Multi-Objective Technology-Based Approach to Home Healthcare Routing Problem Considering Sustainability Aspects

被引:0
作者
Zaid, Ahmed Adnan [1 ]
Asaad, Ahmed R. [2 ]
Othman, Mohammed [3 ,4 ]
Mohammad, Ahmad Haj
机构
[1] Palestine Tech Univ Kadoorie, Fac Business & Econ, Dept Logist Management, Tulkarm, Palestine
[2] Palestinian Broadcasting Corp PBC, Ramallah, Palestine
[3] Annajah Natl Univ, Fac Engn & Informat Technol, Dept Ind & Mech Engn, Nablus, Palestine
[4] Sultan Qaboos Univ, Coll Engn, Dept Mech & Ind Engn, Muscat 123, Oman
来源
LOGISTICS-BASEL | 2024年 / 8卷 / 03期
关键词
patient's condition; quality of service; smart VRP; sustainability; body sensors; internet of things; mathematical programming; SDG3; WASTE COLLECTION; PROBLEM MODEL; OPTIMIZATION;
D O I
10.3390/logistics8030075
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Background: This research aims to solve a home healthcare vehicle routing problem (HHCVRP) model that considers the social aspect of sustainability and will be implemented in smart cities. In addition to the dynamism and uncertainty caused by variations in the patient's condition, the proposed model considers parameters and variables that enhance its practicability, such as assuming different levels of patient importance (priority). Methods: The model was solved using a metaheuristic algorithm approach via the Ant Colony Optimization algorithm and the Non-Dominated Sorting technique due to the ability of such a combination to work out with dynamic models with uncertainties and multi-objectives. Results: This study proposes a novel mathematical model by integrating body sensors on patients to keep updating their conditions and prioritizing critical conditions in service. The sensitivity analysis demonstrates that using a heart rate sensor improves service quality and patient satisfaction without affecting the energy consumed. In addition, quality costs are increased if the importance levels of patients increase. Conclusions: The suggested model can assist healthcare practitioners in tracking patients' health conditions to improve the quality of service and manage workload effectively. A trade-off between patient satisfaction and service provider satisfaction should be maintained.
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页数:29
相关论文
共 62 条
[1]   Optimising an eco-friendly vehicle routing problem model using regular and occasional drivers integrated with driver behaviour control [J].
Abu Al Hla, Yasmin ;
Othman, Mohammed ;
Saleh, Yahya .
JOURNAL OF CLEANER PRODUCTION, 2019, 234 :984-1001
[2]   Theoretical model and implementation of a real time intelligent bin status monitoring system using rule based decision algorithms [J].
Al Mamun, Md. Abdulla ;
Hannan, M. A. ;
Hussain, Aini ;
Basri, Hassan .
EXPERT SYSTEMS WITH APPLICATIONS, 2016, 48 :76-88
[3]   Smart Cities: Definitions, Dimensions, Performance, and Initiatives [J].
Albino, Vito ;
Berardi, Umberto ;
Dangelico, Rosa Maria .
JOURNAL OF URBAN TECHNOLOGY, 2015, 22 (01) :3-21
[4]   The Sustainable Home Health Care Process Based on Multi-Criteria Decision-Support [J].
Alves, Filipe ;
Costa, Lino A. ;
Rocha, Ana Maria A. C. ;
Pereira, Ana I. ;
Leitao, Paulo .
MATHEMATICS, 2023, 11 (01)
[5]   Ethical Implications of User Perceptions of Wearable Devices [J].
Anaya, L. H. Segura ;
Alsadoon, Abeer ;
Costadopoulos, N. ;
Prasad, P. W. C. .
SCIENCE AND ENGINEERING ETHICS, 2018, 24 (01) :1-28
[6]  
[Anonymous], 1999, NEW IDEAS OPTIMIZATI, DOI DOI 10.1007/S10601-014-9168-4
[7]   Real-world heart rate norms in the Health eHeart study [J].
Avram, Robert ;
Tison, Geoffrey H. ;
Aschbacher, Kirstin ;
Kuhar, Peter ;
Vittinghoff, Eric ;
Butzner, Michael ;
Runge, Ryan ;
Wu, Nancy ;
Pletcher, Mark J. ;
Marcus, Gregory M. ;
Olgin, Jeffrey .
NPJ DIGITAL MEDICINE, 2019, 2 (1)
[8]   Sustainability optimization for global supply chain decision-making [J].
Bhinge, Raunak ;
Moser, Raphael ;
Moser, Emanuel ;
Lanza, Gisela ;
Dornfeld, David .
12TH GLOBAL CONFERENCE ON SUSTAINABLE MANUFACTURING - EMERGING POTENTIALS, 2015, 26 :323-328
[9]   Dynamic Multi-Compartment Vehicle Routing Problem for Smart Waste Collection [J].
Bouleft, Yousra ;
Elhilali Alaoui, Ahmed .
APPLIED SYSTEM INNOVATION, 2023, 6 (01)
[10]  
Brundtland GH, 1987, WORLD COMMISSION ENV, DOI DOI 10.1080/07488008808408783