Adaptive Differential Evolution A Robust Approach to Multimodal Problem Optimization /

• Main Authors: Zhang, Jingqiao (Author), Sanderson, Arthur C. (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2009.
• Series: Adaptation Learning and Optimization, 1
• Subjects: Mathematics.; Operations research.; Decision making.; Artificial intelligence.; Applied mathematics.; Engineering mathematics.; Mathematical models.; Mathematical Modeling and Industrial Mathematics.; Artificial Intelligence (incl. Robotics).; Appl.Mathematics/Computational Methods of Engineering.; Operation Research/Decision Theory.; Applications of Mathematics.

Optimization problems are ubiquitous in academic research and real-world applications wherever such resources as space, time and cost are limited. Researchers and practitioners need to solve problems fundamental to their daily work which, however, may show a variety of challenging characteristics su...

Table of Contents:

• Related Work and Background
• Theoretical Analysis of Differential Evolution
• Parameter Adaptive Differential Evolution
• Surrogate Model-Based Differential Evolution
• Adaptive Multi-objective Differential Evolution
• Application to Winner Determination Problems in Combinatorial Auctions
• Application to Flight Planning in Air Traffic Control Systems
• Application to the TPM Optimization in Credit Decision Making
• Conclusions and Future Work.