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基于神经网络和最近邻相似度的实例检索算法 被引量:3

A Algorithm for Case Retrieval Based on Neural Network and Nearest Neighbor Similarity
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摘要 为了提高实例推理系统中实例检索的效率与质量,提出了基于神经网络的、和最近邻相似度相结合的实例检索算法。首先,利用概率神经网络实现对实例的动态分类,以缩小实例检索范围;其次,介绍了实例属性相似度计算方法,针对各属性相似度的权重问题,给出主观和客观赋权方法;最后,给出截止阀总体设计方案生成的算例,验证方法的可行性。 In order to improve the efficiency and quality of case retrieval in case-based reasoning system,a case retrieval algorithm based on the combination of the neural network and the nearest neighbor similarity is present.Firstly,dynamic classification of cases was conducted through probabilistic neural network so as to shrink the casesearching range.Secondly,the property similarity algorithm is introduced.Then for the weight assignments,the subjective and objective weight assignment methods are introduced.Finally,an example of the cut-off valve design scheme is given to illustrate validity.
出处 《机电一体化》 2014年第11期63-67,共5页 Mechatronics
关键词 实例检索 神经网络 相似度 权重 case retrieval neural network similarity weight
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  • 1陈建江,肖人彬,钟毅芳.战术导弹方案设计智能优化系统的研究[J].计算机集成制造系统,2004,10(8):871-876. 被引量:3
  • 2麻芳兰,何玉林,李尚平,苗剑.摩托车智能设计实例推理系统的索引模型[J].计算机集成制造系统,2006,12(9):1379-1384. 被引量:8
  • 3蒋占四,陈立平,罗年猛.最近邻实例检索相似度分析[J].计算机集成制造系统,2007,13(6):1165-1168. 被引量:65
  • 4LEE S, RYU J H, WON J S, et al. Determination and application of the weights for landslide susceptibility mapping using an artificial neural network [ J ]. Engineering Geology,2004,71 ( 3/4) :289 - 302.
  • 5Chang Chun-Guang, Wang Ding-wei, Liu Ya-chen. Chaotic BP Neural Network Based Case Retrieval Method [ C ]. IEEE. proceedings of the First lnternatiorial Conference on Innovative Computing, Information and Control ,2006.
  • 6Deepak Mishra, Abhishek Yadav, Sudipta Ray, et al. Kalra " Levenberg-Marquardt Learning Algorithm for Integrate-and- Fire Neuron Model"[ J] Neural Information Processing-Letters and Reviews, 2005,9 ( 2 ) :41 - 51.
  • 7Hyeon H J, Parsaei H R. Concurrent engineering: the manufacturing philosophy for the 90' s[ J]. Computer Industry Engineering, 1991 , 21 ( 1 - 4 ) : 35 - 39.
  • 8zhiwei Ni,yijuan Lu,longshu Li, et al. A neural network casebased reasoning and its application [ C ]. IEEE. Proceedings of the First International Conference on Maching Learning and Cybernetics. BeiJing,2002:529 - 532
  • 9AAMODT A,PLAXA E.Case-based reasoning:foundational issues,methodological variations,and system approaches[J].AI Communications,1994,7(1):39-59.
  • 10SLONIM T Y,SCHNEIDER M.Design issues in fuzzy casebased reasoning[J].Fuzzy Sets and Systems,2001,117 (2):251-267.

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