Reducing waste in manufacturing operations: bi-objective scheduling on a single-machine with coupled-tasks

被引:6
|
作者
Le Hesran, Corentin [1 ]
Agarwal, Aayush [1 ]
Ladier, Anne-Laure [1 ]
Botta-Genoulaz, Valerie [1 ]
Laforest, Valerie [2 ]
机构
[1] Univ Lyon, DISP Lab EA 4570, INSA Lyon, Villeurbanne, France
[2] Univ Lyon, CNRS, EMSE, UMR EVS 5600, St Etienne 2, France
关键词
coupled-tasks; bi-objective optimisation; scheduling; genetic algorithm; waste prevention; mixed-integer linear programming; MULTIOBJECTIVE GENETIC ALGORITHM; CUTTING-STOCK; FLOW-SHOP; REENTRANT SHOP; JOB; OPTIMIZATION; SEARCH; MODELS;
D O I
10.1080/00207543.2019.1693653
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This study addresses a scheduling problem involving a single-machine with coupled-tasks and bi-objective optimisation considering simultaneously inventory and environmental waste. A Mixed Integer Linear Program representing the problem is first developed. Subsequently, a Genetic Algorithm (GA) is presented, followed by numerical experiments on multiple instances. Pareto fronts are determined using the epsilon-constraint and weighted sum methods, and a trade-off point is selected according to a distance criterion. Numerical experiments on both small and large instances show near-optimal results for small instances, and considerably reduced computing times for large ones when using the GA. The results show that a compromise can be found, with a decrease in setup-related waste up to 36% for an increase of inventory of 12%. This will help decision-makers to better consider the environmental aspect when designing schedules, as well as reduce their production environmental impact and waste-management costs.
引用
收藏
页码:7130 / 7148
页数:19
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