Modeling and optimization of a reliable blood supply chain network in crisis considering blood compatibility using MOGWO

被引:31
|
作者
Ghorashi, Seyed Behzad [1 ]
Hamedi, Maryam [1 ]
Sadeghian, Ramin [1 ]
机构
[1] Payame Noor Univ, Dept Ind Engn, Fac Engn, Tehran, Iran
来源
NEURAL COMPUTING & APPLICATIONS | 2020年 / 32卷 / 16期
关键词
Blood supply chain; Disaster management; Reliability; Multi-objective optimization; Supply chain management; Meta-heuristic algorithms; VENDOR MANAGED INVENTORY; MULTIOBJECTIVE OPTIMIZATION; EVOLUTIONARY ALGORITHMS; QUANTITY MODEL; EOQ MODEL; DESIGN; EFFICIENT;
D O I
10.1007/s00521-019-04343-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Due to the prominent role of blood in human life, designing an efficient blood supply chain in case of an emergency situation is essential especially considering blood compatibility. This research proposes a multi-objective model for emergency blood supply chain management considering blood compatibility, routing, and location-allocation decisions. The blood supply chain network consists of donors, collection facilities, laboratories, blood centers, and hospitals. The mathematical model aims to minimize total supply chain cost and time while maximizing minimum reliability of established routes by making decisions regarding location-allocation, blood flow, inventory levels, and optimal routes. In order to solve the problem, a novel algorithm called Multi-Objective Grey Wolf Optimizer is used and compared to two classical algorithms Multi-Objective Particle Swarm Optimization and Non-dominated Sorting Genetic Algorithm-II. Performance of the algorithms is evaluated in various test problems using powerful measures. Also, the application of the proposed model is investigated in a case study in Iran's capital, Tehran. Based on the results, important managerial insights are derived and optimal locations for facilities, inventory levels, routes and blood flow between facilities are determined.
引用
收藏
页码:12173 / 12200
页数:28
相关论文
共 50 条
  • [41] Multitiered blood supply chain network competition: Linking blood service organizations, hospitals, and payers
    Dutta, Pritha
    Nagurney, Anna
    OPERATIONS RESEARCH FOR HEALTH CARE, 2019, 23
  • [42] Vehicle Routing Problem in Relief Supply under a Crisis Condition considering Blood Types
    Kallaj, Mahsa Rezaei
    Abolghasemian, Milad
    Pirbalouti, Samaneh Moradi
    Ara, Majid Sabk
    Chobar, Adel Pourghader
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2021, 2021
  • [43] Simulation-optimization model for production planning in the blood supply chain
    Osorio, Andres F.
    Brailsford, Sally C.
    Smith, Honora K.
    Forero-Matiz, Sonia P.
    Camacho-Rodriguez, Bernardo A.
    HEALTH CARE MANAGEMENT SCIENCE, 2017, 20 (04) : 548 - 564
  • [44] Simulation-optimization model for production planning in the blood supply chain
    Andres F. Osorio
    Sally C. Brailsford
    Honora K. Smith
    Sonia P. Forero-Matiz
    Bernardo A. Camacho-Rodríguez
    Health Care Management Science, 2017, 20 : 548 - 564
  • [45] Robust optimization of sustainable food supply chain network considering food waste valorization and supply uncertainty
    Krishnan, Ramesh
    Arshinder, K.
    Agarwal, Renu
    COMPUTERS & INDUSTRIAL ENGINEERING, 2022, 171
  • [46] Optimizing the Issue of Blood Supply Chain Network Design with a Reliability Approach
    Yuesti, Anik
    Chetthamrongchai, Paitoon
    Ahmed, Alim Al Ayub
    Anitra, Vera
    Aravindhan, Surendar
    Akhmadeev, Ravil
    Kurniady, Dedy Achmad
    Rotinsulu, Clara Neltje Meini
    Kavitha, M.
    INDUSTRIAL ENGINEERING AND MANAGEMENT SYSTEMS, 2022, 21 (02): : 355 - 365
  • [47] A flexible robust model for blood supply chain network design problem
    Soheyl Khalilpourazari
    Hossein Hashemi Doulabi
    Annals of Operations Research, 2023, 328 : 701 - 726
  • [48] A flexible robust model for blood supply chain network design problem
    Khalilpourazari, Soheyl
    Doulabi, Hossein Hashemi
    ANNALS OF OPERATIONS RESEARCH, 2023, 328 (01) : 701 - 726
  • [49] A lateral resupply blood supply chain network design under uncertainties
    Arani, Mohammad
    Chan, Yupo
    Liu, Xian
    Momenitabar, Mohsen
    APPLIED MATHEMATICAL MODELLING, 2021, 93 : 165 - 187
  • [50] Mergers and acquisitions in blood banking systems: A supply chain network approach
    Masoumi, Amir H.
    Yu, Min
    Nagurney, Anna
    INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2017, 193 : 406 - 421