and future perspectives in the field of nonlinear signal processing and adaptive learning. Introduces novel solutions and improvements over the state-of-the-art methods in the very exciting area of online and adaptive nonlinear identification. Helps readers understand important methods that are effective in nonlinear system modelling, suggesting the right methodology to address particular issues.

Adaptive Learning Methods for Nonlinear System Modeling

Adaptive Learning Methods for Nonlinear System Modeling
  • Author : Danilo Comminiello,Jose C. Principe
  • Publisher : Butterworth-Heinemann
  • Release Date : 2018-06-11
  • Total pages : 388
  • ISBN : 0128129778
GET BOOK

Summary : Adaptive Learning Methods for Nonlinear System Modeling presents some of the recent advances on adaptive algorithms and machine learning methods designed for nonlinear system modeling and identification. Real-life problems always entail a certain degree of nonlinearity, which makes linear models a non-optimal choice. This book mainly focuses on those methodologies ...

The First Outstanding 50 Years of Universit Politecnica delle Marche

The First Outstanding 50 Years of    Universit   Politecnica delle Marche
  • Author : Sauro Longhi,Andrea Monteriù,Alessandro Freddi,Emanuele Frontoni,Michele Germani,Gian Marco Revel
  • Publisher : Springer Nature
  • Release Date : 2019-12-16
  • Total pages : 402
  • ISBN : 0128129778
GET BOOK

Summary : The book describes the significant multidisciplinary research findings at the Università Politecnica delle Marche and the expected future advances. It addresses some of the most dramatic challenges posed by today’s fast-growing, global society and the changes it has caused. It also discusses solutions to improve the wellbeing of human ...

Self Learning Optimal Control of Nonlinear Systems

Self Learning Optimal Control of Nonlinear Systems
  • Author : Qinglai Wei,Ruizhuo Song,Benkai Li,Xiaofeng Lin
  • Publisher : Springer
  • Release Date : 2017-06-13
  • Total pages : 230
  • ISBN : 0128129778
GET BOOK

Summary : This book presents a class of novel, self-learning, optimal control schemes based on adaptive dynamic programming techniques, which quantitatively obtain the optimal control schemes of the systems. It analyzes the properties identified by the programming methods, including the convergence of the iterative value functions and the stability of the system ...

Proceedings

Proceedings
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1999
  • Total pages : 1240
  • ISBN : 0128129778
GET BOOK

Summary : Read online Proceedings written by , published by which was released on 1999. Download full Proceedings Books now! Available in PDF, ePub and Kindle....

Nonlinear System Identification

Nonlinear System Identification
  • Author : Oliver Nelles
  • Publisher : Springer Science & Business Media
  • Release Date : 2001
  • Total pages : 785
  • ISBN : 0128129778
GET BOOK

Summary : Written from an engineering point of view, this book covers the most common and important approaches for the identification of nonlinear static and dynamic systems. The book also provides the reader with the necessary background on optimization techniques, making it fully self-contained. The new edition includes exercises....

Control Abstracts

Control Abstracts
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1967
  • Total pages : 212
  • ISBN : 0128129778
GET BOOK

Summary : Read online Control Abstracts written by , published by which was released on 1967. Download full Control Abstracts Books now! Available in PDF, ePub and Kindle....

IEEE ASME International Conference on Advanced Intelligent Mechatronics Proceedings

IEEE ASME International Conference on Advanced Intelligent Mechatronics Proceedings
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 2005
  • Total pages : 212
  • ISBN : 0128129778
GET BOOK

Summary : Read online IEEE ASME International Conference on Advanced Intelligent Mechatronics Proceedings written by , published by which was released on 2005. Download full IEEE ASME International Conference on Advanced Intelligent Mechatronics Proceedings Books now! Available in PDF, ePub and Kindle....

Control Theory and Advanced Technology

Control Theory and Advanced Technology
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1995
  • Total pages : 212
  • ISBN : 0128129778
GET BOOK

Summary : Read online Control Theory and Advanced Technology written by , published by which was released on 1995. Download full Control Theory and Advanced Technology Books now! Available in PDF, ePub and Kindle....

Adaptive Nonlinear System Identification

Adaptive Nonlinear System Identification
  • Author : Tokunbo Ogunfunmi
  • Publisher : Springer Science & Business Media
  • Release Date : 2007-09-12
  • Total pages : 229
  • ISBN : 0128129778
GET BOOK

Summary : Adaptive Nonlinear System Identification: The Volterra and Wiener Model Approaches introduces engineers and researchers to the field of nonlinear adaptive system identification. The book includes recent research results in the area of adaptive nonlinear system identification and presents simple, concise, easy-to-understand methods for identifying nonlinear systems. These methods use adaptive ...

Soft Computing

Soft Computing
  • Author : Fred Aminzadeh,Mohammad Jamshidi
  • Publisher : Prentice Hall
  • Release Date : 1994
  • Total pages : 301
  • ISBN : 0128129778
GET BOOK

Summary : This volume presents a collection of articles on state-of-the-art soft computing and AI applications that cover broad domains and many disciplines. The authors explain the evolution of the mathematics behind the intelligent systems; consider fuzzy logic and neural network applications; and explore several AI applications....

Block oriented Nonlinear System Identification

Block oriented Nonlinear System Identification
  • Author : Fouad Giri,Er-Wei Bai
  • Publisher : Springer Science & Business Media
  • Release Date : 2010-08-18
  • Total pages : 426
  • ISBN : 0128129778
GET BOOK

Summary : Block-oriented Nonlinear System Identification deals with an area of research that has been very active since the turn of the millennium. The book makes a pedagogical and cohesive presentation of the methods developed in that time. These include: iterative and over-parameterization techniques; stochastic and frequency approaches; support-vector-machine, subspace, and separable-least-squares ...

Research Series

Research Series
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1965
  • Total pages : 212
  • ISBN : 0128129778
GET BOOK

Summary : Read online Research Series written by , published by which was released on 1965. Download full Research Series Books now! Available in PDF, ePub and Kindle....

1995 IEEE International Conference on Neural Networks

1995 IEEE International Conference on Neural Networks
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1995
  • Total pages : 3219
  • ISBN : 0128129778
GET BOOK

Summary : Read online 1995 IEEE International Conference on Neural Networks written by , published by which was released on 1995. Download full 1995 IEEE International Conference on Neural Networks Books now! Available in PDF, ePub and Kindle....

International Aerospace Abstracts

International Aerospace Abstracts
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1999
  • Total pages : 212
  • ISBN : 0128129778
GET BOOK

Summary : Read online International Aerospace Abstracts written by , published by which was released on 1999. Download full International Aerospace Abstracts Books now! Available in PDF, ePub and Kindle....

Engineering Bulletin

Engineering Bulletin
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1967
  • Total pages : 212
  • ISBN : 0128129778
GET BOOK

Summary : Read online Engineering Bulletin written by , published by which was released on 1967. Download full Engineering Bulletin Books now! Available in PDF, ePub and Kindle....