Optimization Of Pid Controllers Using Ant Colony And Genetic Algorithms

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Optimization of PID Controllers Using Ant Colony and Genetic Algorithms

Author : Muhammet Ünal,Ayça Ak,Vedat Topuz,Hasan Erdal
Publisher : Springer
Page : 88 pages
File Size : 49,9 Mb
Release : 2012-09-13
Category : Technology & Engineering
ISBN : 9783642329005

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Optimization of PID Controllers Using Ant Colony and Genetic Algorithms by Muhammet Ünal,Ayça Ak,Vedat Topuz,Hasan Erdal Pdf

Artificial neural networks, genetic algorithms and the ant colony optimization algorithm have become a highly effective tool for solving hard optimization problems. As their popularity has increased, applications of these algorithms have grown in more than equal measure. While many of the books available on these subjects only provide a cursory discussion of theory, the present book gives special emphasis to the theoretical background that is behind these algorithms and their applications. Moreover, this book introduces a novel real time control algorithm, that uses genetic algorithm and ant colony optimization algorithms for optimizing PID controller parameters. In general, the present book represents a solid survey on artificial neural networks, genetic algorithms and the ant colony optimization algorithm and introduces novel practical elements related to the application of these methods to process system control.

Bio-Inspired Algorithms in PID Controller Optimization

Author : Jagatheesan Kallannan,Anand Baskaran,Nilanjan Dey,Amira S. Ashour
Publisher : CRC Press
Page : 98 pages
File Size : 46,9 Mb
Release : 2018-06-12
Category : Mathematics
ISBN : 9780429943379

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Bio-Inspired Algorithms in PID Controller Optimization by Jagatheesan Kallannan,Anand Baskaran,Nilanjan Dey,Amira S. Ashour Pdf

This book discusses in-depth role of optimization to optimize the controller parameters with reference to bio-inspired algorithms. Comparative studies to evaluate the performance of different optimization techniques in terms of the settling time, overshoot and undershoot responses of the frequency deviations, tie-line power flow deviations, and the area control error are included, supported by examples. The book also includes different scenarios of the load frequency controller for single area as well as multi-area thermal power generating unit considering different algorithms. Key Features: Highlights the importance of tuning the power system controller parameters with emphasis on bio-inspiration algorithms Provides some applied applications/examples of the thermal power system Focusses on power system applications based on the optimization algorithms with different single area and multi-area thermal power systems Reports different cases on the interconnected power systems with providing optimal performance by optimizing the controller’s parameters

Industrial PID Controller Tuning

Author : José David Rojas,Orlando Arrieta,Ramon Vilanova
Publisher : Springer Nature
Page : 158 pages
File Size : 44,7 Mb
Release : 2021-05-22
Category : Technology & Engineering
ISBN : 9783030723118

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Industrial PID Controller Tuning by José David Rojas,Orlando Arrieta,Ramon Vilanova Pdf

Industrial PID Controller Tuning presents a different view of the servo/regulator compromise that has been studied for a long time in industrial control research. Optimal tuning generally involves comparison of cost functions (e.g., a quadratic function of the error or a time-weighted absolute value of the error) but without taking advantage of available multi-objective optimization methods. The book does make use of multi-objective optimization to account for several sources of disturbance, applying them to a more realistic problem: how to select the tuning of a controller when both servo and regulator responses are important. The authors review the different deterministic multi-objective optimization methods. In order to ameliorate the consequences of the computational expense typically involved in their use—specifically the generation of multiple solutions among which the control engineer still has to choose—algorithms for two-degree-of-freedom PID control are implemented in MATLAB®. MATLAB code and a MATLAB-compatible program are provided for download and will help readers to adapt the ideas presented in the text for use in their own systems. Further practical guidance is offered by the inclusion of several examples of common industrial processes amenable to the use of the authors’ methods. Researchers interested in non-heuristic approaches to controller tuning or in decision-making after a Pareto set has been established and graduate students interested in beginning a career working with PID control and/or industrial controller tuning will find this book a valuable reference and source of ideas. Advances in Industrial Control reports and encourages the transfer of technology in control engineering. The rapid development of control technology has an impact on all areas of the control discipline. The series offers an opportunity for researchers to present an extended exposition of new work in all aspects of industrial control.

Proceedings of the International Conference on Information Systems Design and Intelligent Applications 2012 (India 2012) held in Visakhapatnam, India, January 2012

Author : Suresh Chandra Satapathy,P S Avadhani,Ajith Abraham
Publisher : Springer Science & Business Media
Page : 948 pages
File Size : 40,7 Mb
Release : 2011-12-14
Category : Technology & Engineering
ISBN : 9783642274435

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Proceedings of the International Conference on Information Systems Design and Intelligent Applications 2012 (India 2012) held in Visakhapatnam, India, January 2012 by Suresh Chandra Satapathy,P S Avadhani,Ajith Abraham Pdf

This volume contains the papers presented at INDIA-2012: International conference on Information system Design and Intelligent Applications held on January 5-7, 2012 in Vishakhapatnam, India. This conference was organized by Computer Society of India (CSI), Vishakhapatnam chapter well supported by Vishakhapatnam Steel, RINL, Govt of India. It contains 108 papers contributed by authors from six different countries across four continents. These research papers mainly focused on intelligent applications and various system design issues. The papers cover a wide range of topics of computer science and information technology discipline ranging from image processing, data base application, data mining, grid and cloud computing, bioinformatics among many others. The various intelligent tools like swarm intelligence, artificial intelligence, evolutionary algorithms, bio-inspired algorithms have been applied in different papers for solving various challenging IT related problems.

Advanced Mathematical Techniques in Engineering Sciences

Author : Mangey Ram,J. Paulo Davim
Publisher : CRC Press
Page : 334 pages
File Size : 41,5 Mb
Release : 2018-05-04
Category : Mathematics
ISBN : 9781351371896

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Advanced Mathematical Techniques in Engineering Sciences by Mangey Ram,J. Paulo Davim Pdf

The goal of this book is to publish the latest mathematical techniques, research, and developments in engineering. This book includes a comprehensive range of mathematics applied in engineering areas for different tasks. Various mathematical tools, techniques, strategies, and methods in engineering applications are covered in each chapter. Mathematical techniques are the strength of engineering sciences and form the common foundation of all novel disciplines within the field. Advanced Mathematical Techniques in Engineering Sciences provides an ample range of mathematical tools and techniques applied across various fields of engineering sciences. Using this book, engineers will gain a greater understanding of the practical applications of mathematics in engineering sciences. Features Covers the mathematical techniques applied in engineering sciences Focuses on the latest research in the field of engineering applications Provides insights on an international and transnational scale Offers new studies and research in modeling and simulation

Computational Intelligence and Optimization Methods for Control Engineering

Author : Maude Josée Blondin,Panos M. Pardalos,Javier Sanchis Sáez
Publisher : Springer Nature
Page : 355 pages
File Size : 41,7 Mb
Release : 2019-09-20
Category : Mathematics
ISBN : 9783030254469

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Computational Intelligence and Optimization Methods for Control Engineering by Maude Josée Blondin,Panos M. Pardalos,Javier Sanchis Sáez Pdf

This volume presents some recent and principal developments related to computational intelligence and optimization methods in control. Theoretical aspects and practical applications of control engineering are covered by 14 self-contained contributions. Additional gems include the discussion of future directions and research perspectives designed to add to the reader’s understanding of both the challenges faced in control engineering and the insights into the developing of new techniques. With the knowledge obtained, readers are encouraged to determine the appropriate control method for specific applications.

Computational Network Application Tools for Performance Management

Author : Millie Pant,Tarun K. Sharma,Sebastián Basterrech,Chitresh Banerjee
Publisher : Springer Nature
Page : 267 pages
File Size : 52,8 Mb
Release : 2019-10-18
Category : Business & Economics
ISBN : 9789813295858

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Computational Network Application Tools for Performance Management by Millie Pant,Tarun K. Sharma,Sebastián Basterrech,Chitresh Banerjee Pdf

This book explores a range of important theoretical and practical issues in the field of computational network application tools, while also presenting the latest advances and innovations using intelligent technology approaches. The main focus is on detecting and diagnosing complex application performance problems so that an optimal and expected level of system service can be attained and maintained. The book discusses challenging issues like enhancing system efficiency, performance, and assurance management, and blends the concept of system modeling and optimization techniques with soft computing, neural network, and sensor network approaches. In addition, it presents certain metrics and measurements that can be translated into business value. These metrics and measurements can also help to establish an empirical performance baseline for various applications, which can be used to identify changes in system performance. By presenting various intelligent technologies, the book provides readers with compact but insightful information on several broad and rapidly growing areas in the computation network application domain. The book’s twenty-two chapters examine and address current and future research topics in areas like neural networks, soft computing, nature-inspired computing, fuzzy logic and evolutionary computation, machine learning, smart security, and wireless networking, and cover a wide range of applications from pattern recognition and system modeling, to intelligent control problems and biomedical applications. The book was written to serve a broad readership, including engineers, computer scientists, management professionals, and mathematicians interested in studying tools and techniques for computational intelligence and applications for performance analysis. Featuring theoretical concepts and best practices in computational network applications, it will also be helpful for researchers, graduate and undergraduate students with an interest in the fields of soft computing, neural networks, machine learning, sensor networks, smart security, etc.

International Conference on Electronics and Electrical Engineering

Author : Anonim
Publisher : DEStech Publications, Inc
Page : 688 pages
File Size : 53,6 Mb
Release : 2014-07-24
Category : Technology & Engineering
ISBN : 9781605951034

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International Conference on Electronics and Electrical Engineering by Anonim Pdf

All papers including in this proceedings had undergone the strict peer-review by the experts before they are accepted for publications. This proceeding covers the subjects of analog circuits and digital circuits, assembly and packaging, biomedical circuits, computer architecture, computer engineering, control engineering, electric power system and automation, energy and power systems, instrumentation engineering, signal processing and other related areas. We hope this proceeding will contribute in stimulating debate and research among scholars, researchers and academicians. CEEE 2014 is to provide a forum for researchers, academicians, engineers, and government officials from all over the world to involved in the general areas of Electronics and Electrical Engineering to disseminate their latest research results and exchange views on the future research directions of these fields.This conference provides opportunities for the participants to exchange new ideas and application experiences face to face.

Proceedings of the 1st International Conference on Electronic Engineering and Renewable Energy

Author : Bekkay Hajji,Giuseppe Marco Tina,Kamal Ghoumid,Abdelhamid Rabhi,Adel Mellit
Publisher : Springer
Page : 786 pages
File Size : 50,5 Mb
Release : 2018-08-01
Category : Technology & Engineering
ISBN : 9789811314056

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Proceedings of the 1st International Conference on Electronic Engineering and Renewable Energy by Bekkay Hajji,Giuseppe Marco Tina,Kamal Ghoumid,Abdelhamid Rabhi,Adel Mellit Pdf

The proceedings present a selection of refereed papers presented at the 1st International Conference on Electronic Engineering and Renewable Energy (ICEERE 2018) held during 15-17 April 2018, Saidi, Morocco. The contributions from electrical engineers and experts highlight key issues and developments essential to the multifaceted field of electrical engineering systems and seek to address multidisciplinary challenges in Information and Communication Technologies. The book has a special focus on energy challenges for developing the Euro-Mediterranean regions through new renewable energy technologies in the agricultural and rural areas. The book is intended for academia, including graduate students, experienced researchers and industrial practitioners working in the fields of Electronic Engineering and Renewable Energy.

Ant Colony Optimization

Author : Avi Ostfeld
Publisher : BoD – Books on Demand
Page : 356 pages
File Size : 55,6 Mb
Release : 2011-02-04
Category : Computers
ISBN : 9789533071572

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Ant Colony Optimization by Avi Ostfeld Pdf

Ants communicate information by leaving pheromone tracks. A moving ant leaves, in varying quantities, some pheromone on the ground to mark its way. While an isolated ant moves essentially at random, an ant encountering a previously laid trail is able to detect it and decide with high probability to follow it, thus reinforcing the track with its own pheromone. The collective behavior that emerges is thus a positive feedback: where the more the ants following a track, the more attractive that track becomes for being followed; thus the probability with which an ant chooses a path increases with the number of ants that previously chose the same path. This elementary ant's behavior inspired the development of ant colony optimization by Marco Dorigo in 1992, constructing a meta-heuristic stochastic combinatorial computational methodology belonging to a family of related meta-heuristic methods such as simulated annealing, Tabu search and genetic algorithms. This book covers in twenty chapters state of the art methods and applications of utilizing ant colony optimization algorithms. New methods and theory such as multi colony ant algorithm based upon a new pheromone arithmetic crossover and a repulsive operator, new findings on ant colony convergence, and a diversity of engineering and science applications from transportation, water resources, electrical and computer science disciplines are presented.

Computational Intelligence Paradigms for Optimization Problems Using MATLAB®/SIMULINK®

Author : S. Sumathi,L. Ashok Kumar,Surekha. P
Publisher : CRC Press
Page : 601 pages
File Size : 54,9 Mb
Release : 2018-09-03
Category : Technology & Engineering
ISBN : 9781498743716

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Computational Intelligence Paradigms for Optimization Problems Using MATLAB®/SIMULINK® by S. Sumathi,L. Ashok Kumar,Surekha. P Pdf

Considered one of the most innovative research directions, computational intelligence (CI) embraces techniques that use global search optimization, machine learning, approximate reasoning, and connectionist systems to develop efficient, robust, and easy-to-use solutions amidst multiple decision variables, complex constraints, and tumultuous environments. CI techniques involve a combination of learning, adaptation, and evolution used for intelligent applications. Computational Intelligence Paradigms for Optimization Problems Using MATLAB®/ Simulink® explores the performance of CI in terms of knowledge representation, adaptability, optimality, and processing speed for different real-world optimization problems. Focusing on the practical implementation of CI techniques, this book: Discusses the role of CI paradigms in engineering applications such as unit commitment and economic load dispatch, harmonic reduction, load frequency control and automatic voltage regulation, job shop scheduling, multidepot vehicle routing, and digital image watermarking Explains the impact of CI on power systems, control systems, industrial automation, and image processing through the above-mentioned applications Shows how to apply CI algorithms to constraint-based optimization problems using MATLAB® m-files and Simulink® models Includes experimental analyses and results of test systems Computational Intelligence Paradigms for Optimization Problems Using MATLAB®/ Simulink® provides a valuable reference for industry professionals and advanced undergraduate, postgraduate, and research students.

CONTROLO’2014 – Proceedings of the 11th Portuguese Conference on Automatic Control

Author : António Paulo Moreira,Aníbal Matos,Germano Veiga
Publisher : Springer
Page : 763 pages
File Size : 42,7 Mb
Release : 2014-08-14
Category : Technology & Engineering
ISBN : 9783319103808

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CONTROLO’2014 – Proceedings of the 11th Portuguese Conference on Automatic Control by António Paulo Moreira,Aníbal Matos,Germano Veiga Pdf

During the last 20 years the Portuguese association of automatic control, Associação Portuguesa de Controlo Automático, with the sponsorship of IFAC have established the CONTROLO conference as a reference international forum where an effective exchange of knowledge and experience amongst researchers active in various theoretical and applied areas of systems and control can take place, always including considerable space for promoting new technical applications and developments, real-world challenges and success stories. In this 11th edition the CONTROLO conference evolved by introducing two strategic partnerships with Spanish and Brazilian associations in automatic control, Comité Español de Automática and Sociedade Brasileira de Automatica, respectively.

Bio-Inspired Algorithms in PID Controller Optimization

Author : Jagatheesan Kallannan,Anand Baskaran,Nilanjan Dey,Amira S. Ashour
Publisher : CRC Press
Page : 76 pages
File Size : 47,8 Mb
Release : 2018-06-12
Category : Mathematics
ISBN : 9780429943386

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Bio-Inspired Algorithms in PID Controller Optimization by Jagatheesan Kallannan,Anand Baskaran,Nilanjan Dey,Amira S. Ashour Pdf

This book discusses in-depth role of optimization to optimize the controller parameters with reference to bio-inspired algorithms. Comparative studies to evaluate the performance of different optimization techniques in terms of the settling time, overshoot and undershoot responses of the frequency deviations, tie-line power flow deviations, and the area control error are included, supported by examples. The book also includes different scenarios of the load frequency controller for single area as well as multi-area thermal power generating unit considering different algorithms. Key Features: Highlights the importance of tuning the power system controller parameters with emphasis on bio-inspiration algorithms Provides some applied applications/examples of the thermal power system Focusses on power system applications based on the optimization algorithms with different single area and multi-area thermal power systems Reports different cases on the interconnected power systems with providing optimal performance by optimizing the controller’s parameters

Artificial Intelligence and Evolutionary Algorithms in Engineering Systems

Author : L. Padma Suresh,Subhransu Sekhar Dash,Bijaya Ketan Panigrahi
Publisher : Springer
Page : 862 pages
File Size : 41,5 Mb
Release : 2014-11-01
Category : Technology & Engineering
ISBN : 9788132221265

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Artificial Intelligence and Evolutionary Algorithms in Engineering Systems by L. Padma Suresh,Subhransu Sekhar Dash,Bijaya Ketan Panigrahi Pdf

The book is a collection of high-quality peer-reviewed research papers presented in Proceedings of International Conference on Artificial Intelligence and Evolutionary Algorithms in Engineering Systems (ICAEES 2014) held at Noorul Islam Centre for Higher Education, Kumaracoil, India. These research papers provide the latest developments in the broad area of use of artificial intelligence and evolutionary algorithms in engineering systems. The book discusses wide variety of industrial, engineering and scientific applications of the emerging techniques. It presents invited papers from the inventors/originators of new applications and advanced technologies.

Proceedings of the Third International Conference on Soft Computing for Problem Solving

Author : Millie Pant,Kusum Deep,Atulya Nagar,Jagdish Chand Bansal
Publisher : Springer
Page : 929 pages
File Size : 41,6 Mb
Release : 2014-07-08
Category : Technology & Engineering
ISBN : 9788132217718

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Proceedings of the Third International Conference on Soft Computing for Problem Solving by Millie Pant,Kusum Deep,Atulya Nagar,Jagdish Chand Bansal Pdf

The proceedings of SocProS 2013 serve as an academic bonanza for scientists and researchers working in the field of Soft Computing. This book contains theoretical as well as practical aspects of Soft Computing, an umbrella term for techniques like fuzzy logic, neural networks and evolutionary algorithms, swarm intelligence algorithms etc. This book will be beneficial for the young as well as experienced researchers dealing with complex and intricate real world problems for which finding a solution by traditional methods is very difficult. The different areas covered in the proceedings are: Image Processing, Cryptanalysis, Supply Chain Management, Newly Proposed Nature Inspired Algorithms, Optimization, Problems related to Medical and Health Care, Networking etc.