
Computational Intelligence Paradigms for Optimization Problems Using MATLAB®/SIMULINK®
- 601 pages
- English
- ePUB (mobile friendly)
- Available on iOS & Android
Computational Intelligence Paradigms for Optimization Problems Using MATLAB®/SIMULINK®
About this book
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.
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Information
Table of contents
- Cover
- Half Title
- Title Page
- Copyright Page
- Table of Contents
- Preface
- Acknowledgments
- Authors
- 1. Introduction
- 2. Unit Commitment and Economic Load Dispatch Problem
- 3. Harmonic Reduction in Power Systems
- 4. Voltage and Frequency Control in Power Systems
- 5. Job Shop Scheduling Problem
- 6. Multidepot Vehicle Routing Problem
- 7. Digital Image Watermarking
- Appendix A: Unit Commitment and Economic Load Dispatch Test Systems
- Appendix B: Harmonic Reduction—MATLAB®/Simulink® Models
- Appendix C: MATLAB®/Simulink® Functions—An Overview
- Appendix D: Instances of Job-Shop Scheduling Problems
- Appendix E: MDVRP Instances
- Appendix F: Image Watermarking Metrics and Attacks
- Index