Recent Advances in Evolutionary Multi-objective Optimization

£89.50

Recent Advances in Evolutionary Multi-objective Optimization

Artificial intelligence

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Collection: Adaptation, Learning, and Optimization

Language: English

Published by: Springer

Published on: 9th August 2016

Format: LCP-protected ePub

Size: 1 Mb

ISBN: 9783319429786


Overview

This book covers the most recent advances in the field of evolutionary multiobjective optimization. With the aim of drawing the attention of up-and coming scientists towards exciting prospects at the forefront of computational intelligence, the authors have made an effort to ensure that the ideas conveyed herein are accessible to the widest audience.

Basic Concepts

The book begins with a summary of the basic concepts in multi-objective optimization.

Algorithms and Approaches

This is followed by brief discussions on various algorithms that have been proposed over the years for solving such problems, ranging from classical (mathematical) approaches to sophisticated evolutionary ones that are capable of seamlessly tackling practical challenges such as non-convexity, multi-modality, the presence of multiple constraints, etc.

Emerging Aspects and Future Directions

Thereafter, some of the key emerging aspects that are likely to shape future research directions in the field are presented. These include: optimization in dynamic environments, multi-objective bilevel programming, handling high dimensionality under many objectives, and evolutionary multitasking.

Applications

In addition to theory and methodology, this book describes several real-world applications from various domains, which will expose the readers to the versatility of evolutionary multi-objective optimization.

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