Article(id=1314907658390434726, tenantId=1146029695717560320, journalId=1235980550691926019, issueId=1314907656704324517, articleNumber=null, orderNo=null, doi=10.3969/j.issn.0253-6099.2026.01.007, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1755619200000, receivedDateStr=2025-08-20, revisedDate=null, revisedDateStr=null, acceptedDate=null, acceptedDateStr=null, onlineDate=1791428015563, onlineDateStr=2026-10-08, pubDate=null, pubDateStr=null, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1791428015563, onlineIssueDateStr=2026-10-08, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1791428015563, creator=13701087609, updateTime=1791428015563, updator=13701087609, issue=Issue{id=1314907656704324517, tenantId=1146029695717560320, journalId=1235980550691926019, year='2026', volume='46', issue='1', pageStart='1', pageEnd='206', issueExtLink='null', onlineDate='null', pubDate='1769875200000', pubDateStr='2026-02-01', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1791428015160, creator='13701087609', updateTime=1791430491940, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1314918045139690301, tenantId=1146029695717560320, journalId=1235980550691926019, issueId=1314907656704324517, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1314918045139690302, tenantId=1146029695717560320, journalId=1235980550691926019, issueId=1314907656704324517, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=44, endPage=50, ext={EN=ArticleExt(id=1314907658856002471, articleId=1314907658390434726, tenantId=1146029695717560320, journalId=1235980550691926019, language=EN, title=Noise Reduction of Blasting Vibration Signal Based on ITD - K-means - Wavelet Packet Method, columnId=1236276106018484431, journalTitle=Mining and Metallurgical Engineering, columnName=MINING, runingTitle=null, highlight=null, articleAbstract=

For solving noise interference in the measured blasting vibration signals, a noise reduction technique is proposed. Based on the Intrinsic Time-Scale Decomposition (ITD) algorithm, the signal is firstly decomposed into several Intrinsic Mode Functions (IMFs). And the K-means clustering is then used to calculate the correlation coefficient value for identifying the types of signal with noise. The wavelet packet method is used to denoise and reconstruct the types of signal with noise, so as to obtain desired signal. This technique was used to verify the noise reduction effect for both simulated and measured signals. The results show that in the noise reduction test for simulated signals, the ITD - K-means - wavelet packet method can achieve the highest signal-to-noise ratio (17.241 dB) and the smallest root mean square error (9.71×10-2), compared with the traditional wavelet packet method, the CEEMDAN method and the ITD method. The noise reduction test for measured signals shows that after processing with the ITD - K-means - wavelet packet method, the signal in the low-to-medium frequency band (0-60 Hz) can retain more energy of dominant frequency, thus high-frequency noise (>120 Hz) can be effectively suppressed.

, authors=Yuzhou SHEN1, Yunpeng ZHANG2, 3, Haiyue MA2, authorsList=Yuzhou SHEN, Yunpeng ZHANG, Haiyue MA, authorCompany=null, correspAuthors=Yunpeng ZHANG, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1314907659610977193, articleId=1314907658390434726, tenantId=1146029695717560320, journalId=1235980550691926019, language=CN, title=基于ITD - K-means - 小波包法的爆破振动信号降噪研究, columnId=1236276106219811026, journalTitle=矿冶工程杂志, columnName=采矿, runingTitle=null, highlight=null, articleAbstract=

针对实测爆破振动信号中噪声干扰的问题,提出了一种爆破振动信号降噪方法。该方法基于固有时间尺度分解(ITD)算法,将信号分解为多个IMF分量;引入K-means算法进行聚类处理,计算各类别信号的相关系数值,识别含噪信号类别;通过小波包法对含噪信号进行降噪处理并重构,得到纯净信号。采用该方法对仿真信号和实测信号进行降噪验证,结果表明,在仿真信号降噪实验中,相较于传统的小波包法、CEEMDAN法和ITD法,ITD - K-means - 小波包法的信噪比(17.241 dB)最大,均方根误差(9.71×10-2)最小;在实测信号降噪实验中,经ITD - K-means - 小波包法处理后的信号在中低频段(0~60 Hz)保留了更多的优势主频能量,有效抑制了120 Hz以上的高频噪声。

, authors=申宇宙1, 张云鹏2, 3, 马海越2, authorsList=申宇宙, 张云鹏, 马海越, authorCompany=null, correspAuthors=张云鹏, authorNote=

申宇宙(2000—),男,山西长治人,硕士研究生,主要从事爆破领域研究。E-mail:

, correspAuthorsNote=
张云鹏(1963—),男,河北唐山人,教授,博士,博士研究生导师,主要从事爆破领域研究。E-mail:
, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=ETrjHW6jcU/a9UPlPm6wcg==, magXml=0l5Cb+1GwgFtYc+CIw5QDw==, pdfUrl=null, pdf=6uGLmdbAufkJfPyWvHtXNw==, pdfFileSize=2937504, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=E/XeI0SyTNR7E3y2lMOXYA==, mapNumber=null, fund=null)}, authors=[Author(id=1314907662173696949, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, orderNo=0, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=2087699959@qq.com, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1314907662551184311, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, authorId=1314907662173696949, language=EN, stringName=Yuzhou SHEN, firstName=Yuzhou, middleName=null, lastName=SHEN, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, address=1.School of Emergency Management and Safety Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314907662945448888, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, authorId=1314907662173696949, language=CN, stringName=申宇宙, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, address=1.华北理工大学应急管理与安全工程学院,河北 唐山 063210, bio={"content":"

申宇宙(2000—),男,山西长治人,硕士研究生,主要从事爆破领域研究。E-mail:

"}, bioImg=null, bioContent=

申宇宙(2000—),男,山西长治人,硕士研究生,主要从事爆破领域研究。E-mail:

, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314907661431305131, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, xref=1., ext=[AuthorCompanyExt(id=1314907661439693740, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661431305131, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.School of Emergency Management and Safety Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China), AuthorCompanyExt(id=1314907661448082349, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661431305131, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.华北理工大学应急管理与安全工程学院,河北 唐山 063210)])]), Author(id=1314907663033529274, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, orderNo=1, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=2286744895@qq.com, emailSecond=null, emailThird=null, correspondingAuthor=1, authorType=1, ext={EN=AuthorExt(id=1314907663411016637, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, authorId=1314907663033529274, language=EN, stringName=Yunpeng ZHANG, firstName=Yunpeng, middleName=null, lastName=ZHANG, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=2, 3, address=2.College of Mining Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China
3.Hebei Provincial Key Laboratory of Mining Development and Safety Technology, Tangshan 063210, Hebei, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314907663746560958, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, authorId=1314907663033529274, language=CN, stringName=张云鹏, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=2, 3, address=2.华北理工大学矿业工程学院,河北 唐山 063210
3.河北省矿业开发与安全技术重点实验室,河北 唐山 063210, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314907661661991854, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, xref=2., ext=[AuthorCompanyExt(id=1314907661674574767, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661661991854, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.College of Mining Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China), AuthorCompanyExt(id=1314907661687157680, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661661991854, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.华北理工大学矿业工程学院,河北 唐山 063210)]), AuthorCompany(id=1314907661792015281, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, xref=3., ext=[AuthorCompanyExt(id=1314907662068839346, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661792015281, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=3.Hebei Provincial Key Laboratory of Mining Development and Safety Technology, Tangshan 063210, Hebei, China), AuthorCompanyExt(id=1314907662081422259, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661792015281, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=3.河北省矿业开发与安全技术重点实验室,河北 唐山 063210)])]), Author(id=1314907664178574272, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, orderNo=2, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=null, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1314907665852101571, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, authorId=1314907664178574272, language=EN, stringName=Haiyue MA, firstName=Haiyue, middleName=null, lastName=MA, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=2, address=2.College of Mining Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314907665927599044, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, authorId=1314907664178574272, language=CN, stringName=马海越, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=2, address=2.华北理工大学矿业工程学院,河北 唐山 063210, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314907661661991854, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, xref=2., ext=[AuthorCompanyExt(id=1314907661674574767, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661661991854, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.College of Mining Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China), AuthorCompanyExt(id=1314907661687157680, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661661991854, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.华北理工大学矿业工程学院,河北 唐山 063210)])])], keywords=[Keyword(id=1314907666372195269, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=EN, orderNo=1, keyword=blasting), Keyword(id=1314907666682573766, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=EN, orderNo=2, keyword=vibration signal), Keyword(id=1314907666825180103, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=EN, orderNo=3, keyword=noise reduction), Keyword(id=1314907667181695944, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=EN, orderNo=4, keyword=Intrinsic Time Scale Decomposition (ITD)), Keyword(id=1314907667521434569, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=EN, orderNo=5, keyword=K-means algorithm), Keyword(id=1314907667630486474, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=EN, orderNo=6, keyword=wavelet packet method), Keyword(id=1314907667957642187, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=EN, orderNo=7, keyword=signal-to-noise ratio), Keyword(id=1314907668062499789, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=EN, orderNo=8, keyword=simulated signal), Keyword(id=1314907670075765710, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=CN, orderNo=1, keyword=爆破), Keyword(id=1314907670465835983, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=CN, orderNo=2, keyword=振动信号), Keyword(id=1314907670939792336, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=CN, orderNo=3, keyword=降噪), Keyword(id=1314907671329862609, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=CN, orderNo=4, keyword=固有时间尺度分解(ITD)), Keyword(id=1314907671757681618, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=CN, orderNo=5, keyword=K-means算法), Keyword(id=1314907672160334803, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=CN, orderNo=6, keyword=小波包法), Keyword(id=1314907672567182292, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=CN, orderNo=7, keyword=信噪比), Keyword(id=1314907673003389909, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, language=CN, orderNo=8, keyword=仿真信号)], refs=null, funds=[Fund(id=1314907674689500118, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, awardId=CXZZBS2023124, language=CN, fundingSource=河北省教育厅在读研究生创新能力培养资助项目(CXZZBS2023124), fundOrder=null, country=null), Fund(id=1314907675079570392, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, awardId=E2016209388, language=CN, fundingSource=河北省自然科学基金(E2016209388), fundOrder=null, country=null)], companyList=[AuthorCompany(id=1314907661431305131, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, xref=1., ext=[AuthorCompanyExt(id=1314907661439693740, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661431305131, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.School of Emergency Management and Safety Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China), AuthorCompanyExt(id=1314907661448082349, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661431305131, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.华北理工大学应急管理与安全工程学院,河北 唐山 063210)]), AuthorCompany(id=1314907661661991854, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, xref=2., ext=[AuthorCompanyExt(id=1314907661674574767, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661661991854, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.College of Mining Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China), AuthorCompanyExt(id=1314907661687157680, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661661991854, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.华北理工大学矿业工程学院,河北 唐山 063210)]), AuthorCompany(id=1314907661792015281, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, xref=3., ext=[AuthorCompanyExt(id=1314907662068839346, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661792015281, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=3.Hebei Provincial Key Laboratory of Mining Development and Safety Technology, Tangshan 063210, Hebei, China), AuthorCompanyExt(id=1314907662081422259, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661792015281, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=3.河北省矿业开发与安全技术重点实验室,河北 唐山 063210)])], figs=null, attaches=null, journal=Journal(id=1235979682521329665, delFlag=0, nameCn=矿冶工程杂志, nameEn=Mining and Metallurgical Engineering, nameHistory1=null, nameHistory2=null, issn=0253-6099, eissn=null, cn=43-1104/TD, coden=null, periodic=1, language=CN, oaType=null, ccby=null, superviseOffice=null, ownerOffice=null, pubOffice=null, editorOffice=null, officeType=null, aims=null, clcCode=null, officeProv=null, officeCity=null, officeAddr=null, officeZip=null, officeEmail=null, officePhone=null, editDirector=null, officeDirector=null, officeDirectorPhone=null, officeStaffNum=null, officeEmpNum=null, coverPicUrl=sIAtluqp1t366oKMF09POA==, journalPrice=null, startedYear=null, abbrevIsoEn=Mining and Metallurgical Engineering, journalRemark=null, publicationField=null, createdTime=1772610119708, updatedTime=1784018254933, createdBy=18614031015, updatedBy=13041195026, firstLetterCn=K, firstLetterEn=K, subjectCode=Engineering, subjectName=null, subjectCodeEn=Engineering, subjectNameEn=null, picCn=sIAtluqp1t366oKMF09POA==, picEn=8lFm/e3VFuRPvwuEPHk4Qg==, jcr=null, cjcr=null, exts=[JournalExt(id=1283828870570820558, language=CN, name=矿冶工程杂志, nameHistory1=null, nameHistory2=null, managedBy=, sponsoredBy=, publishedBy=, editorOffice=, officeProv=null, officeCity=null, officeAddr=, officeZip=, editDirector=, officeDirector=null, officePhone=null, coverPicUrl=null, journalRemark=, submitArticleUrl=null, websiteUrl=, createdTime=1784018255131, updatedTime=1784018255131, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=, submissionAuthorUrl=http://www.kygczz.com/Journalx_kygc/authorLogOn.action, submissionEditorUrl=http://www.kygczz.com/Journalx_kygc/editorLogOn.action, submissionReviewUrl=http://www.kygczz.com/Journalx_kygc/expertLogOn.action, submissionCeEditorUrl=, submissionAeEditorUrl=, option={"copyright":""}), JournalExt(id=1283828870625346511, language=EN, name=Mining and Metallurgical Engineering, nameHistory1=null, nameHistory2=null, managedBy=, sponsoredBy=, publishedBy=, editorOffice=, officeProv=null, officeCity=null, officeAddr=, officeZip=, editDirector=, officeDirector=null, officePhone=null, coverPicUrl=null, journalRemark=, submitArticleUrl=null, websiteUrl=, createdTime=1784018255144, updatedTime=1784018255144, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=, submissionAuthorUrl=http://www.kygczz.com/Journalx_kygc/authorLogOn.action, submissionEditorUrl=http://www.kygczz.com/Journalx_kygc/editorLogOn.action, submissionReviewUrl=http://www.kygczz.com/Journalx_kygc/expertLogOn.action, submissionCeEditorUrl=, submissionAeEditorUrl=, option={"copyright":""})], databaseList=null, tenantJournalId=1235980550691926019, websiteList=[Website(id=1235982099019256290, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1235980550691926019, journalNameCn=null, journalNameEn=null, grayFlag=null, tenantId=1146029695717560320, platformId=null, journalGroupId=null, journalGroupNameCn=null, journalGroupNameEn=null, type=1, domain=https://castjournals.cast.org.cn/joweb/kygczz/CN, language=CN, createTime=1772610695843, createBy=18614031015, updateTime=1772610913564, updateBy=18614031015, name=矿冶工程杂志-中文, tplId=1146099689490845704, title=矿冶工程杂志, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1235983631420805700, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099019256290, code=articleTextType, value=kx, createTime=1772611061196, updateTime=1772611061196, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983631378862657, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099019256290, code=banner, value=null, createTime=1772611061186, updateTime=1772611061186, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983631441777223, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099019256290, code=grayFlag, value=0, createTime=1772611061201, updateTime=1772611061201, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983631370474048, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099019256290, code=logo, value=https://castjournals.cast.org.cn/joweb/kygczz/CN/file/pic?fileId=seRpqoNiVtKzuWGeM8/PzA==, createTime=1772611061184, updateTime=1772611061184, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983631454360137, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099019256290, code=minRunFlag, value=0, createTime=1772611061204, updateTime=1772611061204, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983631408222787, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099019256290, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/kygczz/CN/file/pic, createTime=1772611061193, updateTime=1772611061193, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983631445971528, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099019256290, code=silenceFlag, value=0, createTime=1772611061202, updateTime=1772611061202, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983631387251266, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099019256290, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_cn_619/, createTime=1772611061188, updateTime=1772611061188, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983631429194309, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099019256290, code=themeColor, value=null, createTime=1772611061198, updateTime=1772611061198, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983631433388614, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099019256290, code=themeStyle, value=null, createTime=1772611061199, updateTime=1772611061199, creator=18614031015, updator=18614031015)]), Website(id=1235982099262525932, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1235980550691926019, journalNameCn=null, journalNameEn=null, grayFlag=null, tenantId=1146029695717560320, platformId=null, journalGroupId=null, journalGroupNameCn=null, journalGroupNameEn=null, type=1, domain=https://castjournals.cast.org.cn/joweb/kygczz/EN, language=EN, createTime=1772610695901, createBy=18614031015, updateTime=1772610917908, updateBy=18614031015, name=矿冶工程杂志-英文, tplId=1146101810881728533, title=Mining and Metallurgical Engineering, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1235983658880913998, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099262525932, code=articleTextType, value=kx, createTime=1772611067743, updateTime=1772611067743, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983658864136779, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099262525932, code=banner, value=null, createTime=1772611067739, updateTime=1772611067739, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983658897691217, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099262525932, code=grayFlag, value=0, createTime=1772611067747, updateTime=1772611067747, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983658855748170, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099262525932, code=logo, value=https://castjournals.cast.org.cn/joweb/kygczz/EN/file/pic?fileId=seRpqoNiVtKzuWGeM8/PzA==, createTime=1772611067737, updateTime=1772611067737, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983658910274131, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099262525932, code=minRunFlag, value=0, createTime=1772611067750, updateTime=1772611067750, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983658876719693, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099262525932, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/kygczz/EN/file/pic, createTime=1772611067742, updateTime=1772611067742, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983658901885522, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099262525932, code=silenceFlag, value=0, createTime=1772611067748, updateTime=1772611067748, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983658872525388, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099262525932, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_en_623/, createTime=1772611067741, updateTime=1772611067741, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983658889302607, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099262525932, code=themeColor, value=null, createTime=1772611067745, updateTime=1772611067745, creator=18614031015, updator=18614031015), WebsiteProps(id=1235983658893496912, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1235982099262525932, code=themeStyle, value=null, createTime=1772611067746, updateTime=1772611067746, creator=18614031015, updator=18614031015)])], journalTitle=矿冶工程杂志, weixinUrl=null, journalUrl=http://www.kygczz.com/, iacademicId=null, status=1, seqNo=null, journalTitleEn=Mining and Metallurgical Engineering, journalPhotoCn=sIAtluqp1t366oKMF09POA==, journalPhotoEn=8lFm/e3VFuRPvwuEPHk4Qg==, journalFirstLetter=K, journalRecommend=null, journalNew=null, journalCollection=null, jcrJf=null, cjcrJf=null, jcrJfStr=null, cjcrJfStr=null, submissionFirstDecision=null, sciSubjectClassification=null, casSubjectClassification=null, citeScore=null, totalCitationFrequency=null, icpCode=null, psCode=null, advertisingLicenseCode=null, copyrightInformation=null, country=null, option=, provinceCode=null, provinceName=null, collectFlag=false, interPubPlatform=, interPubPlatformUrl=null), detailUrlCn=https://castjournals.cast.org.cn/joweb/kygczz/CN/10.3969/j.issn.0253-6099.2026.01.007, detailUrlEn=https://castjournals.cast.org.cn/joweb/kygczz/EN/10.3969/j.issn.0253-6099.2026.01.007, pdfUrlCn=https://castjournals.cast.org.cn/joweb/kygczz/CN/PDF/10.3969/j.issn.0253-6099.2026.01.007, pdfUrlEn=https://castjournals.cast.org.cn/joweb/kygczz/EN/PDF/10.3969/j.issn.0253-6099.2026.01.007, aliStartDate=0, aliEndDate=0, collectionFlag=false, citedCount=null, citedUrl=null, previewStatus=0, delFlag=0, hasFullText=0, orderTime=1769875200000, fullTextJson=null, articleText=null, reference=null)
收藏切换
基于ITD - K-means - 小波包法的爆破振动信号降噪研究
收藏切换
PDF下载
申宇宙 1 , 张云鹏 2, 3 , 马海越 2
矿冶工程杂志 | 采矿 2026,46(1): 44-50
收起
收藏切换
矿冶工程杂志 |采矿 2026 , 46 (1) : 44 -50
基于ITD - K-means - 小波包法的爆破振动信号降噪研究
全屏
[Author(id=1314907662173696949, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, orderNo=0, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=2087699959@qq.com, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1314907662551184311, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, authorId=1314907662173696949, language=EN, stringName=Yuzhou SHEN, firstName=Yuzhou, middleName=null, lastName=SHEN, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, address=1.School of Emergency Management and Safety Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314907662945448888, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, authorId=1314907662173696949, language=CN, stringName=申宇宙, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, address=1.华北理工大学应急管理与安全工程学院,河北 唐山 063210, bio={"content":"

申宇宙(2000—),男,山西长治人,硕士研究生,主要从事爆破领域研究。E-mail:

"}, bioImg=null, bioContent=

申宇宙(2000—),男,山西长治人,硕士研究生,主要从事爆破领域研究。E-mail:

, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314907661431305131, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, xref=1., ext=[AuthorCompanyExt(id=1314907661439693740, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661431305131, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.School of Emergency Management and Safety Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China), AuthorCompanyExt(id=1314907661448082349, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661431305131, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.华北理工大学应急管理与安全工程学院,河北 唐山 063210)])]), Author(id=1314907663033529274, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, orderNo=1, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=2286744895@qq.com, emailSecond=null, emailThird=null, correspondingAuthor=1, authorType=1, ext={EN=AuthorExt(id=1314907663411016637, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, authorId=1314907663033529274, language=EN, stringName=Yunpeng ZHANG, firstName=Yunpeng, middleName=null, lastName=ZHANG, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=2, 3, address=2.College of Mining Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China
3.Hebei Provincial Key Laboratory of Mining Development and Safety Technology, Tangshan 063210, Hebei, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314907663746560958, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, authorId=1314907663033529274, language=CN, stringName=张云鹏, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=2, 3, address=2.华北理工大学矿业工程学院,河北 唐山 063210
3.河北省矿业开发与安全技术重点实验室,河北 唐山 063210, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314907661661991854, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, xref=2., ext=[AuthorCompanyExt(id=1314907661674574767, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661661991854, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.College of Mining Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China), AuthorCompanyExt(id=1314907661687157680, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661661991854, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.华北理工大学矿业工程学院,河北 唐山 063210)]), AuthorCompany(id=1314907661792015281, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, xref=3., ext=[AuthorCompanyExt(id=1314907662068839346, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661792015281, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=3.Hebei Provincial Key Laboratory of Mining Development and Safety Technology, Tangshan 063210, Hebei, China), AuthorCompanyExt(id=1314907662081422259, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661792015281, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=3.河北省矿业开发与安全技术重点实验室,河北 唐山 063210)])]), Author(id=1314907664178574272, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, orderNo=2, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=null, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1314907665852101571, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, authorId=1314907664178574272, language=EN, stringName=Haiyue MA, firstName=Haiyue, middleName=null, lastName=MA, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=2, address=2.College of Mining Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314907665927599044, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, authorId=1314907664178574272, language=CN, stringName=马海越, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=2, address=2.华北理工大学矿业工程学院,河北 唐山 063210, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314907661661991854, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, xref=2., ext=[AuthorCompanyExt(id=1314907661674574767, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661661991854, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.College of Mining Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China), AuthorCompanyExt(id=1314907661687157680, tenantId=1146029695717560320, journalId=1235980550691926019, articleId=1314907658390434726, companyId=1314907661661991854, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.华北理工大学矿业工程学院,河北 唐山 063210)])])]
申宇宙1 , 张云鹏2, 3 , 马海越2
作者信息
  • 1.华北理工大学应急管理与安全工程学院,河北 唐山 063210
  • 2.华北理工大学矿业工程学院,河北 唐山 063210
  • 3.河北省矿业开发与安全技术重点实验室,河北 唐山 063210
通讯作者:
张云鹏(1963—),男,河北唐山人,教授,博士,博士研究生导师,主要从事爆破领域研究。E-mail:
作者简介:

申宇宙(2000—),男,山西长治人,硕士研究生,主要从事爆破领域研究。E-mail:

Noise Reduction of Blasting Vibration Signal Based on ITD - K-means - Wavelet Packet Method
Yuzhou SHEN1 , Yunpeng ZHANG2, 3 , Haiyue MA2
Affiliations
  • 1.School of Emergency Management and Safety Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China
  • 2.College of Mining Engineering, North China University of Science and Technology, Tangshan 063210, Hebei, China
  • 3.Hebei Provincial Key Laboratory of Mining Development and Safety Technology, Tangshan 063210, Hebei, China
doi: 10.3969/j.issn.0253-6099.2026.01.007
文章导航
收藏切换

针对实测爆破振动信号中噪声干扰的问题,提出了一种爆破振动信号降噪方法。该方法基于固有时间尺度分解(ITD)算法,将信号分解为多个IMF分量;引入K-means算法进行聚类处理,计算各类别信号的相关系数值,识别含噪信号类别;通过小波包法对含噪信号进行降噪处理并重构,得到纯净信号。采用该方法对仿真信号和实测信号进行降噪验证,结果表明,在仿真信号降噪实验中,相较于传统的小波包法、CEEMDAN法和ITD法,ITD - K-means - 小波包法的信噪比(17.241 dB)最大,均方根误差(9.71×10-2)最小;在实测信号降噪实验中,经ITD - K-means - 小波包法处理后的信号在中低频段(0~60 Hz)保留了更多的优势主频能量,有效抑制了120 Hz以上的高频噪声。

爆破  /  振动信号  /  降噪  /  固有时间尺度分解(ITD)  /  K-means算法  /  小波包法  /  信噪比  /  仿真信号

For solving noise interference in the measured blasting vibration signals, a noise reduction technique is proposed. Based on the Intrinsic Time-Scale Decomposition (ITD) algorithm, the signal is firstly decomposed into several Intrinsic Mode Functions (IMFs). And the K-means clustering is then used to calculate the correlation coefficient value for identifying the types of signal with noise. The wavelet packet method is used to denoise and reconstruct the types of signal with noise, so as to obtain desired signal. This technique was used to verify the noise reduction effect for both simulated and measured signals. The results show that in the noise reduction test for simulated signals, the ITD - K-means - wavelet packet method can achieve the highest signal-to-noise ratio (17.241 dB) and the smallest root mean square error (9.71×10-2), compared with the traditional wavelet packet method, the CEEMDAN method and the ITD method. The noise reduction test for measured signals shows that after processing with the ITD - K-means - wavelet packet method, the signal in the low-to-medium frequency band (0-60 Hz) can retain more energy of dominant frequency, thus high-frequency noise (>120 Hz) can be effectively suppressed.

blasting  /  vibration signal  /  noise reduction  /  Intrinsic Time Scale Decomposition (ITD)  /  K-means algorithm  /  wavelet packet method  /  signal-to-noise ratio  /  simulated signal
申宇宙, 张云鹏, 马海越. 基于ITD - K-means - 小波包法的爆破振动信号降噪研究. 矿冶工程杂志, 2026 , 46 (1) : 44 -50 . DOI: 10.3969/j.issn.0253-6099.2026.01.007
Yuzhou SHEN, Yunpeng ZHANG, Haiyue MA. Noise Reduction of Blasting Vibration Signal Based on ITD - K-means - Wavelet Packet Method[J]. Mining and Metallurgical Engineering, 2026 , 46 (1) : 44 -50 . DOI: 10.3969/j.issn.0253-6099.2026.01.007
  • 河北省教育厅在读研究生创新能力培养资助项目(CXZZBS2023124)
  • 河北省自然科学基金(E2016209388)
参考文献 引证文献
排序方式:
2026年第46卷第1期
PDF下载
99
25
引用本文
BibTeX
文章信息
doi: 10.3969/j.issn.0253-6099.2026.01.007
  • 接收时间:2025-08-20
  • 首发时间:2026-10-08
补充材料
相关文章
文章信息
作者
出版历史
  • 收稿日期:2025-08-20
基金
河北省教育厅在读研究生创新能力培养资助项目(CXZZBS2023124)
河北省自然科学基金(E2016209388)
作者信息
    1.华北理工大学应急管理与安全工程学院,河北 唐山 063210
    2.华北理工大学矿业工程学院,河北 唐山 063210
    3.河北省矿业开发与安全技术重点实验室,河北 唐山 063210

通讯作者:

张云鹏(1963—),男,河北唐山人,教授,博士,博士研究生导师,主要从事爆破领域研究。E-mail:
参考文献
分享链接
https://castjournals.cast.org.cn/joweb/kygczz/CN/10.3969/j.issn.0253-6099.2026.01.007
分享至
全文二维码

扫描看全文

引用本文
BibTeX
本文的引用情况
2种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
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
关闭全屏