Discrete greedy flower pollination algorithm for spherical traveling salesman problem

被引:34
作者
Zhou, Yongquan [1 ,2 ]
Wang, Rui [1 ]
Zhao, Chengyan [1 ]
Luo, Qifang [1 ,2 ]
Metwally, Mohamed A. [3 ]
机构
[1] Guangxi Univ Nationalities, Coll Informat Sci & Engn, Nanning 530006, Peoples R China
[2] Key Lab Guangxi High Sch Complex Syst & Computat, Nanning 530006, Peoples R China
[3] Zagazig Univ, Fac Comp & Informat, Dept Operat Res, Zagazig, Egypt
基金
美国国家科学基金会;
关键词
Pollen discarding behavior; Discrete flower pollination algorithm; Spherical traveling salesman problem; Meta-heuristic algorithm; OPTIMIZATION;
D O I
10.1007/s00521-017-3176-4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper deals with the spherical traveling salesman problem. In this problem, all cities are located on the surface of a sphere and the cities must be visited exactly once in a tour. We propose a new and effective meta-heuristic algorithm with greedy behavior for solving this problem. The proposed algorithm is based on the discrete flower pollination algorithm, which is a bio-inspired meta-heuristic algorithm enhanced by order-based crossover, pollen discarding behavior and partial behaviors. To evaluate the proposed algorithm, it is compared with four effective existing algorithms (the genetic algorithm, two variants of the genetic algorithm and tabu search) on a set of available spherical traveling salesman instances. The results show the superiority of our algorithm in both solution quality and robustness of the solutions.
引用
收藏
页码:2155 / 2170
页数:16
相关论文
共 31 条
[1]  
Abdel-Basset M., 2017, MULTIMED TOOLS APPL, P1
[2]  
[Anonymous], 2014, INT J DIGIT CONTENT
[3]  
[Anonymous], 2014, INT J ENG TRENDS TEC, DOI DOI 10.14445/22315381/IJETT-V7P225
[4]  
[Anonymous], 2010, ENG OPTIMIZATION, DOI DOI 10.1002/9780470640425
[5]   Polynomial time approximation schemes for Euclidean traveling salesman and other geometric problems [J].
Arora, S .
JOURNAL OF THE ACM, 1998, 45 (05) :753-782
[6]  
Berman P, 2006, SODA 06 P 17 ANN ACM, P641
[7]  
Chaudhuri A, 2008, IND INF SYST
[8]  
Duan Y, 2009, INT C COMPUT INTELL, V11, P137
[9]   A PARALLEL TABU SEARCH ALGORITHM FOR LARGE TRAVELING SALESMAN PROBLEMS [J].
FIECHTER, CN .
DISCRETE APPLIED MATHEMATICS, 1994, 51 (03) :243-267
[10]  
Gang W, 2011, APPL RES COMPUT, V28, P4489