Article(id=1261728806851699514, tenantId=1146029695717560320, journalId=1146119944283992078, issueId=1261728796072358112, articleNumber=null, orderNo=null, doi=null, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=null, receivedDateStr=null, revisedDate=null, revisedDateStr=null, acceptedDate=null, acceptedDateStr=null, onlineDate=1778749189340, onlineDateStr=2026-05-14, pubDate=1774195200000, pubDateStr=2026-03-23, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1778749189340, onlineIssueDateStr=2026-05-14, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1778749189340, creator=13701087609, updateTime=1778749189340, updator=13701087609, issue=Issue{id=1261728796072358112, tenantId=1146029695717560320, journalId=1146119944283992078, year='2026', volume='4', issue='6', pageStart='1', pageEnd='234', issueExtLink='null', onlineDate='null', pubDate='1774195200000', pubDateStr='2026-03-23', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=1, specialIssue=null, createTime=1778749186771, creator='13701087609', updateTime=1778750183088, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1261732975067148479, tenantId=1146029695717560320, journalId=1146119944283992078, issueId=1261728796072358112, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1261732975071342784, tenantId=1146029695717560320, journalId=1146119944283992078, issueId=1261728796072358112, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=46, endPage=49, ext={CN=ArticleExt(id=1261728808365843265, articleId=1261728806851699514, tenantId=1146029695717560320, journalId=1146119944283992078, language=CN, title=人工智能应用于实验室检测数据智能分析方面的探究, columnId=1151957373175820401, journalTitle=实验室检测, columnName=创新应用, runingTitle=null, highlight=null, articleAbstract=
目的

探究基于人工智能的实验室检测数据智能分析方法在提升检测结果准确性、稳定性及数据利用效率方面的作用。

方法

以实验室常规理化含量测定项目和电气安全检测项目为研究对象,构建面向常规理化检测与电气安全检测的实验室检测数据智能分析平台,采集常规理化指标、电气安全参数及环境温湿度等多源检测数据,分析仪器量程与精度等级、操作差异和环境波动对检测偏差的影响;设计包含数据清洗、特征构建、模型训练与在线推理的处理流程,建立基于多变量回归、集成学习与深度神经网络的智能分析模型,对异常值识别、结果校准和趋势监测进行实验验证,并通过图表形式与传统阈值判别和人工审核方法进行对比。

结果

在含量测定和电气安全等代表性项目中,智能分析模型能够有效识别异常样本,平均绝对相对误差由3.8%降至1.7%,泄漏电流均方误差由0.021降至0.009,平均审核时间由45.2 min降至20.2 min。

结论

基于人工智能的实验室检测数据智能分析方法能够在不改变原有检测流程的前提下提高数据质量控制水平和结果解释能力,为实验室检测结果的精细化管理和后续应用提供可靠实验依据与技术支撑,具有一定推广应用价值。

, authors=null, authorsList=王韦帆, authorCompany=null, correspAuthors=王韦帆, authorNote=null, correspAuthorsNote=
王韦帆,副教授,主要研究方向为计算机应用技术。E-mail:
, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=/dofLAfLqHJ2LZdr1I0RWA==, magXml=z2DC0Du4mXBU+yY2Q7tQFQ==, pdfUrl=null, pdf=Jsg2EV4HdLPj1ld2AUMnyw==, pdfFileSize=1514892, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=AmgUuj797vK10+eN5bmWyw==, mapNumber=null, fund=null)}, authors=[Author(id=1261728810999866198, tenantId=1146029695717560320, journalId=1146119944283992078, articleId=1261728806851699514, orderNo=0, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=36479202@qq.com, emailSecond=null, emailThird=null, correspondingAuthor=1, authorType=1, ext={CN=AuthorExt(id=1261728811775812447, tenantId=1146029695717560320, journalId=1146119944283992078, articleId=1261728806851699514, authorId=1261728810999866198, language=CN, stringName=王韦帆, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=*, address=兰州职业技术学院,兰州 730000, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1261728810551075659, tenantId=1146029695717560320, journalId=1146119944283992078, articleId=1261728806851699514, xref=null, ext=[AuthorCompanyExt(id=1261728810601407308, tenantId=1146029695717560320, journalId=1146119944283992078, articleId=1261728806851699514, companyId=1261728810551075659, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=兰州职业技术学院,兰州 730000)])])], keywords=[Keyword(id=1261728812694365033, tenantId=1146029695717560320, journalId=1146119944283992078, articleId=1261728806851699514, language=CN, orderNo=1, keyword=实验室检测), Keyword(id=1261728814393058170, tenantId=1146029695717560320, journalId=1146119944283992078, articleId=1261728806851699514, language=CN, orderNo=2, keyword=人工智能), Keyword(id=1261728815227724678, tenantId=1146029695717560320, journalId=1146119944283992078, articleId=1261728806851699514, language=CN, orderNo=3, keyword=智能分析), Keyword(id=1261728816150471569, tenantId=1146029695717560320, journalId=1146119944283992078, articleId=1261728806851699514, language=CN, orderNo=4, keyword=数据质量控制), Keyword(id=1261728816838337429, tenantId=1146029695717560320, journalId=1146119944283992078, articleId=1261728806851699514, language=CN, orderNo=5, keyword=机器学习)], refs=null, funds=null, companyList=[AuthorCompany(id=1261728810551075659, tenantId=1146029695717560320, journalId=1146119944283992078, articleId=1261728806851699514, xref=null, ext=[AuthorCompanyExt(id=1261728810601407308, tenantId=1146029695717560320, journalId=1146119944283992078, articleId=1261728806851699514, companyId=1261728810551075659, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=兰州职业技术学院,兰州 730000)])], figs=null, attaches=null, journal=Journal(id=1146118849029578755, delFlag=0, nameCn=实验室检测, nameEn=Laboratory Testing, nameHistory1=null, nameHistory2=null, issn=2097-261X, eissn=, cn=10-1875/TB, coden=null, periodic=0, language=CN, oaType=, 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=Dmoi7fiemaDGWUxiXPMi1g==, journalPrice=null, startedYear=null, abbrevIsoEn=Lab Test, journalRemark=null, publicationField=null, createdTime=null, updatedTime=1784016003438, createdBy=null, updatedBy=13041195026, firstLetterCn=S, firstLetterEn=S, subjectCode=Engineering, subjectName=工程, subjectCodeEn=Engineering, subjectNameEn=null, picCn=Dmoi7fiemaDGWUxiXPMi1g==, picEn=1VW7aV1haIq706bPcrSXYQ==, jcr=null, cjcr=null, exts=[JournalExt(id=1283819426399097521, language=CN, name=实验室检测, 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=1784016003465, updatedTime=1784016003465, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=, submissionAuthorUrl=mailto:jlabtesting@126.com, submissionEditorUrl=, submissionReviewUrl=, submissionCeEditorUrl=, submissionAeEditorUrl=, option={"copyright":""}), JournalExt(id=1283819426613007026, language=EN, name=Laboratory Testing, 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=1784016003516, updatedTime=1784016003516, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=, submissionAuthorUrl=mailto:jlabtesting@126.com, submissionEditorUrl=, submissionReviewUrl=, submissionCeEditorUrl=, submissionAeEditorUrl=, option={"copyright":""})], databaseList=null, tenantJournalId=1146119944283992078, websiteList=[Website(id=1148243202374623651, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1146119944283992078, 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/sysjc/CN, language=CN, createTime=1751692112773, createBy=18614031015, updateTime=1753520557560, updateBy=18614031015, name=实验室检测-中文站点, tplId=1146099689490845704, title=实验室检测, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1260560912239419452, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202374623651, code=articleTextType, value=kx, createTime=1778470741567, updateTime=1778470741567, creator=18614031015, updator=18614031015), WebsiteProps(id=1260560912218447929, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202374623651, code=banner, value=null, createTime=1778470741562, updateTime=1778470741562, creator=18614031015, updator=18614031015), WebsiteProps(id=1260560912264585279, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202374623651, code=grayFlag, value=0, createTime=1778470741573, updateTime=1778470741573, creator=18614031015, updator=18614031015), WebsiteProps(id=1260560912214253624, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202374623651, code=logo, value=https://castjournals.cast.org.cn/joweb/sysjc/CN/file/pic?fileId=gxmh/wpj2QaxtghYq950Aw==, createTime=1778470741561, updateTime=1778470741561, creator=18614031015, updator=18614031015), WebsiteProps(id=1260560912277168193, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202374623651, code=minRunFlag, value=0, createTime=1778470741576, updateTime=1778470741576, creator=18614031015, updator=18614031015), WebsiteProps(id=1260560912235225147, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202374623651, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/sysjc/CN/file/pic, createTime=1778470741566, updateTime=1778470741566, creator=18614031015, updator=18614031015), WebsiteProps(id=1260560912268779584, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202374623651, code=silenceFlag, value=0, createTime=1778470741574, updateTime=1778470741574, creator=18614031015, updator=18614031015), WebsiteProps(id=1260560912226836538, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202374623651, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_cn_619/, createTime=1778470741564, updateTime=1778470741564, creator=18614031015, updator=18614031015), WebsiteProps(id=1260560912247808061, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202374623651, code=themeColor, value=null, createTime=1778470741569, updateTime=1778470741569, creator=18614031015, updator=18614031015), WebsiteProps(id=1260560912256196670, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1148243202374623651, code=themeStyle, value=null, createTime=1778470741571, updateTime=1778470741571, creator=18614031015, updator=18614031015)])], journalTitle=实验室检测, weixinUrl=null, journalUrl=null, iacademicId=null, status=1, seqNo=null, journalTitleEn=Laboratory Testing, journalPhotoCn=Dmoi7fiemaDGWUxiXPMi1g==, journalPhotoEn=1VW7aV1haIq706bPcrSXYQ==, journalFirstLetter=S, 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/sysjc/CN/Y2026/V4/I6/46, detailUrlEn=/Y2026/V4/I6/46, pdfUrlCn=https://castjournals.cast.org.cn/joweb/sysjc/CN/PDF/Y2026/V4/I6/46, pdfUrlEn=/PDF/Y2026/V4/I6/46, aliStartDate=null, aliEndDate=null, collectionFlag=false, citedCount=null, citedUrl=null, previewStatus=0, delFlag=0, hasFullText=0, orderTime=1774195200000, fullTextJson=null, articleText=null, reference=null)
收藏切换
人工智能应用于实验室检测数据智能分析方面的探究
收藏切换
PDF下载
王韦帆 *
实验室检测 | 创新应用 2026,4(6): 46-49
收起
收藏切换
实验室检测 |创新应用 2026 , 4 (6) : 46 -49
人工智能应用于实验室检测数据智能分析方面的探究
全屏
[Author(id=1261728810999866198, tenantId=1146029695717560320, journalId=1146119944283992078, articleId=1261728806851699514, orderNo=0, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=36479202@qq.com, emailSecond=null, emailThird=null, correspondingAuthor=1, authorType=1, ext={CN=AuthorExt(id=1261728811775812447, tenantId=1146029695717560320, journalId=1146119944283992078, articleId=1261728806851699514, authorId=1261728810999866198, language=CN, stringName=王韦帆, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=*, address=兰州职业技术学院,兰州 730000, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1261728810551075659, tenantId=1146029695717560320, journalId=1146119944283992078, articleId=1261728806851699514, xref=null, ext=[AuthorCompanyExt(id=1261728810601407308, tenantId=1146029695717560320, journalId=1146119944283992078, articleId=1261728806851699514, companyId=1261728810551075659, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=兰州职业技术学院,兰州 730000)])])]
王韦帆*
作者信息
  • 兰州职业技术学院,兰州 730000
通讯作者:
王韦帆,副教授,主要研究方向为计算机应用技术。E-mail:
Affiliations
出版时间: 2026-03-23
文章导航
收藏切换
目的

探究基于人工智能的实验室检测数据智能分析方法在提升检测结果准确性、稳定性及数据利用效率方面的作用。

方法

以实验室常规理化含量测定项目和电气安全检测项目为研究对象,构建面向常规理化检测与电气安全检测的实验室检测数据智能分析平台,采集常规理化指标、电气安全参数及环境温湿度等多源检测数据,分析仪器量程与精度等级、操作差异和环境波动对检测偏差的影响;设计包含数据清洗、特征构建、模型训练与在线推理的处理流程,建立基于多变量回归、集成学习与深度神经网络的智能分析模型,对异常值识别、结果校准和趋势监测进行实验验证,并通过图表形式与传统阈值判别和人工审核方法进行对比。

结果

在含量测定和电气安全等代表性项目中,智能分析模型能够有效识别异常样本,平均绝对相对误差由3.8%降至1.7%,泄漏电流均方误差由0.021降至0.009,平均审核时间由45.2 min降至20.2 min。

结论

基于人工智能的实验室检测数据智能分析方法能够在不改变原有检测流程的前提下提高数据质量控制水平和结果解释能力,为实验室检测结果的精细化管理和后续应用提供可靠实验依据与技术支撑,具有一定推广应用价值。

实验室检测  /  人工智能  /  智能分析  /  数据质量控制  /  机器学习
王韦帆. 人工智能应用于实验室检测数据智能分析方面的探究. 实验室检测, 2026 , 4 (6) : 46 -49 .

参考文献 引证文献
排序方式:
2026年第4卷第6期
PDF下载
77
15
引用本文
BibTeX
文章信息
  • 首发时间:2026-05-14
  • 出版时间:2026-03-23
补充材料
相关文章
文章信息
作者
出版历史
基金
作者信息
    兰州职业技术学院,兰州 730000

通讯作者:

王韦帆,副教授,主要研究方向为计算机应用技术。E-mail:
参考文献
分享链接
https://castjournals.cast.org.cn/joweb/sysjc/CN/1261728806851699514
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

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

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