Recommending Optimal Tour for Groups using Ant Colony Optimization

被引:0
|
作者
Agarwal, Parul [1 ]
Sourabh, Mayank [1 ]
Sachdeva, Rishabh [1 ]
Sharma, Siddharh [1 ]
Mehta, Shikha [1 ]
机构
[1] Jaypee Inst Informat Technol, Dept Comp Sci & Informat Technol, Noida, India
关键词
Tour recommendation; ant colony optimization; dynamic programming; point of interests; satisfaction value; cost value;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Tour recommendation is one of the special cases of travelling salesman problem. Many researchers provided near optimal solution to this problem. However, literature shows that tours are mainly recommended to specific persons not to the group of people. This paper provides the different algorithmic approaches to give near optimal tours for the group of people. For such type of problem, it is essential to find the point of interest (POI) of each person in a group. The problem is quite intricate because all people of the group should be satisfied from the tour obtained. Four algorithmic implications are adopted in this work to find optimal tours - exhaustive search, greedy algorithm, dynamic programming and ant colony optimization (ACO). Optimal tour for group not only means shortest length path (total cost) but also satisfaction value of each person from tour obtained. Satisfaction value is a like or dislike of each person in a group from POIs considered in a tour. It was observed that ACO provide better results i.e. better combination of total cost value and satisfaction value as compared to other algorithms.
引用
收藏
页码:262 / 267
页数:6
相关论文
共 50 条
  • [1] Ant Colony Optimization for Optimal Control
    van Ast, Jelmer
    Babuska, Robert
    De Schutter, Bart
    [J]. 2008 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-8, 2008, : 2040 - 2046
  • [2] Optimal Ant and Join Cardinality for Distributed Query Optimization Using Ant Colony Optimization Algorithm
    Tiwari, Preeti
    Chande, Swati, V
    [J]. EMERGING TRENDS IN EXPERT APPLICATIONS AND SECURITY, 2019, 841 : 385 - 392
  • [3] An Approach of Optimal Path Generation using Ant Colony Optimization
    Srivastava, Praveen Ranjan
    Baby, Km
    Raghurama, G.
    [J]. TENCON 2009 - 2009 IEEE REGION 10 CONFERENCE, VOLS 1-4, 2009, : 1632 - +
  • [4] Optimal design of skeletal structures using ant colony optimization
    Kaveh, A.
    Shojaee, S.
    [J]. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 2007, 70 (05) : 563 - 581
  • [5] Bi-tour ant colony optimization for diagonal clustering
    Woo, KH
    Cheng, CH
    [J]. Soft Computing as Transdisciplinary Science and Technology, 2005, : 927 - 936
  • [6] Fuzzy Ant Colony Optimization for Optimal Control
    van Ast, Jelmer
    Babuska, Robert
    De Schutter, Bart
    [J]. 2009 AMERICAN CONTROL CONFERENCE, VOLS 1-9, 2009, : 1003 - 1008
  • [7] Optimal structural design by ant colony optimization
    Bland, JA
    [J]. ENGINEERING OPTIMIZATION, 2001, 33 (04) : 425 - 443
  • [8] On optimal parameters for ant colony optimization algorithms
    Gaertner, D
    Clark, K
    [J]. ICAI '05: PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOLS 1 AND 2, 2005, : 83 - 89
  • [9] Optimal Trajectory Tracking of Robotic Manipulator using Ant Colony Optimization
    Singh, Ruchi
    Prasad, Lal Bahadur
    [J]. 2018 5TH IEEE UTTAR PRADESH SECTION INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS AND COMPUTER ENGINEERING (UPCON), 2018, : 922 - 927
  • [10] Optimal Sizing of Hybrid Energy System using Ant Colony Optimization
    Suhane, Payal
    Rangnekar, Saroj
    [J]. INTERNATIONAL JOURNAL OF RENEWABLE ENERGY RESEARCH, 2014, 4 (04): : 936 - 942