FUZZY CONSTRAINTS IN JOB-SHOP SCHEDULING

被引:101
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
相关论文
共 52 条
[41]  
SADEH N, 1991, CS91102 CARN U PITTS
[42]  
Sakawa M., 2013, FUZZY SETS INTERACTI
[43]  
SCHIEX T, 1992, 8 ANN C UNC ART INT, P268
[44]  
Slowinski R., 1990, STOCHASTIC VERSUS FU
[45]  
Thuriot Catherine., 1991, REV INTELLIGENCE ART, V5, P7
[46]  
Van Hentenryck P., 1989, CONSTRAINT SATISFACT
[47]  
VANLAARHOVEN PJM, 1994, OPER RES, V40, P113
[48]   ENGINEERING DESIGN CALCULATIONS WITH FUZZY PARAMETERS [J].
WOOD, KL ;
OTTO, KN ;
ANTONSSON, EK .
FUZZY SETS AND SYSTEMS, 1992, 52 (01) :1-20
[49]  
Zadeh L. A., 1978, Fuzzy Sets and Systems, V1, P3, DOI 10.1016/0165-0114(78)90029-5
[50]   CONCEPT OF A LINGUISTIC VARIABLE AND ITS APPLICATION TO APPROXIMATE REASONING .2. [J].
ZADEH, LA .
INFORMATION SCIENCES, 1975, 8 (04) :301-357