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遗传聚类算法在污水处理异常数据分析中的应用 被引量:2

APPLICATION OF GENETIC CLUSTERING ALGORITHM TO ABNORMAL DATA ANALYSIS IN WASTEWATER TREATMENT
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摘要 为了识别污水处理数据中的异常数据,应用了一种基于最近邻聚类和遗传优化算法的异常检测算法。算法采用基于距离的异常因子来度量异常数据的异常程度。通过分析异常类别的数据,建立故障诊断的规则。实验结果表明,该方法能够有效地检测中污水处理数据中的异常数据。 In order to identify the abnormal data from wastewater treatment history dataset,an abnormity detection algorithm based on the nearest neighbor clustering and genetic optimization algorithm is practiced.The algorithm applies distance-based outlier factor to measure the abnormity degree of an outlier.By analyzing the abnormal data,a fault diagnosis rule is established.Experimental results show that the method can effectively detect abnormal data in wastewater treatment history dataset.
作者 陆林花
出处 《计算机应用与软件》 CSCD 2011年第6期199-201,共3页 Computer Applications and Software
关键词 最近邻聚类 遗传算法 异常因子 故障规则 污水处理 Nearest neighbor clustering Genetic algorithm Outlier factor Fault rule Wastewater treatment
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参考文献12

  • 1李振宇,杨昌柱,章北平,濮文虹.污水生物处理故障诊断专家咨询系统[J].化学与生物工程,2005,22(3):39-41. 被引量:6
  • 2陆声链,林士敏.基于距离的孤立点检测研究[J].计算机工程与应用,2004,40(33):73-75. 被引量:44
  • 3施汉昌,王玉珏.污水处理厂故障诊断专家系统[J].给水排水,2001,27(8):88-90. 被引量:26
  • 4Miquel Sànchez,Ulises Cortés,Javier Béjar,Joan De Grácia,Javier Lafuente,Manel Poch.Concept Formation in WWTP by Means of Classification Techniques: A Compared Study[J]. Applied Intelligence . 1997 (2)
  • 5Barnett M W.Knowledge based expert system applications in wastetreatment operation and controll. ISA Transactions . 1992
  • 6Kang Jiayu,Mi Linan.An Expert System for Anaerobic WastewaterTreatment Process. IEEE International Conference on InformationAnd Automatic . 2009
  • 7Randy J Pell.Multiple outlier detection for multivariate calibration u-sing robust statistical Techniques. Chemometrics and IntelligentLaboratory Systems . 2000
  • 8Hamza Albazzaz,et al.Multidimensional visualization for process his-torical data analysis a comparative study with multivariate statisticalprocess control. Journal of Process Control . 2005
  • 9Wastewater database. ftp://ftp.ics.uci.edu/pub/machine-learning-database/ .
  • 10He Z Y,Xu X F,Deng S C.Discovering cluster-based local outliers. Pattern Recognition . 2003

二级参考文献15

  • 1Xin Xzhu,J Environmental Engineering,1996年,122卷,9期,822页
  • 2Lai Wenju,J Environmental Engineering,1990年,116卷,5期,890页
  • 3Lai Wenju,Berthoues P M. Testing expert system for activated sludge process control[J]. Journal of Environmental Engineering,1990,116(5):890-909.
  • 4Barnett M W.Knowledge based expert system applications in waste treatment operation and control[J]. ISA Transactions,1992,31(1):55-60.
  • 5JiaweiHan MichelineKamber 范明 孟小峰 译.数据挖掘概念与技术[M].北京:机械工业出版社,2002..
  • 6E M Knorr,R T Ng,V Tucakov. Distance-Based Outliers :Algorithms and Applications[J].VLDB Journal:Very Large Databases,2000:237~253
  • 7S D Bay,M Schwabacher. Mining Distance-Based Outliers in Near Linear Time with Randomization and a Simple Pruning Rule[C].In:SIGKDD '03, Washington, DC, USA ,2003
  • 8J Laurikkala,M Juhola,E Kentala. Informal Identification of Outliers in Medical Data[C].In :5th International Workshop on Intelligent Data Analysis in Medicine and Pharmacology, (IDAMAP-2000) ,2000
  • 9K Yamanishi,J Takeuchi.A Unifying Framework for Detecting Oulliers and Change Points from Non-Stationary Time Series Data[C].In:SIGKDD '02 Edmonton,Alberta,Canda,2002
  • 10S Ramaswamy,R Rastogi,K Shim. Efficient Algorithms for Mining Outliers from Large Data Sets[C].In:Proceedings of the ACM SIGMOD Conference, 2000: 473~438

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