A Self-adaptive Genetic Algorithm Based on the Shortest Path Problem

被引:0
|
作者
Wei, Dong [1 ]
Liu, Zhendong [1 ]
机构
[1] Shandong Jianzhu Univ, Sch Comp Sci & Technol, Jinan 250101, Peoples R China
关键词
Shortest Path Problem; Genetic Algorithm; Dynamic Network; A*Algorithm; Dijkstra Algorithm;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In the city, the transportation network is stochastic and dynamic, study of the stochastic shortest path problem are of great value. The paper models the shortest path problem, we use the genetic algorithm in transportation network, and we propose an improved self adaptive genetic algorithm by crossover strategy, selection strategy, and mutation strategy. The paper improved genetic algorithm by adjusting the mutation and crossover parameters. The experiments indicate that the improved genetic algorithm has better result and much higher capacity in global optimization than A* algorithm and Dijkstra algorithm in the shortest path problem.(1)
引用
收藏
页码:362 / 369
页数:8
相关论文
共 50 条
  • [1] Exploration of Shortest Path Problem Based on Genetic Algorithm
    Kang, Xiaojun
    Wang, Yun
    [J]. PROGRESS IN INTELLIGENCE COMPUTATION AND APPLICATIONS, 2008, : 15 - 17
  • [2] An Improved Genetic Algorithm Based on the Shortest Path Problem
    Liu, Zhendong
    Kong, Yawei
    Su, Bin
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION (ICIA), 2016, : 328 - 332
  • [3] Improved Self Adaptive Genetic Algorithm and Its Application on the Dynamic Stochastic Shortest Path Problem
    Yang, Hai
    [J]. SUSTAINABLE DEVELOPMENT AND ENVIRONMENT II, PTS 1 AND 2, 2013, 409-410 : 1415 - 1418
  • [4] SELF-ADAPTIVE GENETIC ALGORITHM AND TRAVELLING SALESMAN PROBLEM
    Perzina, Radomir
    [J]. 16TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING MENDEL 2010, 2010, : 56 - 63
  • [5] Research on the Shortest Path Problem Based on Improved Genetic Algorithm
    Wang, Baoliang
    Yao, Susu
    Lu, Kaining
    Zhao, Huizhen
    [J]. HUMAN CENTERED COMPUTING, HCC 2017, 2018, 10745 : 173 - 182
  • [6] Self-adaptive Genetic Algorithm for Solving Travelling Purchaser Problem
    Perzina, Radomir
    [J]. PROCEEDINGS OF THE 29TH INTERNATIONAL CONFERENCE ON MATHEMATICAL METHODS IN ECONOMICS 2011, PTS I AND II, 2011, : 545 - 550
  • [7] Self-adaptive length genetic algorithm for urban rerouting problem
    Cao, Li
    Shi, Zhongke
    Bao, Paul
    [J]. ADVANCES IN NATURAL COMPUTATION, PT 1, 2006, 4221 : 726 - 729
  • [8] A Self-adaptive Genetic Algorithm for the Word Sense Disambiguation Problem
    Alsaeedan, Wojdan
    Menai, Mohamed El Bachir
    [J]. CURRENT APPROACHES IN APPLIED ARTIFICIAL INTELLIGENCE, 2015, 9101 : 581 - 590
  • [9] GENETIC ALGORITHM BASED A NEW ALGORITHM FOR TIME DYNAMIC SHORTEST PATH PROBLEM
    Dener, Murat
    Akcayol, M. Ali
    Toklu, Sinan
    Bay, Omer Faruk
    [J]. JOURNAL OF THE FACULTY OF ENGINEERING AND ARCHITECTURE OF GAZI UNIVERSITY, 2011, 26 (04): : 915 - 928
  • [10] Self-adaptive autowave pulse-coupled neural network for shortest-path problem
    Li, Xiaojun
    Ma, Yide
    Feng, Xiaowen
    [J]. NEUROCOMPUTING, 2013, 115 : 63 - 71