Research on the assignment of elderly care service personnel with time window constraints
As the population continues to age, there is a growing need for elderly care services. In China, home care is widely embraced as a preferred method of caring for the elderly, and it has a promising commercial outlook. The strategic allocation of Elderly Care Service Personnel (ECSP) is a crucial com...
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| Format: | Article |
| Language: | English |
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Elsevier
2024-04-01
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| Series: | Heliyon |
| Subjects: | |
| Online Access: | http://www.sciencedirect.com/science/article/pii/S2405844024050229 |
| _version_ | 1797213359179825152 |
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| author | Chao Yu Tianxiang Gao |
| author_facet | Chao Yu Tianxiang Gao |
| author_sort | Chao Yu |
| collection | DOAJ |
| description | As the population continues to age, there is a growing need for elderly care services. In China, home care is widely embraced as a preferred method of caring for the elderly, and it has a promising commercial outlook. The strategic allocation of Elderly Care Service Personnel (ECSP) is a crucial component of the operational procedures for home care services. By strategically assigning elderly service personnel, it is possible to enhance the satisfaction and simultaneously minimize expenses. The issue of rationalizing the assignment of ECSP in the face of restricted resources is a genuine challenge that requires a solution, given the many types of elderly service demands and the skill requirements and time limits of certain projects. This study presents a strategy for assigning personnel on an hourly basis, taking into account time frame limits. This method involves several steps. Firstly, it involves assessing the specific service needs of the elderly, including the required door-to-door service time, service level, and gender preferences. Secondly, it calculates the service satisfaction and service operation cost of the Home Care Service Platform (HCSP) separately. Finally, it constructs a multi-objective elderly service personnel assignment method. This method aims to minimize the ECSP 's travel time and wasted time, maximize the satisfaction of the elderly by considering priority levels and ECSP scores, and minimize the operation cost of the HCSP. A model is developed to assign ECSP for elderly individuals, with the goal of minimizing travel time and wasted time, maximizing elderly satisfaction by considering priority and service personnel rating, and minimizing operating costs for the HCSP. Additionally, if there are unserved elderly individuals, an optimized path model is constructed using a cross-modified genetic algorithm to obtain the optimal matching result. Ultimately, an arithmetic example is employed to demonstrate the practicality and efficiency of the strategy put forth in this research. The findings demonstrate that the model presented in this research possesses distinct advantages in comparison to other conventional models. |
| first_indexed | 2024-04-24T10:57:01Z |
| format | Article |
| id | doaj.art-081f88e0c1914d758368d8c802e158a2 |
| institution | Directory Open Access Journal |
| issn | 2405-8440 |
| language | English |
| last_indexed | 2024-04-24T10:57:01Z |
| publishDate | 2024-04-01 |
| publisher | Elsevier |
| record_format | Article |
| series | Heliyon |
| spelling | doaj.art-081f88e0c1914d758368d8c802e158a22024-04-12T04:45:31ZengElsevierHeliyon2405-84402024-04-01108e28991Research on the assignment of elderly care service personnel with time window constraintsChao Yu0Tianxiang Gao1School of Management, Shenyang University of Technology, Shenyang, 110870, ChinaCorresponding author.; School of Management, Shenyang University of Technology, Shenyang, 110870, ChinaAs the population continues to age, there is a growing need for elderly care services. In China, home care is widely embraced as a preferred method of caring for the elderly, and it has a promising commercial outlook. The strategic allocation of Elderly Care Service Personnel (ECSP) is a crucial component of the operational procedures for home care services. By strategically assigning elderly service personnel, it is possible to enhance the satisfaction and simultaneously minimize expenses. The issue of rationalizing the assignment of ECSP in the face of restricted resources is a genuine challenge that requires a solution, given the many types of elderly service demands and the skill requirements and time limits of certain projects. This study presents a strategy for assigning personnel on an hourly basis, taking into account time frame limits. This method involves several steps. Firstly, it involves assessing the specific service needs of the elderly, including the required door-to-door service time, service level, and gender preferences. Secondly, it calculates the service satisfaction and service operation cost of the Home Care Service Platform (HCSP) separately. Finally, it constructs a multi-objective elderly service personnel assignment method. This method aims to minimize the ECSP 's travel time and wasted time, maximize the satisfaction of the elderly by considering priority levels and ECSP scores, and minimize the operation cost of the HCSP. A model is developed to assign ECSP for elderly individuals, with the goal of minimizing travel time and wasted time, maximizing elderly satisfaction by considering priority and service personnel rating, and minimizing operating costs for the HCSP. Additionally, if there are unserved elderly individuals, an optimized path model is constructed using a cross-modified genetic algorithm to obtain the optimal matching result. Ultimately, an arithmetic example is employed to demonstrate the practicality and efficiency of the strategy put forth in this research. The findings demonstrate that the model presented in this research possesses distinct advantages in comparison to other conventional models.http://www.sciencedirect.com/science/article/pii/S2405844024050229Elder care servicePersonnel assignmentMulti-objective optimization modelGenetic algorithm |
| spellingShingle | Chao Yu Tianxiang Gao Research on the assignment of elderly care service personnel with time window constraints Heliyon Elder care service Personnel assignment Multi-objective optimization model Genetic algorithm |
| title | Research on the assignment of elderly care service personnel with time window constraints |
| title_full | Research on the assignment of elderly care service personnel with time window constraints |
| title_fullStr | Research on the assignment of elderly care service personnel with time window constraints |
| title_full_unstemmed | Research on the assignment of elderly care service personnel with time window constraints |
| title_short | Research on the assignment of elderly care service personnel with time window constraints |
| title_sort | research on the assignment of elderly care service personnel with time window constraints |
| topic | Elder care service Personnel assignment Multi-objective optimization model Genetic algorithm |
| url | http://www.sciencedirect.com/science/article/pii/S2405844024050229 |
| work_keys_str_mv | AT chaoyu researchontheassignmentofelderlycareservicepersonnelwithtimewindowconstraints AT tianxianggao researchontheassignmentofelderlycareservicepersonnelwithtimewindowconstraints |