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基于RFNN的复杂机动事件检测方法
引用本文:陈伟,陆延金,荣鹏辉,李青,赵延庆.基于RFNN的复杂机动事件检测方法[J].电光与控制,2011,18(3):61-65.
作者姓名:陈伟  陆延金  荣鹏辉  李青  赵延庆
作者单位:空军工程大学工程学院;徐州空军学院;
基金项目:国家博士后基金资助项目(20090451225)
摘    要:针对态势评估中复杂机动事件检测的精度及实时性问题,提出了基于粗糙集-模糊神经网络(RFNN)的事件检测方法,通过粗糙集理论获取数据样本中的最简规则集,然后根据这些规则构造模糊神经网络各层的神经元个数及相关参数初始值,最后用BP算法迭代求出网络的各种参数.仿真结果证明RFNN用于复杂机动事件检测的有效性,同时可以发现其在...

关 键 词:态势评估  复杂机动事件  事件检测  RFNN

A Method for Detecting Complex Mobile Event Based on RFNN
CHEN Wei,LU Tingjin,RONG Penghui,LI Qing,ZHAO Yanqing.A Method for Detecting Complex Mobile Event Based on RFNN[J].Electronics Optics & Control,2011,18(3):61-65.
Authors:CHEN Wei  LU Tingjin  RONG Penghui  LI Qing  ZHAO Yanqing
Affiliation:CHEN Wei1,LU Tingjin2,RONG Penghui2,LI Qing2,ZHAO Yanqing1(1.Engineering Institute,Air Force Engineering University,Xi'an 710038,China,2.Xuzhou Air Force College,Xuzhou 221000,China)
Abstract:Considering the requirement to accuracy and real-time performance in complex mobile event detection,a method based on Rough-Fuzzy Neural Network(RFNN) was proposed for event detection.The minimal rules were acquired from data samples by rough set theory.Then,these rules were used for constructing neural cell numbers and relative parameters in fuzzy neural network.Finally,the parameters of network were calculated out by using BP algorithm.Simulation showed the effectiveness of RFNN based complex mobile event...
Keywords:situation assessment  complex mobile event  event detection  RFNN  
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