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
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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
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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 ...

Modelling Simulation and Applications of Complex Systems

Modelling  Simulation and Applications of Complex Systems
  • Author : Mohd Hafiz Mohd
  • Publisher : Springer Nature
  • Release Date : 2021-08-01
  • Total pages : 212
  • ISBN : 0128129778
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Summary : Read online Modelling Simulation and Applications of Complex Systems written by Mohd Hafiz Mohd, published by Springer Nature which was released on . Download full Modelling Simulation and Applications of Complex Systems Books now! Available in PDF, ePub and Kindle....

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  • Publisher : Springer Nature
  • Release Date : 2019-12-16
  • Total pages : 402
  • ISBN : 0128129778
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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 ...

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Intelligent Adaptive Control
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  • Publisher : CRC Press
  • Release Date : 1998-12-29
  • Total pages : 440
  • ISBN : 0128129778
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Summary : This book describes important techniques, developments, and applications of computational intelligence in system control. Chapters present: an introduction to the fundamentals of neural networks, fuzzy logic, and evolutionary computing a rigorous treatment of intelligent control industrial applications of intelligent control and soft computing, including transportation, petroleum, motor drive, industrial automation, ...

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Process Neural Networks
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  • Publisher : Springer Science & Business Media
  • Release Date : 2010-07-05
  • Total pages : 240
  • ISBN : 0128129778
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Summary : For the first time, this book sets forth the concept and model for a process neural network. You’ll discover how a process neural network expands the mapping relationship between the input and output of traditional neural networks and greatly enhances the expression capability of artificial neural networks. Detailed illustrations ...

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  • Publisher : BoD – Books on Demand
  • Release Date : 2021-02-17
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  • ISBN : 0128129778
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Summary : Over the last few years, interest in the industrial applications of AI and learning systems has surged. This book covers the recent developments and provides a broad perspective of the key challenges that characterize the field of Industry 4.0 with a focus on applications of AI. The target audience for this ...

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  • Author : Shelly Vadhera
  • Publisher : Springer Nature
  • Release Date : 2021-08-01
  • Total pages : 212
  • ISBN : 0128129778
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Summary : Read online Latest Trends in Renewable Energy Technologies written by Shelly Vadhera, published by Springer Nature which was released on . Download full Latest Trends in Renewable Energy Technologies Books now! Available in PDF, ePub and Kindle....

Control Abstracts

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

Adaptive Nonlinear System Identification

Adaptive Nonlinear System Identification
  • Author : Tokunbo Ogunfunmi
  • Publisher : Springer Science & Business Media
  • Release Date : 2007-09-05
  • Total pages : 232
  • ISBN : 0128129778
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Summary : Focuses on System Identification applications of the adaptive methods presented. but which can also be applied to other applications of adaptive nonlinear processes. Covers recent research results in the area of adaptive nonlinear system identification from the authors and other researchers in the field....

European Control Conference 1993

European Control Conference 1993
  • Author : Anonim
  • Publisher : European Control Association
  • Release Date : 1993-06-28
  • Total pages : 212
  • ISBN : 0128129778
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Summary : Proceedings of the European Control Conference 1993, Groningen, Netherlands, June 28 – July 1, 1993...

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Molecular  Cellular  and Tissue Engineering
  • Author : Joseph D. Bronzino,Donald R. Peterson
  • Publisher : CRC Press
  • Release Date : 2018-10-08
  • Total pages : 1891
  • ISBN : 0128129778
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Summary : Known as the bible of biomedical engineering, The Biomedical Engineering Handbook, Fourth Edition, sets the standard against which all other references of this nature are measured. As such, it has served as a major resource for both skilled professionals and novices to biomedical engineering. Molecular, Cellular, and Tissue Engineering, the ...

Advances in Neural Information Processing Systems 15

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  • Publisher : MIT Press
  • Release Date : 2003
  • Total pages : 1687
  • ISBN : 0128129778
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Summary : Proceedings of the 2002 Neural Information Processing Systems Conference. The annual Neural Information Processing (NIPS) meeting is the flagship conference on neural computation. The conference draws a diverse group of attendees--physicists, neuroscientists, mathematicians, statisticians, and computer scientists--and the presentations are interdisciplinary, with contributions in algorithms, learning theory, cognitive science, neuroscience, vision, ...

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  • Publisher : Springer
  • Release Date : 2013-12-12
  • Total pages : 672
  • ISBN : 0128129778
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Summary : The two-volume set LNCS 8297 and LNCS 8298 constitutes the proceedings of the 4th International Conference on Swarm, Evolutionary and Memetic Computing, SEMCCO 2013, held in Chennai, India, in December 2013. The total of 123 papers presented in this volume was carefully reviewed and selected for inclusion in the proceedings. They cover cutting-edge research on ...

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Stochastic Game Strategies and their Applications
  • Author : Bor-Sen Chen
  • Publisher : CRC Press
  • Release Date : 2019-07-31
  • Total pages : 600
  • ISBN : 0128129778
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Summary : Game theory involves multi-person decision making and differential dynamic game theory has been widely applied to n-person decision making problems, which are stimulated by a vast number of applications. This book addresses the gap to discuss general stochastic n-person noncooperative and cooperative game theory with wide applications to control systems, ...

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  • Author : Cornelius T. Leondes
  • Publisher : CRC Press
  • Release Date : 2018-10-08
  • Total pages : 2400
  • ISBN : 0128129778
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Summary : Intelligent systems, or artificial intelligence technologies, are playing an increasing role in areas ranging from medicine to the major manufacturing industries to financial markets. The consequences of flawed artificial intelligence systems are equally wide ranging and can be seen, for example, in the programmed trading-driven stock market crash of October 19, 1987. ...