Input TorqueSignal Processing of Ball Screw Based on PSO-VMD Algorithm
Authors: 
Luhui Xu, Yuanxun Fan, Xiaofei Li, Yang Zhang, Wenbo WuAuthors Info & Claims
Luhui Xu, Yuanxun Fan, Xiaofei Li, Yang Zhang, Wenbo WuAuthors Info & ClaimsPages 191 - 195
Abstract
In view of the motion stationarity of the miniature precision ball screw pair used in aerospace in the process of transmission, the input torque signal of the mechanism is optimized by particle swarm optimization algorithm to optimize the decomposition number and penalty factor in variational mode decomposition. The signal is decomposed into various modal components and their corresponding frequencies, the signal-to-noise ratio of the torque signal is improved, the stationarity of the torque signal is analyzed, and the essential characteristics of the torque signal are obtained. It provides a certain basis for judging the motion stationarity and fault diagnosis of the ball screw used in aerospace.
References
[1]
Liu Jiamin, Peng Ling, Liu military Commission, Yuan Jiacheng. Genetic algorithm VMD parameter optimization and wavelet threshold bearing vibration signal denoising analysis [J]. Mechanical Science and Technology, 2017 Magi 36 (11): 1695-1700.
[2]
LUO Dongsong,ZHANG Shuanggui. Study on Vibration Signal Processing of Induced Draft Fan by VMD with Parameter Optimization[J].Ship Electronic Engineering,2022,42(03):193-196.
[3]
ZHANG Jun,ZHANG Jianqun,ZHONG Min,ZHENG Jinde,LI Xike. Weak fault diagnosis of fan bearings based on PSO-VMD-MCKD method[J].Vibration. Test & Diagnostics, 2020, 40(02): 287-296+418.
[4]
Jiang Liying,Lu Xiaodong,Wang Jinglin,Cui Jianguo,Yu Mingyue. Research on Gear Feature Parameter Extraction Method Based on PSO-VMD[J].Manufacturing Technology and Machine Tool, 2017(11).
[5]
Lu Xin,Chen Zhimin. Research on Life Detection Method Based on PSO-VMD Algorithm[J].Space Electronics Technology,2022,19(02):48-54.
[6]
LIU Zhongmin,QI Guoyuan,GAO Jinggeng,WANG Zhiguo. Research on Optimal Allocation of Hybrid Energy Storage Capacity Based on Adaptive VMD[J].Journal of Solar Energy,2022,43(04):75-81.
[7]
Shao Bilin,Yan Yichuan,Zeng Huiyue. Load prediction based on improved VMD and cluster weight sharing[J/OL].Journal of Wuhan University (Engineering Science):1-13[2022-05-16.
[8]
Song Haisheng,Pang Rongni. Respiratory wave extraction based on parameter optimization vmd[J].Electronic Measurement Technology,2021,44(24):134-140.
[9]
Cai Kanglin,Wang Linjun,Xu Zhouchang,Liu Yang,Chen Baojia. Extraction and analysis of weak bearing fault characteristics based on SVD and VMD[J].Combined Machine Tool and Automated Machining Technology,2022,(04):70-73+78.
[10]
Zhao Feng,Wei Xiuye,Cheng Haiji. Study on vibration characteristics of shearer based on PSO-VMD-wavelet packet threshold noise reduction[J].Coal Technology,2022,41(04):147-150.
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Published In
June 2022
905 pages
ISBN:9781450397179
DOI:10.1145/3548608
Copyright © 2022 ACM.
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Association for Computing Machinery
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Published: 14 October 2022
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ICCIR 2022
ICCIR 2022: 2022 2nd International Conference on Control and Intelligent Robot
June 24 - 26, 2022
Nanjing, China
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Overall Acceptance Rate 131 of 239 submissions, 55%
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