日本一区二区三区视频免费看_亚洲精品图片区小说_中文字幕色欲av_亚洲AV无码久久忘忧草

Suzhou Electric Appliance Research Institute
期刊號(hào): CN32-1800/TM| ISSN1007-3175

SUBSCRIPTION MANAGEMENT

發(fā)行征訂

首頁 >> 發(fā)行征訂 >> 征訂方式

基于CEEMD及相關(guān)系數(shù)法的GIS振動(dòng)信號(hào)研究

來源:電工電氣發(fā)布時(shí)間:2025-06-27 10:27瀏覽次數(shù):10

基于CEEMD及相關(guān)系數(shù)法的GIS振動(dòng)信號(hào)研究

洪果,莊嚴(yán),吳玉簫,孟超
(中國民用航空飛行學(xué)院 工程技術(shù)訓(xùn)練中心,四川 廣漢 618307)
 
    摘 要:氣體絕緣金屬封閉開關(guān)設(shè)備(GIS)在應(yīng)用過程中會(huì)出現(xiàn)觸頭接觸不良的機(jī)械故障,其振動(dòng)信號(hào)發(fā)生異常。為了研究其振動(dòng)信號(hào)特性完成故障診斷,搭建了 GIS 實(shí)驗(yàn)平臺(tái)模擬不同接觸狀態(tài),對(duì)采集的振動(dòng)信號(hào)采用小波去噪及互補(bǔ)集合經(jīng)驗(yàn)?zāi)B(tài)分解(CEEMD),并通過相關(guān)系數(shù)計(jì)算提取敏感分量進(jìn)行重構(gòu)。研究結(jié)果表明:正常狀態(tài)下 GIS 觸頭振動(dòng)信號(hào)頻譜主要以 100 Hz 及其整數(shù)倍頻分布;當(dāng)接觸故障時(shí)其振動(dòng)信號(hào)頻譜中的高頻分量顯著增加,并出現(xiàn)了明顯的三倍頻分量,且分量的幅值會(huì)隨著故障程度的加劇而增大。通過此法則重構(gòu)故障信號(hào),可以清楚地將故障信號(hào)所包含的高頻沖擊成分呈現(xiàn)出來。
    關(guān)鍵詞: 氣體絕緣金屬封閉開關(guān)設(shè)備(GIS);振動(dòng)信號(hào);互補(bǔ)集合經(jīng)驗(yàn)?zāi)B(tài)分解(CEEMD);小波去噪;故障監(jiān)測(cè)
    中圖分類號(hào):TM503+.5 ;TM595     文獻(xiàn)標(biāo)識(shí)碼:A     文章編號(hào):1007-3175(2025)06-0049-07
 
Study of GIS Vibration Signals Based on CEEMD and
Correlation Coefficient Analysis
 
HONG Guo, ZHUANG Yan, WU Yu-xiao, MENG Chao
(Engineering Techniques Training Center, Civil Aviation Flight University of China, Guanghan 618307, China)
 
    Abstract: Gas-insulated metal-enclosed switchgear (GIS) may occurs mechanical faults such as poor contact of the switch contacts during operation, which leads to abnormal vibration signals. To investigate the characteristics of these vibration signals and achieve fault diagnosis,a GIS experimental platform was established to simulate different contact states, then the collected vibration signals are subjected to wavelet denoising and complementary set empirical mode decomposition(CEEMD), and the sensitive components are extracted for reconstruction through the calculation of correlation coefficients. Ultimately, the results show that under normal conditions, the vibration signal spectrum of GIS contacts is primarily distributed in 100 Hz and its integer multiples. When it contacts faults occur, the high-frequency components in the vibration signal spectrum increase significantly and a distinct triple harmonic component emerged. Moreover, the amplitude of the component will increase as the degree of the fault intensifies. By reconstructing the fault signal through this rule, the high-frequency impact components contained in the fault signal can be clearly presented.
    Key words: gas-insulated metal-enclosed switchgear(GIS); vibration signal; complementary set empirical mode decomposition(CEEMD);wavelet denoising; fault monitoring
 
參考文獻(xiàn)
[1] QIAN Qinglin, SUN Weihao, WANG Zhen, et al.GIS partial discharge data enhancement method based on self attention mechanism VAE-GAN[J]. 全球能源互聯(lián)網(wǎng)(英文版), 2023, 6(5) :601-613.
[2] 劉航斌,林厚飛,褚靜,等. 基于 CWGAN-div 和 Mi-CNN 的 GIS 局部放電圖譜識(shí)別[J] . 浙江電力,2023,42(8) :75-83.
[3] 楊景剛,劉媛,宋思齊,等.GIS 設(shè)備機(jī)械缺陷的振動(dòng)檢測(cè)技術(shù)研究[J]. 高壓電器,2018,54(11) :86-90.
[4] 劉靖羽.GIS 設(shè)備現(xiàn)場(chǎng)典型故障及質(zhì)量管控措施研究分析[J]. 電工電氣, 2024(1) :65-70.
[5] 涂嘉毅,關(guān)向雨,趙俊義,等. 基于 SVD-IACMD 的 GIS 振動(dòng)信號(hào)去噪算法[J] . 電力工程技術(shù),2024,43(6) :163-172.
[6] 丁屹林,郝建,鐘堯,等. 超高壓 GIL 設(shè)備振動(dòng)模態(tài)及振動(dòng)特性分析研究[J] . 電網(wǎng)技術(shù),2023,47(7) :2810-2819.
[7] 李國棟,俞華,劉宏,等.GIS 設(shè)備內(nèi)外部緊固松動(dòng)機(jī)械缺陷振動(dòng)特性對(duì)比分析研究[J] . 高壓電器,2024,60(5) :12-19.
[8] 王旭鵬,郝建,鐘堯,等. 基于 ILPSO-LSSVM 的 GIS 設(shè)備隔離開關(guān)機(jī)械異響振動(dòng)識(shí)別方法研究[J]. 高壓電器,2023,59(11) :172-183.
[9] 湯會(huì)增,相黎陽,張倩旭,等. 基于多信息融合的 GIS 狀態(tài)預(yù)警系統(tǒng)設(shè)計(jì)[J]. 電工電氣,2024(8) :54-57.
[10] 孟永鵬,鐘波,賈申利. 振動(dòng)分析在電力設(shè)備狀態(tài)檢測(cè)中的應(yīng)用和發(fā)展[J]. 高壓電器,2005,41(6) :461-465.
[11] HUANG N E, SHEN Z, LONG S R, et al.The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis[J].Royal Society of London Proceedings Series A,1998,454(1971) :903-998.
[12] DRAGOMIRETSKIY K, ZOSSO D.Variational mode decomposition[J].IEEE Transactions on Signal Processing, 2014, 62(3) :531-544.
[13] WU Zhaohua, HUANG Norden.Ensemble Empirical Mode Decomposition:A Noise-Assisted Data Analysis Method[J].Advances in Adaptive Data Analysis,2009,1(1) :1-41.
[14] YEH Jia-rong, SHIEH Jiann-shing, HUANG Norden.Complementary Ensemble Empirical Mode Decomposition: A Novel Noise Enhanced Data Analysis Method[J].Advances in Adaptive Data Analysis,2010,2(2) :135-156.
[15] 劉鵬,李繼偉,陳聰,等. 基于互相關(guān)系數(shù)法與峭度準(zhǔn)則的 EEMD-BP 軸承故障診斷[J] . 機(jī)械與電子,2024,42(9) :69-75.
[16] 羅光鴻,許國龍,周忠,等. 斷路器的機(jī)械振動(dòng)信號(hào)小波去噪技術(shù)研究[J]. 電力設(shè)備管理,2020(3) :80-81.
[17] 花漢兵. 基于小波包的振動(dòng)信號(hào)去噪應(yīng)用與研究[J] .噪聲與振動(dòng)控制,2007,27(6) :19-21.
[18] 趙迎,樂友喜,黃健良,等. CEEMD 與小波變換聯(lián)合去噪方法研究[J] . 地球物理學(xué)進(jìn)展,2015,30(6) :2870-2877.
[19] 楊仁樹,付曉強(qiáng),楊國梁,等. 基于 CEEMD 與 TQWT 組合方法的爆破振動(dòng)信號(hào)精細(xì)化特征提取[J]. 振動(dòng)與沖擊,2017,36(3) :38-45.
[20] MONSEF F, COZZA A, SERRA R.Linking Lag-1 Correlation Coefficients Between Field-Related Quantities in a Reverberation Chamber[J].IEEE Transactions on Electromagnetic Compatibility,2020,62(4) :1358-1360.
[21] 吳曉文,周年光,彭繼文,等.110 kV 變壓器現(xiàn)場(chǎng)振動(dòng)特征與相關(guān)因素分析[J]. 高壓電器, 2020,56(1):210-215.
[22] 徐舒蓉,劉君,曾華榮,等. 基于 EEMD 分解與相關(guān)系數(shù)的變壓器振動(dòng)信號(hào)特征量提取[J] . 電力大數(shù)據(jù),2021, 24(12) :62-72.
[23] 楊哲, 張倩然, 高陽,等.GIS 機(jī)械故障振動(dòng)檢測(cè)研究綜述[J]. 山東工業(yè)技術(shù), 2015(17) :261-263.