Fault diagnosis of rolling element bearings using artificial neural networks

机译：基于人工神经网络的滚动轴承故障诊断

获取原文

获取原文并翻译 | 示例

页面导航

摘要
著录项
相似文献
相关主题

摘要

The basic concept of neural network and its application to diagnosis of rolling element bearings is described. Neural networks based on neurobiological systems are more adept at classification and identification tasks than conventional statistical and expert systems. In this paper the unsupevised learning method based on Kohonen network is used to study the classification of problem of common faults in rolling element bearing. Example pattrns based on vibration analysis are used to train the network. The method successfully predicts the class of faults.

机译：描述了神经网络的基本概念及其在滚动轴承的诊断中的应用。与传统的统计和专家系统相比，基于神经生物学系统的神经网络更擅长分类和识别任务。本文采用基于Kohonen网络的未完成学习方法对滚动轴承的常见故障进行分类研究。基于振动分析的示例模式用于训练网络。该方法成功地预测了故障的类别。

著录项

来源
《A critical link: Diagnosis to prognosis》|1997年|p.783-789|共7页
会议地点 Virginia Beach VA(US);Virginia Beach VA(US);Virginia Beach VA(US)
作者
Lakshmi Rajamani; R. Dattagupta;
展开▼
作者单位

展开▼
会议组织
原文格式 PDF
正文语种 eng
中图分类机械、仪表工业;
关键词
Fault diagnosis; artificial neural network; rolling element bearings; vibration analysis; Kohonen network.;

机译：故障诊断；人工神经网络;滚动轴承；振动分析； Kohonen网络。;

相似文献

外文文献
中文文献
专利

1. Fault diagnosis of rolling element bearings using artificial neural network [J] . Saadi Laribi Souad, Bendiabdellah Azzedine, Samir Meradi International Journal of Electrical and Computer Engineering . 2020,第5期

机译：使用人工神经网络滚动元件轴承的故障诊断
2. Fault diagnosis of rolling element bearing based on artificial neural network [J] . Gunerkar Rohit S., Jalan Arun Kumar, Belgamwar Sachin U. Journal of Mechanical Science and Technology . 2019,第2期

机译：基于人工神经网络的滚动元件轴承故障诊断
3. Development of EBP-Artificial neural network expert system for rolling element bearing fault diagnosis [J] . Jayaswal P., Verma S.N., Wadhwani A.K. Journal of vibration and control: JVC . 2011,第8期

机译：EBP-人工神经网络专家系统在滚动轴承故障诊断中的开发
4. Fault Diagnosis of Rolling Element Bearing Using Artificial Neural Networks [C] . Pratik Phalle, Sangram Patil International Conference on Nascent Technologies in Engineering . 2021

机译：使用人工神经网络的滚动元件轴承故障诊断
5. Analysis of rolling element bearing faults in rotating machinery: Experiments, modeling, fault detection and diagnosis. [D] . Adams, Michael Louis. 2001

机译：旋转机械中滚动轴承故障的分析：实验，建模，故障检测和诊断。
6. Rolling-Element Bearing Fault Diagnosis Using Improved LeNet-5 Network [O] . Lanjun Wan, Yiwei Chen, Hongyang Li, 2020

机译：使用改进的LeNet-5网络的滚动轴承故障诊断
7. Fault diagnosis of rolling element bearing using time-domain features and neural networks [O] . SREEJITH B, VERMA AK, SRIVIDYA A 2008

机译：基于时域特征和神经网络的滚动轴承故障诊断
8. Model-Based Fault Diagnosis in Electric Drives Using Artificial Neural Networks. [R] . Masrur, M. A., Chen, Z. H., Zhang, B. F., 2003

机译：基于模型的电力传动故障诊断的人工神经网络。

Fault diagnosis of rolling element bearings using artificial neural networks

摘要

著录项

相似文献

相关主题

期刊订阅