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Adaptive Learning Methods for Nonlinear System Modeling

Adaptive Learning Methods for Nonlinear System Modeling
A Book

by Danilo Comminiello,Jose C. Principe

  • Publisher : Butterworth-Heinemann
  • Release : 2018-06-11
  • Pages : 388
  • ISBN : 0128129778
  • Language : En, Es, Fr & De
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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.

The First Outstanding 50 Years of “Università Politecnica delle Marche”

The First Outstanding 50 Years of “Università Politecnica delle Marche”
Research Achievements in Physical Sciences and Engineering

by Sauro Longhi,Andrea Monteriù,Alessandro Freddi,Emanuele Frontoni,Michele Germani,Gian Marco Revel

  • Publisher : Springer Nature
  • Release : 2019-12-16
  • Pages : 402
  • ISBN : 3030327620
  • Language : En, Es, Fr & De
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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 beings. The book covers the main research achievements in the different disciplines of the physical sciences and engineering, as well as several research lines developed at the university’s Faculty of Engineering in the fields of electronic and information engineering, telecommunications, biomedical engineering, mechanical engineering, manufacturing technologies, energy, advanced materials, chemistry, physics of matter, mathematical sciences, geotechnical engineering, circular economy, urban planning, construction engineering, infrastructures and environment protection, technologies and digitization of the built environment and cultural heritage. It highlights the international relevance and multidisciplinarity of research at the university as well as the planned research lines for the next years.

Self-Learning Optimal Control of Nonlinear Systems

Self-Learning Optimal Control of Nonlinear Systems
Adaptive Dynamic Programming Approach

by Qinglai Wei,Ruizhuo Song,Benkai Li,Xiaofeng Lin

  • Publisher : Springer
  • Release : 2017-06-13
  • Pages : 230
  • ISBN : 981104080X
  • Language : En, Es, Fr & De
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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 under iterative control laws, helping to guarantee the effectiveness of the methods developed. When the system model is known, self-learning optimal control is designed on the basis of the system model; when the system model is not known, adaptive dynamic programming is implemented according to the system data, effectively making the performance of the system converge to the optimum. With various real-world examples to complement and substantiate the mathematical analysis, the book is a valuable guide for engineers, researchers, and students in control science and engineering.

Nonlinear System Identification

Nonlinear System Identification
From Classical Approaches to Neural Networks and Fuzzy Models

by Oliver Nelles

  • Publisher : Springer Science & Business Media
  • Release : 2001
  • Pages : 785
  • ISBN : 9783540673699
  • Language : En, Es, Fr & De
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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.

Proceedings

Proceedings
ICONIP'99 : ANZIIS'99 & ANNES'99 & ACNN'99 : 6th International Conference on Neural Information Processing : Perth, Western Australia : 16-20 November 1999

by Anonim

  • Publisher : Unknown Publisher
  • Release : 1999
  • Pages : 1240
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Control Abstracts

Control Abstracts
A Book

by Anonim

  • Publisher : Unknown Publisher
  • Release : 1967
  • Pages : 329
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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IEEE/ASME International Conference on Advanced Intelligent Mechatronics Proceedings

IEEE/ASME International Conference on Advanced Intelligent Mechatronics Proceedings
A Book

by Anonim

  • Publisher : Unknown Publisher
  • Release : 2005
  • Pages : 329
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Block-oriented Nonlinear System Identification

Block-oriented Nonlinear System Identification
A Book

by Fouad Giri,Er-Wei Bai

  • Publisher : Springer Science & Business Media
  • Release : 2010-08-18
  • Pages : 426
  • ISBN : 1849965129
  • Language : En, Es, Fr & De
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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 methods; blind identification method; bounded-error method; and decoupling inputs approach. The identification methods are presented by authors who have either invented them or contributed significantly to their development. All the important issues e.g., input design, persistent excitation, and consistency analysis, are discussed. The practical relevance of block-oriented models is illustrated through biomedical/physiological system modelling. The book will be of major interest to all those who are concerned with nonlinear system identification whatever their activity areas. This is particularly the case for educators in electrical, mechanical, chemical and biomedical engineering and for practising engineers in process, aeronautic, aerospace, robotics and vehicles control. Block-oriented Nonlinear System Identification serves as a reference for active researchers, new comers, industrial and education practitioners and graduate students alike.

Advanced Computational Methods in Life System Modeling and Simulation

Advanced Computational Methods in Life System Modeling and Simulation
International Conference on Life System Modeling and Simulation, LSMS 2017 and International Conference on Intelligent Computing for Sustainable Energy and Environment, ICSEE 2017, Nanjing, China, September 22-24, 2017, Proceedings, Part I

by Minrui Fei,Shiwei Ma,Xin Li,Xin Sun,Li Jia,Zhou Su

  • Publisher : Springer
  • Release : 2017-09-01
  • Pages : 609
  • ISBN : 9811063702
  • Language : En, Es, Fr & De
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The three-volume set CCIS 761, CCIS 762, and CCIS 763 constitutes the thoroughly refereed proceedings of the International Conference on Life System Modeling and Simulation, LSMS 2017, and of the International Conference on Intelligent Computing for Sustainable Energy and Environment, ICSEE 2017, held in Nanjing, China, in September 2017. The 208 revised full papers presented were carefully reviewed and selected from over 625 submissions. The papers of this volume are organized in topical sections on: Biomedical Signal Processing; Computational Methods in Organism Modeling; Medical Apparatus and Clinical Applications; Bionics Control Methods, Algorithms and Apparatus; Modeling and Simulation of Life Systems; Data Driven Analysis; Image and Video Processing; Advanced Fuzzy and Neural Network Theory and Algorithms; Advanced Evolutionary Methods and Applications; Advanced Machine Learning Methods and Applications; Intelligent Modeling, Monitoring, and Control of Complex Nonlinear Systems; Advanced Methods for Networked Systems; Control and Analysis of Transportation Systems; Advanced Sliding Mode Control and Applications; Advanced Analysis of New Materials and Devices; Computational Intelligence in Utilization of Clean and Renewable Energy Resources; Intelligent Methods for Energy Saving and Pollution Reduction; Intelligent Methods in Developing Electric Vehicles, Engines and Equipment; Intelligent Computing and Control in Power Systems; Modeling, Simulation and Control in Smart Grid and Microgrid; Optimization Methods; Computational Methods for Sustainable Environment.

Control Theory and Advanced Technology

Control Theory and Advanced Technology
A Book

by Anonim

  • Publisher : Unknown Publisher
  • Release : 1995
  • Pages : 329
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Adaptive Nonlinear System Identification

Adaptive Nonlinear System Identification
The Volterra and Wiener Model Approaches

by Tokunbo Ogunfunmi

  • Publisher : Springer Science & Business Media
  • Release : 2007-09-12
  • Pages : 229
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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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 filter algorithms that are well known for linear systems identification. They are applicable for nonlinear systems that can be efficiently modeled by polynomials. After a brief introduction to nonlinear systems and to adaptive system identification, the author presents the discrete Volterra model approach. This is followed by an explanation of the Wiener model approach. Adaptive algorithms using both models are developed. The performance of the two methods are then compared to determine which model performs better for system identification applications. Adaptive Nonlinear System Identification: The Volterra and Wiener Model Approaches is useful to graduates students, engineers and researchers in the areas of nonlinear systems, control, biomedical systems and in adaptive signal processing.

Soft Computing

Soft Computing
Fuzzy Logic, Neural Networks, and Distributed Artificial Intelligence

by Fred Aminzadeh,Mohammad Jamshidi

  • Publisher : Prentice Hall
  • Release : 1994
  • Pages : 301
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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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.

Research Series

Research Series
A Book

by Anonim

  • Publisher : Unknown Publisher
  • Release : 1965
  • Pages : 329
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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1995 IEEE International Conference on Neural Networks

1995 IEEE International Conference on Neural Networks
Proceedings, the University of Western Australia, Perth, Western Australia, 27 November-1 December 1995

by Anonim

  • Publisher : Unknown Publisher
  • Release : 1995
  • Pages : 3219
  • ISBN : 9780780327689
  • Language : En, Es, Fr & De
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Engineering Bulletin

Engineering Bulletin
A Book

by Anonim

  • Publisher : Unknown Publisher
  • Release : 1967
  • Pages : 329
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Research Series

Research Series
A Book

by Purdue University. Engineering Experiment Station

  • Publisher : Unknown Publisher
  • Release : 1965
  • Pages : 329
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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Research Series - Engineering Experiment Station

Research Series - Engineering Experiment Station
A Book

by Purdue University. Engineering Experiment Station

  • Publisher : Unknown Publisher
  • Release : 1965
  • Pages : 329
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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International Aerospace Abstracts

International Aerospace Abstracts
A Book

by Anonim

  • Publisher : Unknown Publisher
  • Release : 1999
  • Pages : 329
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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2003 IEEE/RSJ International Conference on Intelligent Robots and Systems

2003 IEEE/RSJ International Conference on Intelligent Robots and Systems
(IROS 2003) : Proceedings : October 27-31, 2003, Las Vegas, Nevada

by Anonim

  • Publisher : Institute of Electrical & Electronics Engineers(IEEE)
  • Release : 2003
  • Pages : 3828
  • ISBN : 9780780378605
  • Language : En, Es, Fr & De
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Taken from the proceedings of the 2003 IEEE/RSJ International Conference, this volume examines aspects of intelligent robots and systems.

Transportation Research Record

Transportation Research Record
A Book

by Anonim

  • Publisher : Unknown Publisher
  • Release : 1974
  • Pages : 329
  • ISBN : 9876543210XXX
  • Language : En, Es, Fr & De
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