Multi Depot Vehicle Routing Using Ant Colony Optimization - Trip Assignment of Freight Flow Using Modified Gravity Model

被引:0
|
作者
Saeed, Husnain [1 ,2 ]
Ikramullah, Shahid [1 ]
Khan, Mushtaq [1 ]
Amjad, Fahd [3 ]
Ali, Liaqat [4 ]
Zhang Faping [5 ]
机构
[1] Natl Univ Sci & Technol NUST, Sch Mech & Mfg Engn, Islamabad, Pakistan
[2] Minist Planning Dev & Reforms, PakistanCtr Excellence CPEC, Islamabad, Pakistan
[3] Minist Planning Dev & Reforms, Ctr Excellence CPEC, Islamabad, Pakistan
[4] Univ Technol, Nowshera, Pakistan
[5] Beijing Inst Technol, Beijing, Peoples R China
关键词
components: ant colony optimization; gravity model; multi deport vehicle routing; simio; QGIS; matlab; CPEC;
D O I
10.1145/3463858.3463879
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Various optimization techniques have been used to solve Traffic Assignment problem, similarly different variants of Gravity Model have been used to generate the trips across the network. This paper presents a unique methodology of combining both techniques and presents a holistic framework of managing Transportation Corridors that emerged due to combining these two proven techniques with slight modifications. Modified Gravity Model (MGM) successfully predicted and generated the trips across a corridor, and Ant Colony Optimization (ACO) helped assign Trips. The data used has been obtained from a real-life Corridor and the results have been verified using statistics from the national authorities managing the corridor. Specific case of China Pakistan Economic Corridor (CPEC) has been considered and modeled in Simio, Matlab and QGIS.
引用
收藏
页码:121 / 125
页数:5
相关论文
共 50 条
  • [31] Dynamic Anycast Routing and Wavelength Assignment in WDM Networks Using Ant Colony Optimization (ACO)
    Bhaskaran, Kavitha
    Triay, Joan
    Vokkarane, Vinod M.
    2011 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2011,
  • [32] Secure Code Assignment to Alphabets Using Modified Ant Colony Optimization along with Compression
    Hasija, Hitesh
    Katarya, Rahul
    2014 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2014, : 175 - 181
  • [33] Adaptive routing and wavelength assignment in GMPLS controlled optical networks using ant colony optimization
    Pavani, Gustavo Sousa
    Waldman, Helio
    ICTON 2008: PROCEEDINGS OF 2008 10TH ANNIVERSARY INTERNATIONAL CONFERENCE ON TRANSPARENT OPTICAL NETWORKS, VOL 3, 2008, : 109 - 112
  • [34] Ant Colony Optimization Technique to Solve the Min-Max Single Depot Vehicle Routing Problem
    Narasimha, Koushik S. Venkata
    Kumar, Manish
    2011 AMERICAN CONTROL CONFERENCE, 2011, : 3257 - 3262
  • [35] An adaptive ant colony algorithm for crowdsourcing multi-depot vehicle routing problem with time windows
    Xue S.
    Sustainable Operations and Computers, 2023, 4 : 62 - 75
  • [36] Collaborative vehicle routing problem with rough location using extended ant colony optimization algorithm
    Chen, Mingzhou
    Zhang, Shuai
    Zhang, Wenyu
    Lin, Jian
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2019, 37 (02) : 2385 - 2402
  • [37] Solving the vehicle routing problem with drone for delivery services using an ant colony optimization algorithm
    Huang, Shan-Huen
    Huang, Ying-Hua
    Blazquez, Carola A.
    Chen, Chia-Yi
    ADVANCED ENGINEERING INFORMATICS, 2022, 51
  • [38] A Modified Ant Colony Optimization to Solve Multi Products Inventory Routing Problem
    Wong, Lily
    Moin, Noor Hasnah
    PROCEEDINGS OF THE 21ST NATIONAL SYMPOSIUM ON MATHEMATICAL SCIENCES (SKSM21): GERMINATION OF MATHEMATICAL SCIENCES EDUCATION AND RESEARCH TOWARDS GLOBAL SUSTAINABILITY, 2014, 1605 : 1117 - 1122
  • [39] Optimization of the quadratic assignment problem using an ant colony algorithm
    Demirel, Nihan Cetin
    Toksari, M. Duran
    APPLIED MATHEMATICS AND COMPUTATION, 2006, 183 (01) : 427 - 435
  • [40] An ant colony optimization model: The period vehicle routing problem with time windows
    Yu, Bin
    Yang, Zhong Zhen
    TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW, 2011, 47 (02) : 166 - 181