A Hybrid Heuristic Algorithm for the Euclidean Traveling Salesman Problem

被引:0
|
作者
Singh, Dharm Raj [1 ]
Singh, Manoj Kumar [1 ]
Singh, Tarkeshwar [2 ]
机构
[1] Banaras Hindu Univ, DST Ctr Interdisciplinary Math Sci, Varanasi 221005, Uttar Pradesh, India
[2] BITS Pilani, Dept Math, Pilani, Rajasthan, India
关键词
Travelling Salesman Problem; Genetic Algorithms; 2-Opt Optimal Mutation;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose hybrid algorithm, 2-opt optimal (2-opt) heuristic mutation with nearest neighbor (NN) tour construction, for solving traveling salesman problem (TSP). In this method, we first initialize suboptimal solution with the help of NN tour construction then DPX crossover is being used and after that 2-opt heuristic method is applied to refine solution for global optimality. Standard benchmark data from TSPLIB is used to evaluate the performance of proposed algorithm. The proposed algorithm gives better performance in term of best and average error. The proposed algorithm decreases the best error values in comparison to other methods with the ratio in between 19.13% and 90.55% and average error values between 32.16% and 86.10%.
引用
收藏
页码:773 / 778
页数:6
相关论文
共 50 条
  • [21] A Hybrid Heuristic Approach for Solving the Generalized Traveling Salesman Problem
    Pop, Petrica C.
    Iordache, Serban
    GECCO-2011: PROCEEDINGS OF THE 13TH ANNUAL GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 2011, : 481 - 488
  • [22] RAPID HEURISTIC ALGORITHM FOR APPROXIMATE SOLUTION OF TRAVELING SALESMAN PROBLEM
    WIORKOWSKI, JJ
    MCELVAIN, K
    TRANSPORTATION RESEARCH, 1975, 9 (2-3): : 181 - 185
  • [23] A New Heuristic Algorithm for the Classical Symmetric Traveling Salesman Problem
    Liu, S. B.
    Ng, K. M.
    Ong, H. L.
    PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 21, 2007, 21 : 267 - 271
  • [24] A hybrid algorithm using a genetic algorithm and multiagent reinforcement learning heuristic to solve the traveling salesman problem
    Alipour, Mir Mohammad
    Razavi, Seyed Naser
    Derakhshi, Mohammad Reza Feizi
    Balafar, Mohammad Ali
    NEURAL COMPUTING & APPLICATIONS, 2018, 30 (09): : 2935 - 2951
  • [25] A hybrid algorithm using a genetic algorithm and multiagent reinforcement learning heuristic to solve the traveling salesman problem
    Mir Mohammad Alipour
    Seyed Naser Razavi
    Mohammad Reza Feizi Derakhshi
    Mohammad Ali Balafar
    Neural Computing and Applications, 2018, 30 : 2935 - 2951
  • [26] A multiple heuristic search algorithm for solving traveling salesman problem
    Gang, P
    Iimura, I
    Nakayama, S
    PARALLEL AND DISTRIBUTED COMPUTING, APPLICATIONS AND TECHNOLOGIES, PDCAT'2003, PROCEEDINGS, 2003, : 779 - 783
  • [27] AN ALGORITHM FOR THE EUCLIDEAN TRAVELING SALESMAN PROBLEM WHICH IS OPTIMAL WITH PROBABILITY ONE
    TERADA, R
    ANAIS DA ACADEMIA BRASILEIRA DE CIENCIAS, 1981, 53 (03): : 625 - 625
  • [28] A NEW HEURISTIC FOR THE TRAVELING SALESMAN PROBLEM
    CARLIER, J
    VILLON, P
    RAIRO-RECHERCHE OPERATIONNELLE-OPERATIONS RESEARCH, 1990, 24 (03): : 245 - 253
  • [29] HEURISTIC FOR ASYMMETRIC TRAVELING SALESMAN PROBLEM
    VANDERCRYUSSEN, P
    RIJCKAERT, MJ
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 1978, 29 (07) : 697 - 701
  • [30] Honey bees mating optimization algorithm for the Euclidean traveling salesman problem
    Marinakis, Yannis
    Marinaki, Magdalene
    Dounias, Georgios
    INFORMATION SCIENCES, 2011, 181 (20) : 4684 - 4698