Utilizing the Internet of Things (IoT) to address uncertain home health care supply chain network

被引:15
|
作者
Salehi-Amiri, Amirhossein [1 ]
Jabbarzadeh, Armin [1 ]
Hajiaghaei-Keshteli, Mostafa [2 ]
Chaabane, Amin [1 ]
机构
[1] Univ Quebec, Ecole Technol Super ETS, Dept Syst Engn, Montreal, PQ, Canada
[2] Tecnol Monterrey, Escuela Ingn & Ciencias, Puebla, Mexico
关键词
Home health care; Internet of things (IoT); Sustainability; Vehicle routing problem; Metaheuristic algorithms; BI-OBJECTIVE OPTIMIZATION; ROUTING PROBLEM; SCHEDULING PROBLEM; SMART HOMES; TRANSPORTATION PROBLEM; GENETIC ALGORITHM; TIME WINDOWS; SYSTEM; ARCHITECTURE; MANAGEMENT;
D O I
10.1016/j.eswa.2022.118239
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Generally, Home Health Care (HHC) consists of a medical team that serves patients in their own homes and carries out various medical services, such as taking biological samples and administering medicine. Aging trends in developing countries, and the growing tendency of the elderly to receive healthcare services in their own homes, leads to increasing demand for such services that outgrow those available in hospitals, healthcare personnel, and other resources. Therefore, HHC services and their associate demand rates are increasing dramatically. A major opportunity normally ignored in this regard is the applicability of the Internet of Things (IoT) systems to facilitate this practice. In this work, a two-phased approach is proposed to 1) identify the po-tential patients and 2) collect their biological samples and send them to be analyzed. Green Split Pick-up Vehicle Routing Problem (GSPVRP) and IoT concept are employed to address the patients in both sub-models. The proposed model is investigated by data from a real-world case study in Montreal, Canada, and solved using four multi-objective metaheuristic algorithms. An extensive analysis of the results revealed that utilizing the IoT system contributes to maximizing the overall occupancy rate of the vehicles and can effectively optimize the number of trips, hence minimizing total costs and greenhouse gas emissions.
引用
收藏
页数:25
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