摘要
并行传播是并行约束程序领域中的一个研究方向,其研究内容是如何并行执行在约束上的过滤算法.根据维持表约束网络广义弧相容(generalized arc consistency,简称GAC)的串行传播模式,提出了维持表约束网络临时广义弧相容(temporary generalized arc consistency,简称TGAC)的并行传播模式,该模式基于多核CPU,由并行传播算法和并行过滤算法两部分组成;之后,给出了并行传播模式的可靠性证明,而且通过对并行传播模式的最坏时间复杂度分析,可以认为并行传播模式在平均过滤时间较长的实例上要快于串行传播模式;最终的实验结果也验证了上述结论,并行传播模式在多数实例集上取得了从1.4-3.4不等的加速比.
Parallel propagation is a research direction in the field of parallel constraint programming,and its research content is how to implement filtering algorithms on constraints in parallel.According to the serial propagation mode which enforces generalized arc consistency(GAC)on table constraint network,this study proposes a parallel propagation mode to enforce temporary generalized arc consistency(TGAC)on table constraint network.This mode is based on multi-core CPU and consists of parallel propagation algorithm and parallel filtering algorithm.After that,the reliability of the parallel propagation mode is proved,and through the analysis of the worst case time complexity of the parallel propagation mode,it is also demonstrated that the parallel propagation mode is faster than the serial propagation mode in instances of which the average filtering time is longer.Finally,the experimental results also confirm the above conclusion,and the parallel propagation mode achieves a speed-up ratio ranging from 1.4 to 3.4 on most series.
作者
陈佳楠
李哲
李占山
CHEN Jia-Nan;LI Zhe;LI Zhan-Shan(College of Software,Jilin University,Changchun 130012,China;College of Computer Science and Technology,Jilin University,Changchun 130012,China;Key Laboratory of Symbolic Computation and Knowledge Engineering(Jilin University),Ministry of Education,Changchun 130012,China)
出处
《软件学报》
EI
CSCD
北大核心
2021年第9期2769-2782,共14页
Journal of Software
基金
国家自然科学基金(61802056)
吉林省自然科学基金(2018010143JC)
吉林省发展和改革委员会产业技术研究与开发项目(2019C053-9)
中国科学院太空应用重点实验室开放基金课题(LSU-KFJJ-2019-08)。
关键词
约束满足问题
并行传播
广义弧相容
表约束
简单表缩减
constraint satisfaction problem
parallel propagation
generalized arc consistency
table constraint
simple tabular reduction
