QUATRE Algorithm with Sort Strategy for Global Optimization in Comparison with DE and PSO Variants

Jeng-Shyang Pan, Zhenyu Meng, Shu-Chuan Chu, John Roddick

    Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

    9 Citations (Scopus)

    Abstract

    Optimization algorithm in swarm intelligence is getting more and more prevalent both in theoretical field and in real-world applications. Many nature-inspired algorithms in this domain have been proposed and employed in different applications. In this paper, a new QUATRE algorithm with sort strategy is proposed for global optimization. QUATRE algorithm is a simple but powerful stochastic optimization algorithm proposed in 2016 and it tackles the representational/positional bias existing in DE structure. Here a sort strategy is used for the enhancement of the canonical QUATRE algorithm. This advancement is verified on CEC2013 test suite for real-parameter optimization and also is contrasted with several state-of-the-art algorithms including Particle Swarm Optimization (PSO) variants, Differential Evolution (DE) variants on COCO framework under BBOB2009 benchmarks. Experiment results show that the proposed QUATRE algorithm with sort strategy is competitive with the contrasted algorithms.

    Original languageEnglish
    Title of host publicationProceedings of the 4th Euro-China Conference on Intelligent Data Analysis and Applications
    EditorsPavel Kromer, Vaclav Snasel, Jeng-Shyang Pan, Enrique Alba
    PublisherSpringer-Verlag
    Pages314-323
    Number of pages10
    ISBN (Print)9783319685267
    DOIs
    Publication statusPublished - 1 Jan 2018
    Event4th Euro-China Conference on Intelligent Data Analysis and Applications, ECC 2017 - Malaga, Spain
    Duration: 9 Oct 201711 Oct 2017

    Publication series

    NameAdvances in Intelligent Systems and Computing
    Volume682
    ISSN (Print)2194-5357

    Conference

    Conference4th Euro-China Conference on Intelligent Data Analysis and Applications, ECC 2017
    CountrySpain
    CityMalaga
    Period9/10/1711/10/17

    Keywords

    • Differential evolution
    • Particle swarm optimization
    • QUATRE
    • Real parameter optimization
    • Swarm intelligence

    Fingerprint Dive into the research topics of 'QUATRE Algorithm with Sort Strategy for Global Optimization in Comparison with DE and PSO Variants'. Together they form a unique fingerprint.

    Cite this