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一种新的基于完全独立相容性的预处理技术 被引量:3

A New Preprocessing Technique Based on Entirety Singleton Consistency
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摘要 研究了求解约束满足问题(Constraint satisfaction problem,CSP)中的预处理技术.首先提出了子论域上的完全独立相容性(Entirety singleton consistency,ESC)概念和相应算法,分析并证明了算法的复杂性和正确性,而后对其两条重要性质进行了详细证明.基于此概念和性质,提出了一种基于完全独立相容性的预处理算法:SAC-ESC算法,并给出了正确性证明.最后,本文采用分治思想,根据不同问题的论域自适应地合理划分其子论域.实验结果表明,对于随机问题、鸽巢问题、N皇后问题和基准用例,算法SAC-ESC的执行效率大约是目前流行算法SAC-SDS和SAC-3的3~20倍. This paper studies the technique of preprocessing in constraint satisfaction problem (CSP). Firstly, we propose a notion of entirety singleton consistency (ESC) and the algorithm, and then analyze the time and space complexity and correctness. Based on this, we present a new preprocessing algorithm SAC-ESC based on ESC, and prove its correctness. Furthermore, we use the divide-conquer strategy for the algorithm to automatically adapt to domain partition of various problems. In our experiments on random CSPs, pigeon problems, N-queens problems and benchmarks, the efficiency of our algorithm SAC-ESC is 3 - 20 times those of the existing SAC-SDS and SAC-3.
出处 《自动化学报》 EI CSCD 北大核心 2009年第1期71-76,共6页 Acta Automatica Sinica
基金 圉家自然科学基金(60773097) 吉林省青年科研基金(20080107)资助~~
关键词 约束满足问题 预处理技术 完全独立相容性 分治策略 Constraint satisfaction problems (CSP), preprocessing technique, entirety singleton consistency (ESC), divide-conquer strategy
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参考文献16

  • 1Bartak R. Theory and practice of constraint propagation. In: Proceedings of the 3rd Workshop on Constraint Programruing in Decision and Control. Gliwice, Poland: Springer, 2001. 7-14
  • 2Bessiere C, Regin J C, Yap R H C, Zhang Y L. An optimal coarse-grained arc consistency algorithm. Artificial Intellgence, 2005, 165(2): 165-185
  • 3Lecoutre C, Cardon S, Julien V. Conservative dual consistency. In: Proceedings of the 22nd Conference on Artificial Intelligence. California, USA: AAAI Press, 2007. 237-242
  • 4Lecoutre C, Cardon S. A greedy approach to establish singleton arc consistency. In: Proceedings of the 19th International Joint Conference on Artificial Intelligence. Edinburgh, UK: Professional Book Center, 2005. 199-204
  • 5Bessiere C, Debruyne R. Optimal and suboptimal singleton arc consistency algorithms. In: Proceedings of the 19th International Joint Conference on Artificial Intelligence. Edinburgh, UK: Professional Book Center, 2005. 54-59
  • 6van Dongen M R C. Beyond singleton arc consistency. In: Proceedings of the 17th European Conference on Artificial. Amsterdam, Holand: IOS Press, 2006. 163-167
  • 7Prosser P, Stergiou K, Walsh T. Singleton consistencies. In: Proceedings of Constraint Programming. Singapore, Singapore: Springer, 2000. 353-368
  • 8Bartak R, Erben R. A new algorithm for singleton arc consistency. In: Proceedings of FLAIRS Conference. Florida, USA: AAAI Press, 2004. 257-262
  • 9Bessiere C, Romuald D. Theoretical analysis of singleton arc consistency. In: Proceedings of European Conference on Artificial Workshop on Modelling and Solving Problems with Constraints. Valencia, Spain: IOS Press, 2004. 20-29
  • 10Bessiere C, Romuald D. Theoretical analysis of singleton arc consistency and its extensions. Artificial Intelligence, 2008, 172(1): 29-41

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共引文献20

同被引文献31

  • 1Bartak R. Theory and practice of constraint propagation. In: Proceedings of the 3rd Workshop on Constraint Programming in Decision and Control. Gliwice, Poland: Springer, 2001. 7-14.
  • 2Bessiere C, Regin J C, Yap R H C, Zhang Y L. An optimal coarse-grained arc consistency algorithm. Artificial Intelligence, 2005, 165(2): 165-185.
  • 3Lecoutre C, Cardon S, Julien V. Conservative dual consistency. In: Proceedings of the 22nd Conference on Artificial Intelligence. California, USA: AAAI Press, 2007. 237-242.
  • 4Lecoutre C, Cardon S. A greedy approach to establish singleton arc consistency. In: Proceedings of the 19th International Joint Conference on Artificial Intelligence. Edinburgh, UK: Professional Book Center, 2005. 199-204.
  • 5Bessiere C, Debruyne R. Optimal and suboptimal singleton arc consistency algorithms. In: Proceedings of the 19th International Joint Conference on Artificial Intelligence. Ed- inburgh, UK: Professional Book Center, 2005. 54-59.
  • 6van Dongen M R C. Beyond singleton arc consistency. In: Proceedings of the 17th European Conference on Artificial. Riva del Garda, Italy: IOS Press, 2006. 163-167.
  • 7Debruyne R, Bessiere C. Some practicable filtering techniques for the constraint satisfaction problem. In: Proceedings of the 15th International Joint Conference on Artificial Intelligence. Aichi, Japan: Morgan Kaufmann, 1997. 412-417.
  • 8Bartak R, Erben R. A new algorithm for singleton arc consistency. In: Proceedings of the 17th FLAIRS Conference. Florida, USA: AAAI Press, 2004. 257-262.
  • 9Bessiere C, Romuald D. Theoretical analysis of singleton arc consistency. In: Proceedings of the 16th European Conference on Artifical Intelligence. Valencia, Spain: Springer, 2004. 20-29.
  • 10Tsang E. Foundations of Constraint Satisfaction. London: Academic Press, 1993.

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