Fuzzy Neural Networks for Real Time Control Applications

Written By Erdal Kayacan
Fuzzy Neural Networks for Real Time Control Applications
  • Publsiher : Butterworth-Heinemann
  • Release : 17 September 2015
  • ISBN : 9780128026878
  • Pages : 264 pages
  • Rating : /5 from reviews
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Download or read book entitled Fuzzy Neural Networks for Real Time Control Applications by author: Erdal Kayacan which was release on 17 September 2015 and published by Butterworth-Heinemann with total page 264 pages . This book available in PDF, EPUB and Kindle Format. AN INDISPENSABLE RESOURCE FOR ALL THOSE WHO DESIGN AND IMPLEMENT TYPE-1 AND TYPE-2 FUZZY NEURAL NETWORKS IN REAL TIME SYSTEMS Delve into the type-2 fuzzy logic systems and become engrossed in the parameter update algorithms for type-1 and type-2 fuzzy neural networks and their stability analysis with this book! Not only does this book stand apart from others in its focus but also in its application-based presentation style. Prepared in a way that can be easily understood by those who are experienced and inexperienced in this field. Readers can benefit from the computer source codes for both identification and control purposes which are given at the end of the book. A clear and an in-depth examination has been made of all the necessary mathematical foundations, type-1 and type-2 fuzzy neural network structures and their learning algorithms as well as their stability analysis. You will find that each chapter is devoted to a different learning algorithm for the tuning of type-1 and type-2 fuzzy neural networks; some of which are: . Gradient descent . Levenberg-Marquardt . Extended Kalman filter In addition to the aforementioned conventional learning methods above, number of novel sliding mode control theory-based learning algorithms, which are simpler and have closed forms, and their stability analysis have been proposed. Furthermore, hybrid methods consisting of particle swarm optimization and sliding mode control theory-based algorithms have also been introduced. The potential readers of this book are expected to be the undergraduate and graduate students, engineers, mathematicians and computer scientists. Not only can this book be used as a reference source for a scientist who is interested in fuzzy neural networks and their real-time implementations but also as a course book of fuzzy neural networks or artificial intelligence in master or doctorate university studies. We hope that this book will serve its main purpose successfully. Parameter update algorithms for type-1 and type-2 fuzzy neural networks and their stability analysis Contains algorithms that are applicable to real time systems Introduces fast and simple adaptation rules for type-1 and type-2 fuzzy neural networks Number of case studies both in identification and control Provides MATLAB® codes for some algorithms in the book

Fuzzy Neural Networks for Real Time Control Applications

Fuzzy Neural Networks for Real Time Control Applications
  • Author : Erdal Kayacan,Mojtaba Ahmadieh Khanesar
  • Publisher : Butterworth-Heinemann
  • Release Date : 2015-09-17
  • Total pages : 264
  • ISBN : 9780128026878
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Summary : AN INDISPENSABLE RESOURCE FOR ALL THOSE WHO DESIGN AND IMPLEMENT TYPE-1 AND TYPE-2 FUZZY NEURAL NETWORKS IN REAL TIME SYSTEMS Delve into the type-2 fuzzy logic systems and become engrossed in the parameter update algorithms for type-1 and type-2 fuzzy neural networks and their stability analysis with this book! Not ...

Fuzzy Neural Networks for Real Time Control Applications

Fuzzy Neural Networks for Real Time Control Applications
  • Author : Erdal Kayacan,Mojtaba Ahmadieh Khanesar
  • Publisher : Butterworth-Heinemann
  • Release Date : 2015-10-07
  • Total pages : 264
  • ISBN : 9780128026878
GET BOOK

Summary : AN INDISPENSABLE RESOURCE FOR ALL THOSE WHO DESIGN AND IMPLEMENT TYPE-1 AND TYPE-2 FUZZY NEURAL NETWORKS IN REAL TIME SYSTEMS Delve into the type-2 fuzzy logic systems and become engrossed in the parameter update algorithms for type-1 and type-2 fuzzy neural networks and their stability analysis with this book! Not ...

Neural Network Applications in Control

Neural Network Applications in Control
  • Author : Institution of Electrical Engineers
  • Publisher : IET
  • Release Date : 1995
  • Total pages : 295
  • ISBN : 9780128026878
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Summary : Introducing a wide variety of network types, including Kohenen nets, n-tuple nets and radial basis function networks as well as the more useful multilayer perception back-propagation networks, this book aims to give a detailed appreciation of the use of neural nets in these applications....

Design of Interpretable Fuzzy Systems

Design of Interpretable Fuzzy Systems
  • Author : Krzysztof Cpałka
  • Publisher : Springer
  • Release Date : 2017-01-31
  • Total pages : 196
  • ISBN : 9780128026878
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Summary : This book shows that the term “interpretability” goes far beyond the concept of readability of a fuzzy set and fuzzy rules. It focuses on novel and precise operators of aggregation, inference, and defuzzification leading to flexible Mamdani-type and logical-type systems that can achieve the required accuracy using a less complex ...

New Advances at the Intersection of Brain Inspired Learning and Deep Learning in Autonomous Vehicles and Robotics

New Advances at the Intersection of Brain Inspired Learning and Deep Learning in Autonomous Vehicles and Robotics
  • Author : Guang Chen,Pascual Campoy,Changhong Fu,Caixia Cai
  • Publisher : Frontiers Media SA
  • Release Date : 2020-09-02
  • Total pages : 212
  • ISBN : 9780128026878
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Summary : Read online New Advances at the Intersection of Brain Inspired Learning and Deep Learning in Autonomous Vehicles and Robotics written by Guang Chen,Pascual Campoy,Changhong Fu,Caixia Cai, published by Frontiers Media SA which was released on 2020-09-02. Download full New Advances at the Intersection of Brain Inspired ...

Neural Fuzzy Control Systems with Structure and Parameter Learning

Neural Fuzzy Control Systems with Structure and Parameter Learning
  • Author : C. T. Lin,Ching Tai Lin
  • Publisher : World Scientific
  • Release Date : 1994
  • Total pages : 127
  • ISBN : 9780128026878
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Summary : A general neural-network-based connectionist model, called Fuzzy Neural Network (FNN), is proposed in this book for the realization of a fuzzy logic control and decision system. The FNN is a feedforward multi-layered network which integrates the basic elements and functions of a traditional fuzzy logic controller into a connectionist structure ...

Artificial Intelligence in Real Time Control 1994

Artificial Intelligence in Real Time Control 1994
  • Author : A. Crespo
  • Publisher : Elsevier
  • Release Date : 2014-06-28
  • Total pages : 390
  • ISBN : 9780128026878
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Summary : Artificial Intelligence is one of the new technologies that has contributed to the successful development and implementation of powerful and friendly control systems. These systems are more attractive to end-users shortening the gap between control theory applications. The IFAC Symposia on Artificial Intelligence in Real Time Control provides the forum ...

Artificial Intelligence in Real Time Control 1992

Artificial Intelligence in Real Time Control 1992
  • Author : M.G. Rodd,H.B. Verbruggen
  • Publisher : Elsevier
  • Release Date : 2014-06-28
  • Total pages : 542
  • ISBN : 9780128026878
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Summary : The symposium had two main aims, to investigate the state-of-the-art in the application of artificial intelligence techniques in real-time control, and to bring together control system specialists, artificial intelligence specialists and end-users. Many professional engineers working in industry feel that the gap between theory and practice in applying control and ...

Fuzzy neural Control

Fuzzy neural Control
  • Author : Junhong Nie,D. A. Linkens
  • Publisher : Prentice Hall PTR
  • Release Date : 1995
  • Total pages : 243
  • ISBN : 9780128026878
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Summary : Shows how Fuzzy Logic and Neural Networks can be intgrated into a Model Reference Control context for real-time control of multivariable systems. It provides a unified architecture which accommodates several popular learning/reasoning paradigms, including Counter Propagation Networks, Radial Basis Functions and CMAC a fuzzy context. Unified treatment of fuzzy-algorithm-based ...

Artificial Intelligence in Real time Control 1997 AIRTC 97

Artificial Intelligence in Real time Control 1997  AIRTC 97
  • Author : Herbert E. Rauch
  • Publisher : Pergamon
  • Release Date : 1998
  • Total pages : 558
  • ISBN : 9780128026878
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Summary : Paperback. The Symposium on Artificial Intelligence in Real-Time Control 97 (AIRTC '97) was the seventh in the series of symposia and workshops under the sponsorship of the International Federation of Automatic Control's (IFAC) Co-ordinating Committee in Computer Control and of the Technical Committee on Artificial Intelligence in Real-Time Control.Artificial Intelligence ...

Artificial Intelligence in Real time Control

Artificial Intelligence in Real time Control
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1994
  • Total pages : 212
  • ISBN : 9780128026878
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Summary : Read online Artificial Intelligence in Real time Control written by , published by which was released on 1994. Download full Artificial Intelligence in Real time Control Books now! Available in PDF, ePub and Kindle....

Applications of Fuzzy Logic Technology

Applications of Fuzzy Logic Technology
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1993
  • Total pages : 212
  • ISBN : 9780128026878
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Summary : Read online Applications of Fuzzy Logic Technology written by , published by which was released on 1993. Download full Applications of Fuzzy Logic Technology Books now! Available in PDF, ePub and Kindle....

1996 International Symposium Workshop on Advanced Technologies

1996 International Symposium Workshop on Advanced Technologies
  • Author : Anonim
  • Publisher : Advanced and Applied Technologies Institute
  • Release Date : 1996
  • Total pages : 260
  • ISBN : 9780128026878
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Summary : This is a first conference describing advances in designing and using integrated circuits in control system. The application of neural networks on VLSI is explored. The Use of fuzzy logic in integrated circuit product controllers is explored....

Conference Report

Conference Report
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 1996
  • Total pages : 212
  • ISBN : 9780128026878
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Summary : Read online Conference Report written by , published by which was released on 1996. Download full Conference Report Books now! Available in PDF, ePub and Kindle....

Application of Artificial Intelligence in Process Control

Application of Artificial Intelligence in Process Control
  • Author : L. Boullart,A. Krijgsman,R. A. Vingerhoeds
  • Publisher : Elsevier
  • Release Date : 2013-10-22
  • Total pages : 544
  • ISBN : 9780128026878
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Summary : This book is the result of a united effort of six European universities to create an overall course on the appplication of artificial intelligence (AI) in process control. The book includes an introduction to key areas including; knowledge representation, expert, logic, fuzzy logic, neural network, and object oriented-based approaches in ...