Metaheuristics in the Humanitarian Supply Chain

被引:4
|
作者
Santana Robles, Francisca [1 ]
Hernandez-Gress, Eva Selene [2 ]
Hernandez-Gress, Neil [2 ]
Granillo Macias, Rafael [1 ]
机构
[1] Autonomous Univ State Hidalgo, Higher Educ Sch Ciudad Sahagun, Pachuca 43990, Hidalgo, Mexico
[2] Tecnol Monterrey, Pachuca 42080, Hidalgo, Mexico
关键词
disasters; humanitarian supply chain; metaheuristics; EMERGENCY RESOURCE-ALLOCATION; PARTICLE SWARM OPTIMIZATION; LOCATION-ROUTING MODEL; RELIEF DISTRIBUTION; NATURAL DISASTER; NETWORK DESIGN; LOGISTICS; MANAGEMENT; ALGORITHM; EARTHQUAKE;
D O I
10.3390/a14120364
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Everyday there are more disasters that require Humanitarian Supply Chain (HSC) attention; generally these problems are difficult to solve in reasonable computational time and metaheuristics (MHs) are the indicated solution algorithms. To our knowledge, there has not been a review article on MHs applied to HSC. In this work, 78 articles were extracted from 2016 publications using systematic literature review methodology and were analyzed to answer two research questions: (1) How are the HSC problems that have been solved from Metaheuristics classified? (2) What is the gap found to accomplish future research in Metaheuristics in HSC? After classifying them into deterministic (52.56%) and non-deterministic (47.44%) problems; post-disaster (51.28%), pre-disaster (14.10%) and integrated (34.62%); facility location (41.03%), distribution (71.79%), inventory (11.54%) and mass evacuation (10.26%); single (46.15%) and multiple objective functions (53.85%), single (76.92%) and multiple (23.07%) period; and the type of Metaheuristic: Metaphor (71.79%) with genetic algorithms and particle swarm optimization as the most used; and non-metaphor based (28.20%), in which search algorithms are mostly used; it is concluded that, to consider the uncertainty of the real context, future research should be done in non-deterministic and multi-period problems that integrate pre- and post-disaster stages, that increasingly include problems such as inventory and mass evacuation and in which new multi-objective MHs are tested.
引用
收藏
页数:33
相关论文
共 50 条
  • [1] Metaheuristics in Logistics and Supply Chain Management
    Griffis, Stanley E.
    Bell, John E.
    Closs, David J.
    [J]. JOURNAL OF BUSINESS LOGISTICS, 2012, 33 (02) : 90 - 106
  • [2] Editorial: Metaheuristics for sustainable supply chain management
    Kulkarni, Anand J.
    Siarry, Patrick
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2024, 133
  • [3] Editorial: Metaheuristics for sustainable supply chain management
    Kulkarni, Anand J.
    Siarry, Patrick
    [J]. Engineering Applications of Artificial Intelligence, 2024, 133
  • [4] Humanitarian aid: an agile supply chain?
    Oloruntoba, R
    Gray, R
    [J]. SUPPLY CHAIN MANAGEMENT-AN INTERNATIONAL JOURNAL, 2006, 11 (02) : 115 - 120
  • [5] On the Literature Divergences of the Humanitarian Supply Chain
    Baharmand, Hossein
    Salvado, Laura Laguna
    Comes, Tina
    Lauras, Matthieu
    [J]. INFORMATION SYSTEMS FOR CRISIS RESPONSE AND MANAGEMENT IN MEDITERRANEAN COUNTRIES, ISCRAM-MED 2015, 2015, 233 : 194 - 204
  • [6] Management of the Humanitarian Supply Chain in Zimbabwe
    Chingono, Tatenda T.
    Mbohwa, C.
    [J]. WORLD CONGRESS ON ENGINEERING AND COMPUTER SCIENCE, WCECS 2015, VOL II, 2015, : 1030 - 1034
  • [7] Revolutionizing sustainable supply chain management: A review of metaheuristics
    Abualigah, Laith
    Hanandeh, Essam Said
    Abu Zitar, Raed
    Thanh, Cuong-Le
    Khatir, Samir
    Gandomi, Amir H.
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2023, 126
  • [8] The Role of Artificial Intelligence in Supply Chain Agility: A Perspective of Humanitarian Supply Chain
    Pereira, Elisabeth T.
    Shafique, Muhammad Noman
    [J]. INZINERINE EKONOMIKA-ENGINEERING ECONOMICS, 2024, 35 (01): : 77 - 89
  • [9] A humanitarian supply chain process reference model
    Blecken, Alexander
    Hellingrath, Bernd
    Dangelmaier, Wilhelm
    Schulz, Sabine F.
    [J]. INTERNATIONAL JOURNAL OF SERVICES TECHNOLOGY AND MANAGEMENT, 2009, 12 (04) : 391 - 413
  • [10] Borrowing theories in humanitarian supply chain management
    Tabaklar, Tunca
    Halldorsson, Arni
    Kovacs, Gyongyi
    Spens, Karen
    [J]. JOURNAL OF HUMANITARIAN LOGISTICS AND SUPPLY CHAIN MANAGEMENT, 2015, 5 (03) : 281 - 299