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个人信息Personal Information
副教授 硕士生导师
招生学科专业：
新闻与传播 -- 【招收硕士研究生】 -- 艺术学院
主要任职：硕士生导师
其他任职：江苏省曲艺担任江苏民间表演艺术研究所秘书
性别：女
毕业院校：上海音乐学院
学历：上海音乐学院
学位：文学硕士学位
所在单位：艺术学院
办公地点：南京航空航天大学艺术学院
联系方式：13913970788
电子邮箱：
Planetary Gearbox Fault Diagnosis Based on Multiple Feature Extraction and Information Fusion Combined with Deep Learning
点击次数：
所属单位：自动化学院
发表刊物：Zhongguo Jixie Gongcheng
摘要：According to the heavy noises of vibration signals and the difficulty of incipient fault diagnosis for planetary gearboxes using single classifier, a method of planetary gearbox fault diagnosis was proposed based on multiple feature extraction and information fusion combined with deep learning.The multiple excellent stacked denoising autoencoders(SDAEs) were acquired based on multi-objective evolutionary algorithm.Then, multi-response linear regression model was employed to integrate multiple SDAEs for building multi-obiective ensemble stacked denoising autoencoders (MO-ESDAEs), which was used to diagnose faults of planetary gearboxes.The experimental results show that the proposed method may enhance the fault diagnosis accuracy and stability. © 2019, China Mechanical Engineering Magazine Office. All right reserved.
ISSN号：1004-132X
是否译文：否
发表时间：2019-02-25
合写作者：Jin, Qi,王友仁,汪俊
通讯作者：Jin, Qi,邱爱金