Discretization of the Firefly Algorithm for Home Care

被引:12
|
作者
Dekhici, Latifa [1 ]
Redjem, Rabeh [2 ,3 ]
Belkadi, Khaled [1 ]
El Mhamedi, Abderrahman [3 ]
机构
[1] Univ Sci & Technol Oran, Dept Informat, LAMOSI, Oran 31000, Algeria
[2] Leyton Grp, F-92213 St Cloud, France
[3] Univ Paris 08, Lab QUARTZ, F-93100 Montreuil, France
关键词
Firefly (FF) algorithm; home care; local search (LS); particles swarm optimization (PSO); time windows vehicle routing problem (TWVRP); VEHICLE-ROUTING PROBLEM; SEARCH;
D O I
10.1109/CJECE.2018.2883030
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper aims to solve the problem of home-care routing by using a metaheuristic inspired by nature which is the firefly (FF) algorithm. A good discretization and correction of the solution was provided to maintain the advantages of such an algorithm on this combinatorial problem. Even if the problem is only an extension of the vehicle routing problem with time windows (TWVRP), the human aspect hardens it so that any abuse of a constraint can destroy the feasibility or reduce the services quality. Hard constraints concern the precedence between cares and a patient cares synchronization, while soft constraints concern time windows preferences. The problem in this paper also takes into account overtime and the painfulness of home workers. The main purpose is to minimize the routing total duration and to maximize the constraints satisfaction. The results on two examples show that the discrete version of the FF algorithm gives a better total travel time and better satisfies the constraints.
引用
收藏
页码:20 / 26
页数:7
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