Finding the solution of NP hard problem is an interesting puzzle, and numerous evolutionary algorithms are proposed to accelerate the speed of searching. In recent decades, the quantum computer technology has gradually improved, which is a new tool to reduce the searching time. In order to extend the genetic algorithm in quantum computer for faster convergence, the quantum genetic algorithm with fuzzy control based on clustering analysis is proposed. The operations of genetic algorithm are replaced by the quantum gate circuit First, quantum genetic algorithm is put forward, and the quantum superposition is applied to replace the mutation operation in genetic algorithm. Second, clustering analysis is employed to depict the distribution of solutions. Third, fuzzy control is used to adjust the reproduction parameter adaptively based on the results of clustering analysis. The experiments are designed for proving the performance of the proposed method with different algorithms.


    Zugriff

    Zugriff prüfen

    Verfügbarkeit in meiner Bibliothek prüfen

    Bestellung bei Subito €


    Exportieren, teilen und zitieren



    Titel :

    Quantum Genetic Algorithm with Fuzzy Control Based on Clustering Analysis


    Weitere Titelangaben:

    Lect.Notes Computer


    Beteiligte:
    Yang, Huayong (Herausgeber:in) / Liu, Honghai (Herausgeber:in) / Zou, Jun (Herausgeber:in) / Yin, Zhouping (Herausgeber:in) / Liu, Lianqing (Herausgeber:in) / Yang, Geng (Herausgeber:in) / Ouyang, Xiaoping (Herausgeber:in) / Wang, Zhiyong (Herausgeber:in) / Tang, Weipeng (Autor:in) / Pan, Yan (Autor:in)

    Kongress:

    International Conference on Intelligent Robotics and Applications ; 2023 ; Hangzhou, China July 05, 2023 - July 07, 2023



    Erscheinungsdatum :

    21.10.2023


    Format / Umfang :

    12 pages




    Medientyp :

    Aufsatz/Kapitel (Buch)


    Format :

    Elektronische Ressource


    Sprache :

    Englisch




    Quantum Genetic Algorithm with Fuzzy Control Based on Clustering Analysis

    Tang, Weipeng / Pan, Yan / Xu, Haojie et al. | TIBKAT | 2023



    Fuzzy Logic Clustering of Multiple Traveling Salesman Problem for Self-Crossover Based Genetic Algorithm

    Ernest, N. / Cohen, K. / American Institute of Aeronautics and Astronautics | British Library Conference Proceedings | 2012


    Adaptive Fuzzy Control Based on Genetic Algorithm Organizing Information

    Xudong, Z. / Jingqi, X. / Congling, W. | British Library Online Contents | 2007


    A Novel Rough Clustering Algorithm with Fuzzy Weight

    Li, D.-f. / Zhang, W. / He, Y.-x. | British Library Online Contents | 2006