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Fuzzy constraint satisfaction

机译:模糊约束满足

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摘要

In this paper the issue of soft constraint satisfaction is discussed from a fuzzy set theoretical point of view. A fuzzy constraint is considered as a fuzzy relation. Different possible definitions for the degree of joint satisfaction of a set of fuzzy constraints are given, covering other specific soft constraint satisfaction problem (CSP) types such as partial and hierarchical CSP. It is shown that the classical CSP solving heuristics based on variable and value evaluations can be generalised and used to guide the solution construction process for solving fuzzy CSPs, and that the heuristic search can be replaced by branch-and-bound search. The solution process is illustrated with an example from the CSP literature. Finally, research issues are discussed.
机译:本文从模糊集理论的角度讨论了软约束满足的问题。模糊约束被认为是模糊关系。给出了一组模糊约束的联合满足程度的不同可能定义,涵盖了其他特定的软约束满足问题(CSP)类型,例如部分和分层CSP。结果表明,经典的基于变量和值评估的CSP求解启发式方法可以推广使用,并指导解决模糊CSP问题的求解过程,启发式搜索可以用分支定界搜索代替。解决方案的过程以CSP文献中的示例为例。最后,讨论了研究问题。

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