Fuzzy Neural Networks for Real Time Control Applications

Written By Erdal Kayacan
Fuzzy Neural Networks for Real Time Control Applications
  • Publsiher : Butterworth-Heinemann
  • Release : 07 October 2015
  • ISBN : 0128027037
  • Pages : 264 pages
  • Rating : 4/5 from 21 reviews
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Read or download book entitled Fuzzy Neural Networks for Real Time Control Applications written by Erdal Kayacan which was release on 07 October 2015, this book published by Butterworth-Heinemann. Available in PDF, EPUB and Kindle Format. Book excerpt: 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 : 2015-10-07
  • Total pages : 264
  • ISBN : 0128027037
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 ...

Design of Interpretable Fuzzy Systems

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  • Author : Krzysztof Cpałka
  • Publisher : Springer
  • Release Date : 2017-01-31
  • Total pages : 196
  • ISBN : 0128027037
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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 ...

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  • Publisher : Frontiers Media SA
  • Release Date : 2020-09-02
  • Total pages : 212
  • ISBN : 0128027037
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Summary : Download or 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. Get New Advances at the Intersection of Brain ...

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  • Publisher : Springer
  • Release Date : 2018-08-23
  • Total pages : 362
  • ISBN : 0128027037
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Summary : The book focuses on original approaches intended to support the development of biologically inspired cognitive architectures. It bridges together different disciplines, from classical artificial intelligence to linguistics, from neuro- and social sciences to design and creativity, among others. The chapters, based on contributions presented at the Ninth Annual Meeting of ...

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  • Publisher : Springer Nature
  • Release Date : 2022-03-29
  • Total pages : 279
  • ISBN : 0128027037
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Summary : This book is devoted to intelligent models and algorithms as the core components of cyber-physical systems. The complexity of cyber-physical systems developing and deploying requires new approaches to its modelling and design. Presents results in the field of modelling technologies that leverage the exploitation of artificial intelligence, including artificial general ...

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  • Publisher : Springer Nature
  • Release Date : 2020-08-17
  • Total pages : 480
  • ISBN : 0128027037
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Summary : This book presents the proceedings of the 8th International Workshop on Soft Computing Applications, SOFA 2018, held on 13–15 September 2018 in Arad, Romania. The workshop was organized by Aurel Vlaicu University of Arad, in conjunction with the Institute of Computer Science, Iasi Branch of the Romanian Academy, IEEE Romanian Section, Romanian Society ...

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  • Author : Ralph Baker Kearfott,Ildar Batyrshin,Marek Reformat,Martine Ceberio,Vladik Kreinovich
  • Publisher : Springer
  • Release Date : 2019-06-10
  • Total pages : 823
  • ISBN : 0128027037
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Summary : This book describes the latest findings related to fuzzy techniques, discussing applications in control, economics, education, humor studies, industrial engineering, linguistics, management, marketing, medicine and public health, military engineering, robotics, ship design, sports, transportation, and many other areas. It also presents recent fuzzy-related algorithms and theoretical results that can be ...

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  • Author : Jerry M. Mendel
  • Publisher : Springer
  • Release Date : 2017-05-17
  • Total pages : 684
  • ISBN : 0128027037
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Summary : The second edition of this textbook provides a fully updated approach to fuzzy sets and systems that can model uncertainty — i.e., “type-2” fuzzy sets and systems. The author demonstrates how to overcome the limitations of classical fuzzy sets and systems, enabling a wide range of applications from time-series forecasting ...

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  • Author : A. Crespo
  • Publisher : Elsevier
  • Release Date : 2014-06-28
  • Total pages : 390
  • ISBN : 0128027037
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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 ...

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  • Publisher : Elsevier
  • Release Date : 2014-06-28
  • Total pages : 542
  • ISBN : 0128027037
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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 ...

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  • Publisher : Elsevier
  • Release Date : 2003
  • Total pages : 308
  • ISBN : 0128027037
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Summary : A Proceedings volume from the IFAC Symposium on Intelligent Components and Instruments for Control Applications, Portugal, 2003. Provides an overview of the theory and applications and presents an exchange of experiences on recent advances in this field....

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  • Publisher : John Wiley & Sons
  • Release Date : 2015-03-30
  • Total pages : 888
  • ISBN : 0128027037
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Summary : Various systems science and engineering disciplines are covered and challenging new research issues in these disciplines are revealed. They will be extremely valuable for the readers to search for some new research directions and problems. Chapters are contributed by world-renowned systems engineers Chapters include discussions and conclusions Readers can grasp ...

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  • Publisher : Springer
  • Release Date : 2018-03-12
  • Total pages : 531
  • ISBN : 0128027037
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Summary : This book includes the latest research presented at the International Conference on Artificial Intelligence in Renewable Energetic Systems held in Tipaza, Algeria on October 22–24, 2017. The development of renewable energy at low cost must necessarily involve the intelligent optimization of energy flows and the intelligent balancing of production, consumption and energy ...

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  • Author : Tariq M. Arif
  • Publisher : Springer Nature
  • Release Date : 2022-05-31
  • Total pages : 93
  • ISBN : 0128027037
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Summary : This book provides a short introduction and easy-to-follow implementation steps of deep learning using Google Cloud Platform. It also includes a practical case study that highlights the utilization of Python and related libraries for running a pre-trained deep learning model. In recent years, deep learning-based modeling approaches have been used ...

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  • Publisher : Elsevier
  • Release Date : 2014-05-23
  • Total pages : 363
  • ISBN : 0128027037
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Summary : This Workshop focuses on such issues as control algorithms which are suitable for real-time use, computer architectures which are suitable for real-time control algorithms, and applications for real-time control issues in the areas of parallel algorithms, multiprocessor systems, neural networks, fault-tolerance systems, real-time robot control identification, real-time filtering algorithms, control ...