Hybrid greedy algorithms for fuzzy tardiness/earliness minimisation in a special single machine scheduling problem: case study and generalisation

被引:17
|
作者
Niroomand, Sadegh [1 ,5 ]
Hadi-Vencheh, Abdollah [2 ]
Mirzaei, Nima [3 ]
Molla-Alizadeh-Zavardehi, Saber [4 ]
机构
[1] Firouzabad Inst Higher Educ, Dept Ind Engn, Firouzabad, Fars, Iran
[2] Islamic Azad Univ, Khorasgan Isfahan Branch, Dept Math, Esfahan, Iran
[3] Istanbul Aydin Univ, Dept Ind Engn, Istanbul, Turkey
[4] Islamic Azad Univ, Masjed Soleiman Branch, Dept Ind Engn, Masjed Soleiman, Iran
[5] Eastern Mediterranean Univ, Dept Ind Engn, Northern Cyprus, Turkey
关键词
scheduling problem; meta-heuristic; greedy algorithm; Taguchi method; fuzzy number; COMMON DUE-DATE; VARIABLE NEIGHBORHOOD SEARCH; BATCH-PROCESSING MACHINE; SEQUENCE-DEPENDENT SETUP; TOTAL WEIGHTED TARDINESS; NONIDENTICAL JOB SIZES; COMPLETION TIMES; TOTAL EARLINESS; FAMILY SETUPS; MINIMIZING MAKESPAN;
D O I
10.1080/0951192X.2015.1130244
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper focuses on earliness and tardiness minimisation of a special case of single machine scheduling problem with common fuzzy due-date. The problem arises from a cable manufacturing system where cables are produced in different sizes and colours. The problem is generalised by considering two attributes for each product (job) and different levels for each attribute. Setup time between a pair of jobs is different when the level of one attribute or both attributes is changed, as is the case in this study. Three hybrid greedy algorithms and a genetic algorithm are introduced to solve the test problems generated for the generalised problem while Taguchi experimental design method is used to find the best level of parameters for each algorithm. Finally, the comparisons are employed to select the best method.
引用
收藏
页码:870 / 888
页数:19
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