Evolutionary Large-Scale Multi-Objective Optimization and Applications
eBook - ePub

Evolutionary Large-Scale Multi-Objective Optimization and Applications

  1. English
  2. ePUB (mobile friendly)
  3. Available on iOS & Android
eBook - ePub

Evolutionary Large-Scale Multi-Objective Optimization and Applications

About this book

Tackle the most challenging problems in science and engineering with these cutting-edge algorithms

Multi-objective optimization problems (MOPs) are those in which more than one objective needs to be optimized simultaneously. As a ubiquitous component of research and engineering projects, these problems are notoriously challenging. In recent years, evolutionary algorithms (EAs) have shown significant promise in their ability to solve MOPs, but challenges remain at the level of large-scale multi-objective optimization problems (LSMOPs), where the number of variables increases and the optimized solution is correspondingly harder to reach.

Evolutionary Large-Scale Multi-Objective Optimization and Applications constitutes a systematic overview of EAs and their capacity to tackle LSMOPs. It offers an introduction to both the problem class and the algorithms before delving into some of the cutting-edge algorithms which have been specifically adapted to solving LSMOPs. Deeply engaged with specific applications and alert to the latest developments in the field, it's a must-read for students and researchers facing these famously complex but crucial optimization problems.

The book's readers will also find:

  • Analysis of multi-optimization problems in fields such as machine learning, network science, vehicle routing, and more
  • Discussion of benchmark problems and performance indicators for LSMOPs
  • Presentation of a new taxonomy of algorithms in the field

Evolutionary Large-Scale Multi-Objective Optimization and Applications is ideal for advanced students, researchers, and scientists and engineers facing complex optimization problems.

Frequently asked questions

Yes, you can cancel anytime from the Subscription tab in your account settings on the Perlego website. Your subscription will stay active until the end of your current billing period. Learn how to cancel your subscription.
No, books cannot be downloaded as external files, such as PDFs, for use outside of Perlego. However, you can download books within the Perlego app for offline reading on mobile or tablet. Learn more here.
Perlego offers two plans: Essential and Complete
  • Essential is ideal for learners and professionals who enjoy exploring a wide range of subjects. Access the Essential Library with 800,000+ trusted titles and best-sellers across business, personal growth, and the humanities. Includes unlimited reading time and Standard Read Aloud voice.
  • Complete: Perfect for advanced learners and researchers needing full, unrestricted access. Unlock 1.4M+ books across hundreds of subjects, including academic and specialized titles. The Complete Plan also includes advanced features like Premium Read Aloud and Research Assistant.
Both plans are available with monthly, semester, or annual billing cycles.
We are an online textbook subscription service, where you can get access to an entire online library for less than the price of a single book per month. With over 1 million books across 1000+ topics, we’ve got you covered! Learn more here.
Look out for the read-aloud symbol on your next book to see if you can listen to it. The read-aloud tool reads text aloud for you, highlighting the text as it is being read. You can pause it, speed it up and slow it down. Learn more here.
Yes! You can use the Perlego app on both iOS or Android devices to read anytime, anywhere — even offline. Perfect for commutes or when you’re on the go.
Please note we cannot support devices running on iOS 13 and Android 7 or earlier. Learn more about using the app.
Yes, you can access Evolutionary Large-Scale Multi-Objective Optimization and Applications by Xingyi Zhang,Ran Cheng,Ye Tian,Yaochu Jin in PDF and/or ePUB format, as well as other popular books in Technology & Engineering & Industrial Engineering. We have over one million books available in our catalogue for you to explore.

Table of contents

  1. Cover
  2. Table of Contents
  3. Title Page
  4. Copyright
  5. About the Authors
  6. Foreword
  7. Preface
  8. Acronyms
  9. Symbols
  10. 1 Multi-Objective Evolutionary Algorithms and Evolutionary Large-Scale Optimization
  11. 2 Evolutionary Large-Scale Multi-Objective Optimization
  12. 3 Evolutionary Algorithms for Large-Scale Multi-Objective Optimization
  13. 4 Evolutionary Algorithms for Sparse Large-Scale Multi-Objective Optimization
  14. 5 Evolutionary Large-Scale Multi-Objective Optimization for Community Detection in Complex Networks
  15. 6 Evolutionary Large-Scale Multi-Objective Optimization in Logistics Scheduling
  16. 7 Evolutionary Large-Scale Multi-Objective Optimization in Power Systems
  17. 8 Evolutionary Large-Scale Multi-Objective Optimization in Radiotherapy Planning
  18. 9 Evolutionary Large-Scale Multi-Objective Optimization in Deep Learning
  19. Index
  20. End User License Agreement