Article(id=1236319263275938349, tenantId=1146029695717560320, journalId=1235980550691926019, issueId=1236316193171239730, articleNumber=null, orderNo=null, doi=10.3969/j.issn.0253-6099.2023.03.006, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1670169600000, receivedDateStr=2022-12-05, revisedDate=null, revisedDateStr=null, acceptedDate=null, acceptedDateStr=null, onlineDate=1772691082066, onlineDateStr=2026-03-05, pubDate=1685548800000, pubDateStr=2023-06-01, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1772691082066, onlineIssueDateStr=2026-03-05, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1772691082066, creator=13701087609, updateTime=1772691082066, updator=13701087609, issue=Issue{id=1236316193171239730, tenantId=1146029695717560320, journalId=1235980550691926019, year='2023', volume='43', issue='3', pageStart='1', pageEnd='179', issueExtLink='null', onlineDate='null', pubDate='null', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1772690350096, creator=13701087609, updateTime=1772691872061, updator=13701087609, preIssue=null, nextIssue=null, ext={EN=IssueExt(id=1236322576809652696, tenantId=1146029695717560320, journalId=1235980550691926019, issueId=1236316193171239730, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1236322576809652697, tenantId=1146029695717560320, journalId=1235980550691926019, issueId=1236316193171239730, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null}, startPage=24, endPage=29, ext={EN=ArticleExt(id=1236319263657620023, articleId=1236319263275938349, tenantId=1146029695717560320, journalId=1235980550691926019, language=EN, title=Research on Microseismic Signal Denoising Based on ICEEMDAN and Blind Source Separation, columnId=1236276106018484431, journalTitle=Mining and Metallurgical Engineering, columnName=MINING, runingTitle=null, highlight=null, articleAbstract=

Microseismic signals collected during roadway construction in Jinfeng Gold Mine in the southwest Guizhou Province are non-stationary and also contaminated with background noise. For solving this problem, a noise reduction method based on the improved complete ensemble empirical mode decomposition with adaptive noise (ICEEMDAN) combined with blind source separation (BSS) was proposed. With this method, a microseismic signal can be preliminarily decomposed by ICEEMDAN algorithm, and then correlation coefficient and marginal spectrum of signal can be calculated with MATLAB. Components of noise-containing mode and main frequency of signal can be filtered, and FastICA algorithm is finally used for BSS to achieve noise reduction. The practical application in mine shows that compared to empirical mode decomposition (EMD) and traditional wavelet packet threshold method, the proposed method, with higher signal-to-noise ratio (24.142 5 dB), can bring better noise reduction effect with smaller standard error (0.012 18).

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针对黔西南锦丰金矿巷道施工采集的微震信号非平稳特征和背景噪声干扰问题,引入一种基于完善的自适应噪声完备集成经验模态分解(ICEEMDAN)与盲源分离联合的降噪方法。该方法通过ICEEMDAN算法对微震信号进行初步分解,再利用MATLAB平台计算出信号的相关系数和边际频谱,筛选出含噪模态分量和信号的主频率分量,最后通过FastICA算法进行盲源分离,实现降噪。实际应用结果表明,与经验模态分解(EMD)和小波包阈值传统方法相比,该方法信噪比更大(24.142 5 dB)、标准误差更小(0.012 18)、降噪效果更好。

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郑禄林(1983—),男,贵州大方人,博士,副教授,硕士研究生导师,主要从事安全工程、矿山灾害防治、基础地质研究及教学工作。
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黄港(1997—),男,贵州铜仁人,硕士研究生,主要从事矿山灾害防治研究。

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黄港(1997—),男,贵州铜仁人,硕士研究生,主要从事矿山灾害防治研究。

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黄港(1997—),男,贵州铜仁人,硕士研究生,主要从事矿山灾害防治研究。

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基于ICEEMDAN-盲源分离联合的微震信号降噪方法研究
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黄港 1 , 郑禄林 1 , 王英乐 1 , 左宇军 1 , 郑禄璟 2 , 刘晓蓉 1
矿冶工程杂志 | 采矿 2023,43(3): 24-29
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矿冶工程杂志 | 采矿 2023, 43(3): 24-29
基于ICEEMDAN-盲源分离联合的微震信号降噪方法研究
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黄港1, 郑禄林1, 王英乐1, 左宇军1, 郑禄璟2, 刘晓蓉1
作者信息
  • 1.贵州大学 矿业学院,贵州 贵阳 550025
  • 2.贵州锦丰矿业有限公司,贵州 贞丰 562200
  • 黄港(1997—),男,贵州铜仁人,硕士研究生,主要从事矿山灾害防治研究。

通讯作者:

郑禄林(1983—),男,贵州大方人,博士,副教授,硕士研究生导师,主要从事安全工程、矿山灾害防治、基础地质研究及教学工作。
Research on Microseismic Signal Denoising Based on ICEEMDAN and Blind Source Separation
Gang HUANG1, Lulin ZHENG1, Yingle WANG1, Yujun ZUO1, Lujing ZHENG2, Xiaorong LIU1
Affiliations
  • 1.College of Mining, Guizhou University, Guiyang 550025, Guizhou, China
  • 2.Guizhou Jinfeng Mining Co Ltd, Zhenfeng 562200, Guizhou, China
出版时间: 2023-06-01 doi: 10.3969/j.issn.0253-6099.2023.03.006
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针对黔西南锦丰金矿巷道施工采集的微震信号非平稳特征和背景噪声干扰问题,引入一种基于完善的自适应噪声完备集成经验模态分解(ICEEMDAN)与盲源分离联合的降噪方法。该方法通过ICEEMDAN算法对微震信号进行初步分解,再利用MATLAB平台计算出信号的相关系数和边际频谱,筛选出含噪模态分量和信号的主频率分量,最后通过FastICA算法进行盲源分离,实现降噪。实际应用结果表明,与经验模态分解(EMD)和小波包阈值传统方法相比,该方法信噪比更大(24.142 5 dB)、标准误差更小(0.012 18)、降噪效果更好。

ICEEMDAN  /  盲源分离  /  FastICA算法  /  微震信号  /  降噪  /  微震监测

Microseismic signals collected during roadway construction in Jinfeng Gold Mine in the southwest Guizhou Province are non-stationary and also contaminated with background noise. For solving this problem, a noise reduction method based on the improved complete ensemble empirical mode decomposition with adaptive noise (ICEEMDAN) combined with blind source separation (BSS) was proposed. With this method, a microseismic signal can be preliminarily decomposed by ICEEMDAN algorithm, and then correlation coefficient and marginal spectrum of signal can be calculated with MATLAB. Components of noise-containing mode and main frequency of signal can be filtered, and FastICA algorithm is finally used for BSS to achieve noise reduction. The practical application in mine shows that compared to empirical mode decomposition (EMD) and traditional wavelet packet threshold method, the proposed method, with higher signal-to-noise ratio (24.142 5 dB), can bring better noise reduction effect with smaller standard error (0.012 18).

ICEEMDAN  /  blind source separation (BSS)  /  FastICA algorithm  /  microseismic signal  /  noise reduction  /  microseismic monitoring
黄港, 郑禄林, 王英乐, 左宇军, 郑禄璟, 刘晓蓉. 基于ICEEMDAN-盲源分离联合的微震信号降噪方法研究. 矿冶工程杂志, 2023 , 43 (3) : 24 -29 . DOI: 10.3969/j.issn.0253-6099.2023.03.006
Gang HUANG, Lulin ZHENG, Yingle WANG, Yujun ZUO, Lujing ZHENG, Xiaorong LIU. Research on Microseismic Signal Denoising Based on ICEEMDAN and Blind Source Separation[J]. Mining and Metallurgical Engineering, 2023 , 43 (3) : 24 -29 . DOI: 10.3969/j.issn.0253-6099.2023.03.006
  • 贵州省科技支撑计划项目(黔科合支撑[2021]一般516; 黔科合支撑[2022]一般247)
  • 贵州省矿山动力灾害预警与控制技术科技创新人才团队(黔科合平台人才[2019]5619号)
2023年第43卷第3期
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doi: 10.3969/j.issn.0253-6099.2023.03.006
  • 接收时间:2022-12-05
  • 首发时间:2026-03-05
  • 出版时间:2023-06-01
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  • 收稿日期:2022-12-05
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贵州省科技支撑计划项目(黔科合支撑[2021]一般516; 黔科合支撑[2022]一般247)
贵州省矿山动力灾害预警与控制技术科技创新人才团队(黔科合平台人才[2019]5619号)
作者信息
    1.贵州大学 矿业学院,贵州 贵阳 550025
    2.贵州锦丰矿业有限公司,贵州 贞丰 562200

通讯作者:

郑禄林(1983—),男,贵州大方人,博士,副教授,硕士研究生导师,主要从事安全工程、矿山灾害防治、基础地质研究及教学工作。
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2种不同金属材料的力学参数

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鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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