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SU Li min, HOU Chao zhen, DAI Zhong jian, ZHANG Ya jing. Application of Improved Genetic Algorithm in Network Fault Diagnosis Expert System[J]. JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY, 2003, 12(3): 225-229.
Citation: SU Li min, HOU Chao zhen, DAI Zhong jian, ZHANG Ya jing. Application of Improved Genetic Algorithm in Network Fault Diagnosis Expert System[J].JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY, 2003, 12(3): 225-229.

Application of Improved Genetic Algorithm in Network Fault Diagnosis Expert System

Funds:theMinisterialLevelFoundation(5140307)
  • Received Date:2002-07-19
  • Knowledge acquisition is the “bottleneck” of building an expert system. Based on the optimization model, an improved genetic algorithm applied to knowledge acquisition of a network fault diagnostic expert system is proposed. The algorithm applies operators such as selection, crossover and mutation to evolve an initial population of diagnostic rules. Especially, a self adaptive method is put forward to regulate the crossover rate and mutation rate. In the end, a knowledge acquisition problem of a simple network fault diagnostic system is simulated, the results of simulation show that the improved approach can solve the problem of convergence better.
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  • [1]
    M arques T E.A symptom driven exper t system for isolating and corr ecting networ k faults[J].IEEE Communications M ag azine,1988,26(3):6-13.
    [2]
    K oivo H N.Ar tificial neural netwo rks in fault diagnosisand control[J].Control Engineer ing,1995,2(1):89-101.
    [3]
    F rank P M.P rinciples of model based fault detection[Z].Confer ence of I FAC Ar tificial Intelligence in RealT ime Contr ol,Delft,1992.
    [4]
    L eake D B,Wilso n D,Kinley A.Captur ing and reusingr easoning about case adaptation[J].Inter national Journalof Exper t Systems,1997,10:197-213.
    [5]
    M itchell M.A n introductio n to genetic algor ithm[M].Cambridge,M A:M IT Pr ess,1996.
    [6]
    Zang L iang,Xia Delin,Yan Puliu.Knowledge acquisition and its applicat ion in intellig ent fault diag nosis of netwo rk[J].Computer Engineer ing,2001(10):53-54.(in Chinese)
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