Two-Dimensional Quantum Genetic Algorithm: Application to Task Allocation Problem

被引:3
|
作者
Mondal, Sabyasachi [1 ]
Tsourdos, Antonios [1 ]
机构
[1] Cranfield Univ, Sch Aerosp Transport & Mfg SATM, Cranfield MK4 30AL, Beds, England
基金
英国工程与自然科学研究理事会;
关键词
Quantum Genetic Algorithm; two-dimensional quantum chromosome; task allocation; OPTIMIZATION;
D O I
10.3390/s21041251
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
This paper presents a Two-Dimensional Quantum Genetic Algorithm (2D-QGA), which is a new variety of QGA. This variety will allow the user to take the advantages of quantum computation while solving the problems which are suitable for two-dimensional (2D) representation or can be represented in tabular form. The performance of 2D-QGA is compared to two-dimensional GA (2D-GA), which is used to solve two-dimensional problems as well. The comparison study is performed by applying both the algorithm to the task allocation problem. The performance of 2D-QGA is better than 2D-GA while comparing execution time, convergence iteration, minimum cost generated, and population size.
引用
收藏
页码:1 / 24
页数:24
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