| 基于神经网络的液体火箭发动机故障检测系统 |
| |
| 引用本文： | 黄敏超,张育林,冯心. 基于神经网络的液体火箭发动机故障检测系统[J]. 国防科技大学学报, 1994, 16(2): 55-60 ，88 |
| |
| 作者姓名： | 黄敏超 张育林 冯心 |
| |
| 作者单位： | 国防科技大学航天技术系 |
| |
| 摘 要： | 提出和建立了一种用于液体火箭发动机（ＬＲＥ）故障检测的神经网络系统，这种系统包括两层：第一层由ＷＴＡ（Ｗｉｎｎｅｒ－Ｔａｋｅ－Ａｌｌ）神经网络组成，ＷＴＡ网络用于检测发动机故障输出模式；第二层由ＢＰ（Ｂａｃｋ－ｐｒｏｐａｇａｔｉｏｎ）神经网络组成，ＢＰ网络利用第一层次的输出结果作为输入显示故障大小。文中对ＬＲＥ故障检测进行了数值仿真，仿真结果验证了神经网络故障检测系统的优越性能。
|
| 关 键 词： | 液体火箭发动机；WTA神经网络；BP神经网络；故障检测 |
| 收稿时间： | 1993-10-05 |
The Failure Detection System of Liquid Rocket Engine Based on Neural Network |
| |
| Huang Minchao,Zhang Yulin and Feng Xin. The Failure Detection System of Liquid Rocket Engine Based on Neural Network[J]. Journal of National University of Defense Technology, 1994, 16(2): 55-60 ，88 |
| |
| Authors: | Huang Minchao Zhang Yulin Feng Xin |
| |
| Abstract: | A neural network system used for failure detection of a liquid rocket engine (LRE) is described and presented in this paper.The system includes two layers: the first processing layer consists of the winner-take-all (WTA) neural network used for LRE fault diagnosis;the second layer consists of the back-propagation (BP) neural network used for displaying the failure value with the output result of the first layer.In the paper,the failure detection simulation of a liquid rocket engine is given to show great advantages for the failure detection system of the neural network. |
| |
| Keywords: | ss: liquid rocket engine WTA neural network BP neural network failure detection |
| 本文献已被 CNKI 等数据库收录！ |
| 点击此处可从《国防科技大学学报》浏览原始摘要信息 |
|
点击此处可从《国防科技大学学报》下载免费的PDF全文 |
