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Fuzzy constraint satisfaction using CCM-a local information based computation model

机译:基于CCM的模糊约束满足-基于局部信息的计算模型

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摘要

A method of solving fuzzy constraint satisfaction problems defined by Ruttkay (1994) is shown in the present paper. This method is based on the chemical casting model (CCM), which is a computation model for emergent computation or for locality-based problem solving. CCM is a type of production system. It works stochastically, or randomly, and works with evaluation functions that are computed only with local information. CCM has been applied to constraint satisfaction problems (CSPs). Binary-valued evaluation functions, each of which indicates whether a constraint is satisfied, are used. If the values of evaluation functions are extended to real values, fuzzy CSPs can be expressed in CCM, and solved using a technique similar to GSAT or annealing. This method is applied to a fuzzy graph coloring problem. And the performance is evaluated. This method can also be applied to open and dynamical fuzzyonfuzzy CSPs, in which data and constraints are changing dynamically or coming from or going to the outside of the system.
机译:本文介绍了一种解决由Ruttkay(1994)定义的模糊约束满足问题的方法。此方法基于化学铸造模型(CCM),该模型是用于紧急计算或用于基于位置的问题解决的计算模型。 CCM是一种生产系统。它随机地或随机地工作,并与仅根据本地信息计算的评估函数一起使用。 CCM已应用于约束满足问题(CSP)。使用了二进制值评估函数,每个函数都指示是否满足约束条件。如果将评估函数的值扩展为实值,则可以在CCM中表达模糊CSP,并使用类似于GSAT或退火的技术进行求解。该方法适用于模糊图着色问题。并评估性能。此方法还可以应用于开放式和动态模糊/非模糊CSP,其中数据和约束是动态变化的,或者是来自系统外部或来自系统外部的。

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