Adaptive inflationary differential evolution

Edmondo Minisci, Massimiliano Vasile

Research output: Contribution to conference › Paper

8 Citations (Scopus)
91 Downloads (Pure)

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.
Original languageEnglish
Pages1792-1799
Number of pages8
DOIs
Publication statusPublished - 6 Jul 2014
EventCEC 2014: IEEE Conference on Evolutionary computation - Beijing, China
Duration: 6 Jul 2014 → 11 Jul 2014
http://www.ieee-wcci2014.org/

Conference

ConferenceCEC 2014
CountryChina
CityBeijing
Period6/07/14 → 11/07/14
Internet address

Keywords

  • adaptive algorithms
  • differential evolution

Access to Document

    Fingerprint Dive into the research topics of 'Adaptive inflationary differential evolution'. Together they form a unique fingerprint.

    • 8 Citations
    • 1 Article
    • 1 Conference Contribution

    Cite this