FUZZY CONSTRAINTS IN JOB-SHOP SCHEDULING

被引:100
|
作者
DUBOIS, D
FARGIER, H
PRADE, H
机构
[1] Institut de Recherche en Informatique de Toulouse (I.R.I.T.) - C.N.R.S., Université Paul Sabatier, Toulouse Cedex, 31062
关键词
POSSIBILITY THEORY; FUZZY CONSTRAINTS; SCHEDULING; PREFERENCE; UNCERTAINTY;
D O I
10.1007/BF00128646
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes an extension of the constraint-based approach to job-shop scheduling, that accounts for the flexibility of temporal constraints and the uncertainty of operation durations. The set of solutions to a problem is viewed as a fuzzy set whose membership function reflects preference. This membership function is obtained by an egalitarist aggregation of local constraint-satisfaction levels. Uncertainty is qualitatively described in terms of possibility distributions. The paper formulates a simple mathematical model of job-shop scheduling under preference and uncertainty, relating it to the formal framework of constraint-satisfaction problems in artificial intelligence. A combinatorial search method that solves the problem is outlined, including fuzzy extensions of well-known look-ahead schemes.
引用
收藏
页码:215 / 234
页数:20
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