带午餐休息要求的居家护理人员排班与路径规划问题的数学模型与精确算法

Mathematical model and exact algorithm for the home care worker scheduling and routing problem with lunch break requirements

International Journal of Production Research · 2016
被引 114 · 同刊同年前 7%
ABS 3

中文导读

针对居家护理人员排班与路径规划中考虑午餐休息要求的实际问题,构建了三指标数学模型,并设计了分支定价算法精确求解,实验表明该算法优于CPLEX求解器。

Abstract

Home health care or home care (HHC/HC) refers to the delivery of social, medical and paramedical services to clients in their own homes. Each day, care workers start from the HHC/HC centre, visit some clients and return to the centre. During the service delivery process, there is usually a lunch break for each worker. In this paper, we address a real-life home care worker scheduling and routing problem with the consideration of lunch break requirements. A three-index mathematical model is constructed for the problem. The problem is decomposed into a master problem and several pricing sub-problems, and is optimally solved by a branch-and-price (B&P) algorithm. Specifically, a sophisticated label-correcting algorithm is designed to address lunch break constraints in pricing sub-problems; some cutting-edge acceleration strategies are applied during the column generation process. Experimental results show that the proposed B&P algorithm is able to produce satisfied solutions within an acceptable runtime and outperforms the mixed integer programming solver CPLEX.

居家护理排班与路径规划整数规划列生成算法分支定价算法