基于改进多模型FDA的间歇生产过程的故障诊断

时间:2021-08-03 13:08:37 自然科学论文 我要投稿
  • 相关推荐

基于改进多模型FDA的间歇生产过程的故障诊断

Abstract:Since there are not enough fault data in historical data sets, it is very difficult to diagnose faults for batch processes. In addition, a complete batch trajectory can be obtained till the end of its operation. In order to overcome the need for estimated or filled up future unmeasured values in the online fault diagnosis, sufficiently utilize the finite information of faults, and enhance the diagnostic performance, an improved multi-model Fisher discriminant analysis is represented. The trait of the proposed method is that the training data sets are made of the current measured information and the past major discriminant information, and not only the current information or the whole batch data. An industrial typical multi-stage streptomycin fermentation process is used to test the performance of fault diagnosis of the proposed method. 作者: 蒋丽英  谢磊  王树青 Author: JIANG Liying  XIE Lei  WANG Shuqing 作者单位: 浙江大学 期 刊: 中国化学工程学报(英文版)   ISTICEISCI Journal: CHINESE JOURNAL OF CHEMICAL ENGINEERING 年,卷(期): 2006, 14(3) 分类号: N94 Keywords: fault diagnosis    Fisher discriminant analysis    batch processes    机标分类号: TP3 S63 机标关键词: 多模型    间歇    生产过程    故障诊断    Discriminant Analysis    fault diagnosis    discriminant analysis    fermentation process    batch processes    diagnosis of 基金项目: 国家自然科学基金 基于改进多模型FDA的间歇生产过程的故障诊断[期刊论文]  中国化学工程学报(英文版) --2006, 14(3)蒋丽英  谢磊  王树青Since there are not enough fault data in historical data sets, it is very difficult to diagnose faults for batch processes. In addition, a complete batch trajectory can be obtained till the end of its ...

【基于改进多模型FDA的间歇生产过程的故障诊断】相关文章:

基于多信号模型航天器多故障诊断技术研究07-02

基于Event的侧向碰撞风险改进模型10-03

基于改进故障模型的CAN总线调度分析07-29

基于人机工程的系统效能模型改进07-15

基于多Agent的模型系统研究07-21

对基于四元数的飞机本体运动模型的改进07-20

基于模型的故障诊断方法在飞船推进系统中的应用07-25

基于图论模型的运载火箭漏电故障诊断方法07-15

基于模型的航天器推进系统故障诊断07-03