Differential Evolution: From Theory to Practice

This book addresses and disseminates state-of-the-art research and development of differential evolution (DE) and its recent advances, such as the development of adaptive, self-adaptive and hybrid techniques. Differential evolution is a population-based meta-heuristic technique for global optimizati...

Full description

Bibliographic Details
Other Authors: Kumar, B. Vinoth (Editor), Oliva, Diego (Editor), Suganthan, P. N. (Editor)
Format: eBook
Language:English
Published: Singapore Springer Nature Singapore 2022, 2022
Edition:1st ed. 2022
Series:Studies in Computational Intelligence
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • Analysis of Structural Bias in Differential Evolution Configurations
  • Spherical Model of Population Dynamics in Differential Evolution
  • Reinforcement Learning-based Differential Evolution for Global Optimization
  • Analytical Study on the Role of Scale Factor Parameter of Differential Evolution Algorithm on its Convergence Nature
  • The Trap of Sisyphus Work in Differential Evolution and How to Avoid It
  • Investigations on Distributed Differential Evolution Framework with Fault Tolerance Mechanisms
  • Differential Evolution for Water Management Problems
  • Sobol Sequence Based MOSADE Algorithm for Multi-Objective Design of Water Distribution Networks
  • A Comparative Study on Parameter Estimation of Covid Epidemiological Models using Differential Evolution Algorithm
  • Applications of Differential Evolution in Electric Power Systems
  • Detection of Heavy Sandstorm Regions using Composite Differential Evolution Algorithm
  • A Hybrid Artificial Differential Evolution Gorilla Troops Optimizer for High Dimensional Optimization Problems