| 基于神经网络的飞控系统传感器故障诊断的研究 |
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| 引用本文： | 邱浩,王道波,张焕春. 基于神经网络的飞控系统传感器故障诊断的研究[J]. 数据采集与处理, 2003, 18(3): 337-341 |
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| 作者姓名： | 邱浩 王道波 张焕春 |
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| 作者单位： | 1. 南京航空航天大学自动化学院,南京,210016
2. 南京航空航天大学仿真与控制实验室,南京,210016 |
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| 摘 要： | 在标准逆传播神经网络的基础上，提出了一种改进的逆传播神经网络，用来消除标准逆传播神经网络的缺陷，并且设计了一个主神经网络和三个分布神经网络的结构，通过神经网络的在线学习，得到需要的参数估计。用它与传感器实际测得的实际值比较，可判断出阶跃故障，并且给出了仿真实例。
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| 关 键 词： | 飞行控制系统 神经网络 传感器 故障诊断 飞机 |
| 文章编号： | 1004-9037(2003)03-0337-05 |
| 修稿时间： | 2002-12-12 |
Research on Sensor Fault Diagnosis for Flight Control System Based on Neural Network |
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| QIU Hao ,WANG Dao-bo ,ZHANG Huan-chun. Research on Sensor Fault Diagnosis for Flight Control System Based on Neural Network[J]. Journal of Data Acquisition & Processing, 2003, 18(3): 337-341 |
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| Authors: | QIU Hao WANG Dao-bo ZHANG Huan-chun |
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| Affiliation: | QIU Hao 1,WANG Dao-bo 2,ZHANG Huan-chun 1 |
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| Abstract: | A new extended back-propagation neural network is presented based on the standard back-propagation neural network, which can get rid of the man-made factor. A structure of a main neural network(MNN) and three decentralized neural networks(DNN) is designed. The parameter estimations are given by on-line learning of neural network. The step fault can be compared with the estimators to the actual data tested by sensors. Finally simulational examples are given. |
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| Keywords: | flight control system neural network sensors fault diagnosis |
| 本文献已被 CNKI 维普 万方数据 等数据库收录！ |
