期刊文献+

无损检测中的基于模糊神经网络数据融合技术 被引量:3

Multisensor Data Fusion Based on the Fuzzy Neural Network in NDT
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摘要 数据融合是一门正在飞速发展的信息处理技术 ,它能从多源信息中融合信息 ,减少信号的不确定度并再现出一个全面的信源。传统的数据融合模型大都建立在统计理论模型之上。存在的缺点主要表现在要求先验知识 ,应用领域受到限制。基于模糊神经网络的数据融合是一个新的领域 ,本文给出了一种适用于多传感器数据融合的模糊神经网络结构。文末给出了它在无损检测中的应用。文章对该模型的实现及其特点进行了详细讨论。它在无损检测中的应用表明该模型解决了传统模型中存在的问题 ,同时表明该模型也可用在其它许多领域。 Data fusion is a fast-growing signal processing technique.It combines information from multi sources,reduces signal uncertainty and improves the overall performance of the sources.Traditional data fusion models mostly base on the statistic theory and have some shortcomings.For example,they need prior knowledge and the application areas are limited.Data fusion based on the fuzzy neural network is a new area.This paper presents a new fuzzy neural network model adapted to multisensor data fusion and gives its application in NDT.The realization of this model and its characteristics are discussed in detail.Its application in NDT illustrates that this model solves many problems of the traditional model and can be used in many other areas.
出处 《电子测量与仪器学报》 CSCD 2001年第1期58-62,共5页 Journal of Electronic Measurement and Instrumentation
关键词 数据融合 模糊神经网络 无损检测 传感器 data fusion fuzzy neural network non-destructive test
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参考文献2

  • 1Zhao Z Y,模糊集合论和神经网络的基础与应用,1996年,165页
  • 2Li H X,Proceeding of First Asian Fuzzy Systems Symposium,1993年,481页

同被引文献19

  • 1(美)克莱因(Kelein,L.A.);戴亚平,刘征,郁光辉译.多传感器数据融合理论及应用[M].北京:北京理工大学出版社,2004.37~59.
  • 2Richard T.Antony. Principles of Data Fusion Automation, Boston[M].London,1995.6~14.
  • 3J.Z.Sasiadek. Sensor Fusion[J]. Annual Review In Control, 203~228.
  • 4X.E. Gros. NDT data fusion, John Wiley & Sons, Inc.[M]. New York. Toronto.1997.
  • 5G. Simone, A. Farinab, F.C. Morabito , S.B. Serpicoc, L. Bruzzone. Image fusion techniques for remote sensing applications[J].Information Fusion. 2002,(3):3~15.
  • 6G.G.Yen, W. Feng.Winner take all experts network for sensor validation.[J] SA Transactions 2001,(40):99~110.
  • 7Wei Li, Chenyu Ma, F.M. Wahl.A neuro-fuzzy system architecture for behavior-based control of a mobile robot in unknown environments [J].Fuzzy Sets and Systems.1997,87:133~140.
  • 8Masoud Nikravesh , Fred Aminzadeh.Mining and fusion of petroleum data with fuzzy logic and neural network agents[J].Journal of PetroleumScience and Engineering 2001,29:221~238.
  • 9Li Rong, Wang Ping, Hu Wenlei.A novel method for wine analysis based on sensor fusion technique[J].Sensors and Actuators B. 2000,66:246~250.
  • 10Tham, Y. K., H. Wang, & E. K. Teoh, Multi-sensor fusion for steerable four-wheeled industrial vehicles[J].Control EngineeringPractice 1999,(7):1233~1248.

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