{"title":"A Variable Neighborhood Search for Home Care Scheduling Under Chargeable Overtime and Preference Matching*","authors":"Yanran Zhu, A. Matta, Ettore Lanzarone, Na Geng","doi":"10.1109/COASE.2019.8843276","DOIUrl":null,"url":null,"abstract":"This paper addresses a home care (HC) scheduling problem faced by a real provider working in New York City area, USA. HC scheduling is an extension of vehicle routing problem with specific constraints and characteristics. The addressed problem is also a matching problem since it considers the caregiver-client matching which depends on the value of each pair’s satisfaction. The novelties of our problem lie in chargeable overtimes, preference matching and several specific constraints from the provider. A mathematical model for the problem is provided with the objective of minimizing the unmatched preferences, the overtime cost paid by provider and the total caregivers’ travel time. A variable neighborhood search algorithm is also proposed to solve the problem and tested on a real instance from considered HC provider. Numerical results show that the proposed algorithm can efficiently provide high quality solutions on real-sized instances.","PeriodicalId":6695,"journal":{"name":"2019 IEEE 15th International Conference on Automation Science and Engineering (CASE)","volume":"37 1","pages":"281-286"},"PeriodicalIF":0.0000,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 IEEE 15th International Conference on Automation Science and Engineering (CASE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/COASE.2019.8843276","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
This paper addresses a home care (HC) scheduling problem faced by a real provider working in New York City area, USA. HC scheduling is an extension of vehicle routing problem with specific constraints and characteristics. The addressed problem is also a matching problem since it considers the caregiver-client matching which depends on the value of each pair’s satisfaction. The novelties of our problem lie in chargeable overtimes, preference matching and several specific constraints from the provider. A mathematical model for the problem is provided with the objective of minimizing the unmatched preferences, the overtime cost paid by provider and the total caregivers’ travel time. A variable neighborhood search algorithm is also proposed to solve the problem and tested on a real instance from considered HC provider. Numerical results show that the proposed algorithm can efficiently provide high quality solutions on real-sized instances.