Volume 38 Issue 9
Sep.  2012
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Wang Dong, Feng Wenquan, Li Jingwen, et al. Parameter matrix-based approach to computing all minimal hitting sets[J]. Journal of Beijing University of Aeronautics and Astronautics, 2012, (9): 1205-1209. (in Chinese)
Citation: Wang Dong, Feng Wenquan, Li Jingwen, et al. Parameter matrix-based approach to computing all minimal hitting sets[J]. Journal of Beijing University of Aeronautics and Astronautics, 2012, (9): 1205-1209. (in Chinese)

Parameter matrix-based approach to computing all minimal hitting sets

  • Received Date: 20 Sep 2011
  • Publish Date: 30 Sep 2012
  • Computing all minimal hitting sets is one of the key steps in model-based diagnosis. Because of the limitations of parameterized algorithms and the low capabilities due to the expansion of state space in large-scale system diagnosis, a generalized minimal hitting-set algorithm named matrix-based minimal hitting set (M-MHS) algorithm was proposed. The parameter matrix was used to record the relationships between elements and sets, and the initial problem was broaken into several sub-problems by matrix decomposition. The computation of the sub-problems without solutions was avoided by the efficient prune rules. The simulation results show that all minimal hitting sets can be found. Compared with HSSE (hitting set-set enumeration) and de-parameterized BNB-HSSE (branch and bound-HSSE), the proposed algorithm has advantages in large scale computations and can keep relatively stable when data changes. The algorithm is a feasible means for computing all hitting sets in model-based diagnosis of large-scale systems.

     

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  • [1]
    de Kleer J,Williams B C.Diagnosing multiple faults[J].Artificial Intelligence,1987,32(1):97-130
    [2]
    Williams B C,Ragno R J.Conflict-directed A* and its role in model-based embedded systems[J].Discrete Applied Mathematics,2007,155(12):1562-1595
    [3]
    李绍华,王建新,冯启龙,等.Set Cover 和 Hitting Set 问题的研究进展[J].计算机科学,2009,36(10):1-4 Li Shaohua,Wang Jianxin,Feng Qilong,et al.Set cover and hitting set:a survey[J].Computer Science,2009,36(10):1-4 (in Chinese)
    [4]
    蔡烜.d-Hitting Set问题的固定参数化算法. 上海:上海交通大学计算机科学与工程系,2009 Cai Xuan.Fixed-parameter algorithms for d-Hitting set problems. Shanghai:Department of Computer Science and Engineering,Shanghai Jiao Tong University,2009(in Chinese)
    [5]
    Reiter R.A theory of diagnosis from first principles[J].Artificial Intelligence,1987,32(1):57-95
    [6]
    Wotawa F.A variant of Reiter-s hitting-set algorithm[J].Information Processing Letters,2001,79(1):45-51
    [7]
    Greiner R,Smith B A,Wilkerson R W.A correction to the algorithm in Reiter-s theory of diagnosis[J].Artificial Intelligence,1989,41(1):79-88
    [8]
    姜云飞,林笠.用对分HS—树计算最小碰集[J].软件学报,2002,13(12):2267-2274 Jiang Yunfei,Lin Li.Computing the minimal hitting sets with binary HS-tree[J].Journal of Software,2002,13(12):2267-2274(in Chinese)
    [9]
    姜云飞,林笠.用布尔代数方法计算最小碰集[J].计算机学报,2003,26(8):919-924 Jiang Yunfei,Lin Li.The computing of hitting sets with boolean formulas[J].Chinese Journal of Computers,2003,26(8):919-924(in Chinese)
    [10]
    黄杰,陈琳,邹鹏.一种求解极小诊断的遗传模拟退火算法[J].软件学报,2004,15(9):1345-1350 Huang Jie,Chen Lin,Zou Peng.A compounded genetic and simulated annealing algorithm for computing minimal diagnosis[J].Journal of Software,2004,15(9):1345-1350(in Chinese)
    [11]
    Zhao Xiangfu,Ouyang Dantong.A method of combining SE-tree to compute all minimal hitting sets [J].Progress in Natural Science,2006,16(2):169-174
    [12]
    陈晓梅,孟晓风,乔仁晓.基于BNB-HSSE计算全体碰集的方法[J].仪器仪表学报,2010,31(1):61-67 Chen Xiaomei,Meng Xiaofeng,Qiao Renxiao.Method of computing all minimal hitting set based on BNB-HSSE[J].Chinese Journal of Scientific Instrument,2010,31(1):61-67(in Chinese)
    [13]
    林笠.基于模型诊断中用逻辑数组计算最小碰集[J].暨南大学学报:自然科学与医学版,2002,23(1):24-27 Lin Li.Computing minimal hitting sets with logic array in model-based diagnosis[J].Journal of Jinan University:Natural Science & Medicine Edition,2002,23(1):24-27(in Chinese)
    [14]
    Fijany A,Vatan F.New approaches for efficient solution of hitting set problem//Proceedings of the Winter International Symposium on Information and Communication Technologies.Cancun,Mexico:Trinity College Dublin,2004
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