Adaptive inflationary differential evolution

Minisci, Edmondo and Vasile, Massimiliano (2014) Adaptive inflationary differential evolution. In: CEC 2014, 2014-07-06 - 2014-07-11. (https://doi.org/10.1109/CEC.2014.6900587)

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Abstract

In this paper, an adaptive version of Inflationary Differential Evolution is presented and tested on a set of real case problems taken from the CEC2011 competition on realworld applications. Inflationary Differential Evolution extends standard Differential Evolution with both local and global restart procedures. The proposed adaptive algorithm utilizes a probabilistic kernel based approach to automatically adapt the values of both the crossover and step parameters. In addition the paper presents a sensitivity analysis on the values of the parameters controlling the local restart mechanism and their impact on the solution of one of the hardest problems in the CEC2011 test set.

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• Item metadata

  Item type:	Conference or Workshop Item(Paper)
  ID code:	51284
  Dates:	Date Event 6 July 2014 Published 16 March 2014 Accepted
  Notes:	.
  Subjects:	Technology > Mechanical engineering and machinery Technology > Motor vehicles. Aeronautics. Astronautics
  Department:	University of Strathclyde > University of Strathclyde Faculty of Engineering > Mechanical and Aerospace Engineering Technology and Innovation Centre > Advanced Engineering and Manufacturing
  Depositing user:	Pure Administrator
  Date deposited:	27 Jan 2015 13:44
  Last modified:	25 Apr 2024 01:43
  Related URLs:	Event
  URI:	https://strathprints.strath.ac.uk/id/eprint/51284