Controller Tuning With Evolutionary Multiobjective Optimization
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Author | : Gilberto Reynoso Meza |
Publisher | : Springer |
Total Pages | : 228 |
Release | : 2016-11-04 |
Genre | : Technology & Engineering |
ISBN | : 3319413015 |
Download Controller Tuning with Evolutionary Multiobjective Optimization Book in PDF, Epub and Kindle
This book is devoted to Multiobjective Optimization Design (MOOD) procedures for controller tuning applications, by means of Evolutionary Multiobjective Optimization (EMO). It presents developments in tools, procedures and guidelines to facilitate this process, covering the three fundamental steps in the procedure: problem definition, optimization and decision-making. The book is divided into four parts. The first part, Fundamentals, focuses on the necessary theoretical background and provides specific tools for practitioners. The second part, Basics, examines a range of basic examples regarding the MOOD procedure for controller tuning, while the third part, Benchmarking, demonstrates how the MOOD procedure can be employed in several control engineering problems. The fourth part, Applications, is dedicated to implementing the MOOD procedure for controller tuning in real processes.
Author | : José David Rojas |
Publisher | : Springer Nature |
Total Pages | : 158 |
Release | : 2021-05-22 |
Genre | : Technology & Engineering |
ISBN | : 3030723119 |
Download Industrial PID Controller Tuning Book in PDF, Epub and Kindle
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.
Author | : Maude Josée Blondin |
Publisher | : Springer Nature |
Total Pages | : 107 |
Release | : 2021-01-06 |
Genre | : Mathematics |
ISBN | : 303064541X |
Download Controller Tuning Optimization Methods for Multi-Constraints and Nonlinear Systems Book in PDF, Epub and Kindle
This book covers controller tuning techniques from conventional to new optimization methods for diverse control engineering applications. Classical controller tuning approaches are presented with real-world challenges faced in control engineering. Current developments in applying optimization techniques to controller tuning are explained. Case studies of optimization algorithms applied to controller tuning dealing with nonlinearities and limitations like the inverted pendulum and the automatic voltage regulator are presented with performance comparisons. Students and researchers in engineering and optimization interested in optimization methods for controller tuning will utilize this book to apply optimization algorithms to controller tuning, to choose the most suitable optimization algorithm for a specific application, and to develop new optimization techniques for controller tuning.
Author | : Maude Josée Blondin |
Publisher | : Springer Nature |
Total Pages | : 355 |
Release | : 2019-09-20 |
Genre | : Mathematics |
ISBN | : 3030254461 |
Download Computational Intelligence and Optimization Methods for Control Engineering Book in PDF, Epub and Kindle
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.
Author | : Ajith Abraham |
Publisher | : Springer Science & Business Media |
Total Pages | : 313 |
Release | : 2005-09-05 |
Genre | : Computers |
ISBN | : 1846281377 |
Download Evolutionary Multiobjective Optimization Book in PDF, Epub and Kindle
Evolutionary Multi-Objective Optimization is an expanding field of research. This book brings a collection of papers with some of the most recent advances in this field. The topic and content is currently very fashionable and has immense potential for practical applications and includes contributions from leading researchers in the field. Assembled in a compelling and well-organised fashion, Evolutionary Computation Based Multi-Criteria Optimization will prove beneficial for both academic and industrial scientists and engineers engaged in research and development and application of evolutionary algorithm based MCO. Packed with must-find information, this book is the first to comprehensively and clearly address the issue of evolutionary computation based MCO, and is an essential read for any researcher or practitioner of the technique.
Author | : Manuel Herrera |
Publisher | : MDPI |
Total Pages | : 379 |
Release | : 2018-07-19 |
Genre | : Technology & Engineering |
ISBN | : 3038429538 |
Download Advanced Hydroinformatic Techniques for the Simulation and Analysis of Water Supply and Distribution Systems Book in PDF, Epub and Kindle
This book is a printed edition of the Special Issue "Advanced Hydroinformatic Techniques for the Simulation and Analysis of Water Supply and Distribution Systems" that was published in Water
Author | : Eckart Zitzler |
Publisher | : Springer Science & Business Media |
Total Pages | : 725 |
Release | : 2001-02-28 |
Genre | : Business & Economics |
ISBN | : 3540417451 |
Download Evolutionary Multi-criterion Optimization Book in PDF, Epub and Kindle
This book constitutes the refereed proceedings of the First International Conference on Multi-Criterion Optimization, EMO 2001, held in Zurich, Switzerland in March 2001. The 45 revised full papers presented were carefully reviewed and selected from a total of 87 submissions. Also included are two tutorial surveys and two invited papers. The book is organized in topical sections on algorithm improvements, performance assessment and comparison, constraint handling and problem decomposition, uncertainty and noise, hybrid and alternative methods, scheduling, and applications of multi-objective optimization in a variety of fields.
Author | : Carlos A. Coello Coello |
Publisher | : World Scientific |
Total Pages | : 792 |
Release | : 2004 |
Genre | : Computers |
ISBN | : 9812561064 |
Download Applications of Multi-objective Evolutionary Algorithms Book in PDF, Epub and Kindle
- Detailed MOEA applications discussed by international experts - State-of-the-art practical insights in tackling statistical optimization with MOEAs - A unique monograph covering a wide spectrum of real-world applications - Step-by-step discussion of MOEA applications in a variety of domains
Author | : Hanno Schaumburg |
Publisher | : Springer Nature |
Total Pages | : 264 |
Release | : 2020-12-10 |
Genre | : Technology & Engineering |
ISBN | : 3030644308 |
Download Technological Transformation: A New Role For Human, Machines And Management Book in PDF, Epub and Kindle
This proceedings book contains 21 articles that arouse the greatest interest among experts from academia, industry and scientific experts in the area of the structural transformation of industrial and economic systems on a new technological base. V Scientific International Conference «Technological Transformation: A New Role for Human, Machines and Management (TT-2020)» was held on 16–18 September 2020 in St. Petersburg at the Peter the Great St. Petersburg Polytechnic University. The conference aimed to discuss the results of system studies on the key drivers and consequences of wide digitalization in various sectors of the economy and industry, as well as in the service sector. Topics were presented: New industrial base, Virtual engineering, Diffusion of technology, Digital infrastructure, Supercomputers, Cyberphysical interface and Informatics of cognitive processes, Convergence, harmonization and integration of artificial and natural intelligence, Changing social and economic landscape and new management systems, Digital technologies in logistics, Cyberphysical systems and artificial intelligence.
Author | : Mo Jamshidi |
Publisher | : CRC Press |
Total Pages | : 232 |
Release | : 2018-10-03 |
Genre | : Technology & Engineering |
ISBN | : 1420058347 |
Download Robust Control Systems with Genetic Algorithms Book in PDF, Epub and Kindle
In recent years, new paradigms have emerged to replace-or augment-the traditional, mathematically based approaches to optimization. The most powerful of these are genetic algorithms (GA), inspired by natural selection, and genetic programming, an extension of GAs based on the optimization of symbolic codes. Robust Control Systems with Genetic Algorithms builds a bridge between genetic algorithms and the design of robust control systems. After laying a foundation in the basics of GAs and genetic programming, it demonstrates the power of these new tools for developing optimal robust controllers for linear control systems, optimal disturbance rejection controllers, and predictive and variable structure control. It also explores the application of hybrid approaches: how to enhance genetic algorithms and programming with fuzzy logic to design intelligent control systems. The authors consider a variety of applications, such as the optimal control of robotic manipulators, flexible links and jet engines, and illustrate a multi-objective, genetic algorithm approach to the design of robust controllers with a gasification plant case study. The authors are all masters in the field and clearly show the effectiveness of GA techniques. Their presentation is your first opportunity to fully explore this cutting-edge approach to robust optimal control system design and exploit its methods for your own applications.