修形齿面蜗杆砂轮磨削加工误差溯源机理及等效补偿方法
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1.A Rolling Bearing Fault Diagnosis Method based on improved MFE and WOA-PNN
- 关键词:
- Entropy;Failure analysis;Fault detection;Fuzzy inference;Intrinsic mode functions;Optimization;Roller bearings;Bearing fault diagnosis;Fuzzy entropy;Multi-scale fuzzy entropy;Multi-scales;Neural-networks;Optimization algorithms;Probability neural network;Rolling bearing fault diagnose;Rolling bearings;Whale optimization algorithm
- Luo, Zhiyong;Zhu, Guangming;Dong, Xin;Tan, Hongkai;Li, Jialin
- 《6th IEEE Information Technology, Networking, Electronic and Automation Control Conference, ITNEC 2023》
- 2023年
- February 24, 2023 - February 26, 2023
- Chongqing, China
- 会议
Considering the uncertainty of entropy value estimation in multi-scale fuzzy entropy (MFE), and the difficulty of determining the smoothing parameter of probabilistic neural network (PNN). The rolling element bearing fault diagnostics method on the basis of improved MFE and improved PNN is proposed. Firstly, variational mode decomposition (VMD) is employed to decompose rolling bearing vibration signal into several intrinsic mode functions (IMF). Secondly, aiming at the uncertainty problem of entropy estimation in MFE, refined composite multi-scale fuzzy entropy (RCMFE) method is proposed to obtain characteristic from the selected IMF. Finally, smoothing factor of PNN are determined by whale optimization algorithm (WOA), and the extracted features are input into the WOA-PNN model to achieve condition identification. Experimental results illustrate that the identification accuracy is 98.75%, which indicates its high superiority. © 2023 IEEE.
...2.Effect of installation errors on beveloid gears' precision ground by cone-shape worm wheel
- 关键词:
- TOOTH CONTACT ANALYSIS; DESIGN; PAIR
- Cao, Bing;Li, Guolong
- 《VDI International Conference on Gears》
- 2019年
- 2019
- GERMANY
- 会议
Both the mathematical model of a cone-shape worm wheel and the mathematical model of cone-shape worm wheel grinding beveloid gears with installation errors of a gear workpiece and a cone-shape worm wheel are developed. The effect of the installation errors including gears' incline error, eccentric error, mounting angle error of a cone-shape worm wheel and coupling error of installation errors mentioned on gears' surface deviation is investigated. The sensitivity of tooth surface deviation to installation errors mentioned is analyzed. The results show that the helix slope deviation, helix total deviation and tooth cumulative pitch deviation are more sensitive to gears' incline error. The tooth cumulative pitch deviation, profile total deviation, profile slope deviation are more sensitive to gears' eccentric error. The effect of gears' incline error and eccentric error on cumulative pitch deviation and individual cumulative pitch deviation is inverse which lead that coupling error including gears' incline error and eccentric error causes smaller cumulative pitch deviation and individual cumulative pitch deviation compared to gears' incline error or eccentric error. Moreover Effect of the mounting angle error of cone-shape worm wheel on gears' surface deviation is very limited.
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