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Biogeography-Based Optimization: Algorithms and Applications

Authors:

  • Presents the authors’ latest research on improved variants of BBO and hybridization of BBO with other algorithms, as well as the application of BBO to a variety of domains

  • Illustrates important mechanisms and computational experimental results with the help of vivid figures and tables

  • Organizes the algorithms and applications clearly, including step-by-step descriptions

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Table of contents (9 chapters)

  1. Front Matter

    Pages i-xi
  2. Optimization Problems and Algorithms

    • Yujun Zheng, Xueqin Lu, Minxia Zhang, Shengyong Chen
    Pages 1-25
  3. Biogeography-Based Optimization

    • Yujun Zheng, Xueqin Lu, Minxia Zhang, Shengyong Chen
    Pages 27-49
  4. Localized Biogeography-Based Optimization: Enhanced By Local Topologies

    • Yujun Zheng, Xueqin Lu, Minxia Zhang, Shengyong Chen
    Pages 51-67
  5. Ecogeography-Based Optimization: Enhanced by Ecogeographic Barriers and Differentiations

    • Yujun Zheng, Xueqin Lu, Minxia Zhang, Shengyong Chen
    Pages 69-87
  6. Hybrid Biogeography-Based Optimization Algorithms

    • Yujun Zheng, Xueqin Lu, Minxia Zhang, Shengyong Chen
    Pages 89-115
  7. Application of Biogeography-Based Optimization in Transportation

    • Yujun Zheng, Xueqin Lu, Minxia Zhang, Shengyong Chen
    Pages 117-142
  8. Application of Biogeography-Based Optimization in Job Scheduling

    • Yujun Zheng, Xueqin Lu, Minxia Zhang, Shengyong Chen
    Pages 143-175
  9. Application of Biogeography-Based Optimization in Image Processing

    • Yujun Zheng, Xueqin Lu, Minxia Zhang, Shengyong Chen
    Pages 177-198
  10. Biogeography-Based Optimization in Machine Learning

    • Yujun Zheng, Xueqin Lu, Minxia Zhang, Shengyong Chen
    Pages 199-217
  11. Back Matter

    Pages 219-221

About this book

This book introduces readers to the background, general framework, main operators, and other basic characteristics of biogeography-based optimization (BBO), which is an emerging branch of bio-inspired computation. In particular, the book presents the authors’ recent work on improved variants of BBO, hybridization of BBO with other algorithms, and the application of BBO to a variety of domains including transportation, image processing, and neural network learning. The content will help to advance research into and application of not only BBO but also the whole field of bio-inspired computation. The algorithms and applications are organized in a step-by-step manner and clearly described with the help of pseudo-codes and flowcharts. The readers will learn not only the basic concepts of BBO but also how to apply and adapt the algorithms to the engineering optimization problems they actually encounter.

Authors and Affiliations

  • Hangzhou Institute of Service Engineering, Hangzhou Normal University, Hangzhou, China

    Yujun Zheng

  • College of Computer Science and Technology, Zhejiang University of Technology , Hangzhou, China

    Xueqin Lu

  • College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou, China

    Minxia Zhang, Shengyong Chen

About the authors

Prof. Yujun Zheng received his Ph.D. degree from Institute of Software, Chinese Academy of Science in 2010, and now is Professor and Ph.D. supervisor at College of Computer Science and Technology, Zhejiang University of Technology, China. His research interests include intelligent computing and its application in operations research. He has authored over 60 scientific papers in well-known international journals and conferences. In 2014, he received the runner-up of IFORS Prize for OR Development with the work of biogeography-based optimization for emergency engineering rescue scheduling in disaster relief operations in China.

Dr. Xueqin Lu is a Ph.D. candidate at College of Computer Science and Technology, Zhejiang University of Technology, China. Her main research interests are bio-inspired algorithms and their applications.

Dr. Minxia Zhang is an Associate Professor at College of Computer Science and Technology, Zhejiang University of Technology, China. Her main research interests include bio-inspired computation and its applications.

Dr. Shengyong Chen received his Ph.D. degree from City University of Hong Kong in 2003, and now is Professor, Director of Institute of Computer Vision, at College of Computer Science and Technology, Zhejiang University of Technology, China. His research focuses on computer vision and robotics. Prof. Chen is a recipient of National Outstanding Youth Foundation Award (NSFC) in 2014, IEEE Sensors Journal Best Paper Award in 2012, Research Fellowship of Alexander von Humboldt, Germany in 2006 and is also IET fellow, IEEE senior member.

Bibliographic Information

  • Book Title: Biogeography-Based Optimization: Algorithms and Applications

  • Authors: Yujun Zheng, Xueqin Lu, Minxia Zhang, Shengyong Chen

  • DOI: https://doi.org/10.1007/978-981-13-2586-1

  • Publisher: Springer Singapore

  • eBook Packages: Intelligent Technologies and Robotics, Intelligent Technologies and Robotics (R0)

  • Copyright Information: Springer Nature Singapore Pte Ltd. and Science Press, Beijing 2019

  • Hardcover ISBN: 978-981-13-2585-4Published: 04 October 2018

  • Softcover ISBN: 978-981-13-4794-8Published: 16 December 2018

  • eBook ISBN: 978-981-13-2586-1Published: 14 September 2018

  • Edition Number: 1

  • Number of Pages: XI, 221

  • Number of Illustrations: 20 b/w illustrations, 30 illustrations in colour

  • Additional Information: Jointly published with Science Press, Beijing, China

  • Topics: Computational Intelligence, Artificial Intelligence, Algorithms, Optimization, Biogeosciences

Buy it now

Buying options

eBook USD 84.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 109.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access