Article(id=1314918547411792636, tenantId=1146029695717560320, journalId=1234093305789726721, issueId=1314918450573701162, 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=1745510400000, receivedDateStr=2025-04-25, revisedDate=null, revisedDateStr=null, acceptedDate=null, acceptedDateStr=null, onlineDate=1791430611708, onlineDateStr=2026-10-08, pubDate=1766160000000, pubDateStr=2025-12-20, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1791430611708, onlineIssueDateStr=2026-10-08, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1791430611708, creator=13701087609, updateTime=1791430611708, updator=13701087609, issue=Issue{id=1314918450573701162, tenantId=1146029695717560320, journalId=1234093305789726721, year='2025', volume='45', issue='12', pageStart='6513', pageEnd='7104', issueExtLink='null', onlineDate='null', pubDate='1766160000000', pubDateStr='2025-12-20', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1791430588620, creator='13701087609', updateTime=1791431575400, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1314922589479333965, tenantId=1146029695717560320, journalId=1234093305789726721, issueId=1314918450573701162, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1314922589479333966, tenantId=1146029695717560320, journalId=1234093305789726721, issueId=1314918450573701162, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=6717, endPage=6725, ext={EN=ArticleExt(id=1314918547600536317, articleId=1314918547411792636, tenantId=1146029695717560320, journalId=1234093305789726721, language=EN, title=Artificial intelligence-enabled identification of hazardous waste (medical waste): Advances and future directions based on multi-source data, columnId=1240689598498656298, journalTitle=China Environmental Science, columnName=Solid Waste, runingTitle=null, highlight=null, articleAbstract=

Data-driven intelligent identification technologies for hazardous waste (medical waste) were systematically reviewed. General principles for modeling based on artificial intelligence and spectroscopy were summarized. Key challenges, including data acquisition, class imbalance, model generalization, and interpretability, were analyzed. Future research directions were proposed, including AI-assisted spectroscopic modeling, transfer learning, multimodal data fusion, and machine-learning-based modeling of relationships among spectra, structures, and properties. A systematic reference for the intelligent identification and management of hazardous (medical) waste was provided, and guidance to accelerate practical deployment in treatment and disposal, resource recovery, and intelligent monitoring was offered.

, authors=Hui-huang ZOU1, Pin-jing HE1, 2, Fan LYU1, 2, Wei PENG1, 2, Hua ZHANG1, 2, *, authorsList=Hui-huang ZOU, Pin-jing HE, Fan LYU, Wei PENG, Hua ZHANG, authorCompany=null, correspAuthors=Hua 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=1314918547835417342, articleId=1314918547411792636, tenantId=1146029695717560320, journalId=1234093305789726721, language=CN, title=基于人工智能的危险废物(医疗废物)智能识别:多源数据驱动的研究进展与未来方向, columnId=1240689598737731645, journalTitle=中国环境科学, columnName=固体废物, runingTitle=null, highlight=null, articleAbstract=

系统综述了数据驱动下的危险废物(医疗废物)智能识别技术,涵盖基于人工智能和光谱数据建模的一般准则,解析了数据采集、标签不平衡、模型泛化与可解释性等关键挑战.提出了未来研究的方向,包括人工智能辅助光谱建模、迁移学习、多模态融合方法、以及基于机器学习的光谱-结构-性质关系建模等.旨在为危险废物(医疗废物)的智能识别与管理提供系统性参考,推动其在处理处置、资源化利用和智能监测中的实用化进程.

, authors=邹惠煌1, 何品晶1, 2, 吕凡1, 2, 彭伟1, 2, 章骅1, 2, *, authorsList=邹惠煌, 何品晶, 吕凡, 彭伟, 章骅, authorCompany=null, correspAuthors=章骅, authorNote=

邹惠煌(1996-),男,广东惠州人,同济大学博士研究生,研究方向为基于多模态成像与人工智能的固体废物智能识别..

, correspAuthorsNote=
* 责任作者,教授,
, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=lt6YUO/ifxJ7sMeiJgIw0Q==, magXml=7Zg8BBH5Go73Ua/RA9MHrA==, pdfUrl=null, pdf=Ooymsg65IbnuUu/sMMrOHg==, pdfFileSize=464819, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=xWDWQVklfO4hE5GASF2CeQ==, mapNumber=null, fund=null)}, authors=[Author(id=1314918548187738886, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, orderNo=0, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=hhzou@tongji.edu.cn, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1314918548267430664, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548187738886, language=EN, stringName=Hui-huang ZOU, firstName=Hui-huang, middleName=null, lastName=ZOU, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, address=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314918548321956617, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548187738886, language=CN, stringName=邹惠煌, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, address=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092, bio={"content":"

邹惠煌(1996-),男,广东惠州人,同济大学博士研究生,研究方向为基于多模态成像与人工智能的固体废物智能识别..

"}, bioImg=null, bioContent=

邹惠煌(1996-),男,广东惠州人,同济大学博士研究生,研究方向为基于多模态成像与人工智能的固体废物智能识别..

, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314918548024161023, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=1., ext=[AuthorCompanyExt(id=1314918548032549632, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China), AuthorCompanyExt(id=1314918548040938241, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092)])]), Author(id=1314918548389065483, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, orderNo=1, 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=1314918548464562958, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548389065483, language=EN, stringName=Pin-jing HE, firstName=Pin-jing, middleName=null, lastName=HE, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, address=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China
2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314918548535866127, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548389065483, language=CN, stringName=何品晶, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, address=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092
2.上海污染控制与生态安全研究院,上海 200092, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314918548024161023, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=1., ext=[AuthorCompanyExt(id=1314918548032549632, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China), AuthorCompanyExt(id=1314918548040938241, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092)]), AuthorCompany(id=1314918548103852802, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=2., ext=[AuthorCompanyExt(id=1314918548112241411, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China), AuthorCompanyExt(id=1314918548120630020, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.上海污染控制与生态安全研究院,上海 200092)])]), Author(id=1314918548628140817, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, 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=1314918548712026900, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548628140817, language=EN, stringName=Fan LYU, firstName=Fan, middleName=null, lastName=LYU, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, address=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China
2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314918548787524373, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548628140817, language=CN, stringName=吕凡, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, address=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092
2.上海污染控制与生态安全研究院,上海 200092, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314918548024161023, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=1., ext=[AuthorCompanyExt(id=1314918548032549632, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China), AuthorCompanyExt(id=1314918548040938241, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092)]), AuthorCompany(id=1314918548103852802, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=2., ext=[AuthorCompanyExt(id=1314918548112241411, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China), AuthorCompanyExt(id=1314918548120630020, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.上海污染控制与生态安全研究院,上海 200092)])]), Author(id=1314918548846244631, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, orderNo=3, 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=1314918548963685146, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548846244631, language=EN, stringName=Wei PENG, firstName=Wei, middleName=null, lastName=PENG, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, address=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China
2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314918549055959835, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548846244631, language=CN, stringName=彭伟, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, address=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092
2.上海污染控制与生态安全研究院,上海 200092, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314918548024161023, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=1., ext=[AuthorCompanyExt(id=1314918548032549632, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China), AuthorCompanyExt(id=1314918548040938241, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092)]), AuthorCompany(id=1314918548103852802, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=2., ext=[AuthorCompanyExt(id=1314918548112241411, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China), AuthorCompanyExt(id=1314918548120630020, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.上海污染控制与生态安全研究院,上海 200092)])]), Author(id=1314918549118874397, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, orderNo=4, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=zhanghua_tj@tongji.edu.cn, emailSecond=null, emailThird=null, correspondingAuthor=1, authorType=1, ext={EN=AuthorExt(id=1314918549202760480, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918549118874397, language=EN, stringName=Hua ZHANG, firstName=Hua, middleName=null, lastName=ZHANG, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, *, address=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China
2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314918549261480737, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918549118874397, language=CN, stringName=章骅, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, *, address=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092
2.上海污染控制与生态安全研究院,上海 200092, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314918548024161023, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=1., ext=[AuthorCompanyExt(id=1314918548032549632, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China), AuthorCompanyExt(id=1314918548040938241, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092)]), AuthorCompany(id=1314918548103852802, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=2., ext=[AuthorCompanyExt(id=1314918548112241411, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China), AuthorCompanyExt(id=1314918548120630020, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.上海污染控制与生态安全研究院,上海 200092)])])], keywords=[Keyword(id=1314918549362144034, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, language=EN, orderNo=1, keyword=hazardous waste), Keyword(id=1314918549420864291, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, language=EN, orderNo=2, keyword=medical waste), Keyword(id=1314918549517333284, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, language=EN, orderNo=3, keyword=intelligent identification), Keyword(id=1314918549651551013, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, language=EN, orderNo=4, keyword=spectroscopy), Keyword(id=1314918549735437094, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, language=EN, orderNo=5, keyword=data-driven), Keyword(id=1314918550066787111, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, language=CN, orderNo=1, keyword=危险废物), Keyword(id=1314918550125507368, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, language=CN, orderNo=2, keyword=医疗废物), Keyword(id=1314918550192616233, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, language=CN, orderNo=3, keyword=智能识别), Keyword(id=1314918550255530794, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, language=CN, orderNo=4, keyword=光谱), Keyword(id=1314918550553326379, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, language=CN, orderNo=5, keyword=数据驱动)], refs=null, funds=[Fund(id=1314918550653989676, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, awardId=23DZ2200100, language=CN, fundingSource=上海市科技计划项目(23DZ2200100), fundOrder=null, country=null)], companyList=[AuthorCompany(id=1314918548024161023, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=1., ext=[AuthorCompanyExt(id=1314918548032549632, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China), AuthorCompanyExt(id=1314918548040938241, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092)]), AuthorCompany(id=1314918548103852802, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=2., ext=[AuthorCompanyExt(id=1314918548112241411, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China), AuthorCompanyExt(id=1314918548120630020, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.上海污染控制与生态安全研究院,上海 200092)])], figs=null, attaches=null, journal=Journal(id=1234092555462295552, delFlag=0, nameCn=中国环境科学, nameEn=China Environmental Science, nameHistory1=null, nameHistory2=null, issn=1000-6923, eissn=null, cn=11-2201/X, coden=ZHKEEI, periodic=0, 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=fUkXgpzwRiw9vs+0dX4h8g==, journalPrice=null, startedYear=null, abbrevIsoEn=China Environmental Science, journalRemark=null, publicationField=null, createdTime=1772160193557, updatedTime=1784018245522, createdBy=18614031015, updatedBy=13041195026, firstLetterCn=Z, firstLetterEn=Z, subjectCode=Engineering, subjectName=null, subjectCodeEn=Engineering, subjectNameEn=null, picCn=fUkXgpzwRiw9vs+0dX4h8g==, picEn=w8+EIm00c59F/qhCr1EFJw==, jcr=null, cjcr=null, exts=[JournalExt(id=1283828830364217388, language=CN, name=中国环境科学, 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=1784018245545, updatedTime=1784018245545, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=, submissionAuthorUrl=https://zghjkxauthor.manuscriptcloud.com/, submissionEditorUrl=https://zghjkxeditor.manuscriptcloud.com/, submissionReviewUrl=https://zghjkxauthor.manuscriptcloud.com/, submissionCeEditorUrl=, submissionAeEditorUrl=, option={"copyright":""}), JournalExt(id=1283828830414549037, language=EN, name=China Environmental Science, 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=1784018245557, updatedTime=1784018245557, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=, submissionAuthorUrl=https://zghjkxauthor.manuscriptcloud.com/, submissionEditorUrl=https://zghjkxeditor.manuscriptcloud.com/, submissionReviewUrl=https://zghjkxauthor.manuscriptcloud.com/, submissionCeEditorUrl=, submissionAeEditorUrl=, option={"copyright":""})], databaseList=null, tenantJournalId=1234093305789726721, websiteList=[Website(id=1234095050196578613, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1234093305789726721, 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/zghjkx/CN, language=CN, createTime=1772160788344, createBy=18614031015, updateTime=1772160813480, updateBy=18614031015, name=中国环境科学-中文, tplId=1146099689490845704, title=中国环境科学, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1234097146769756836, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050196578613, code=articleTextType, value=kx, createTime=1772161288206, updateTime=1772161288206, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097146748785313, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050196578613, code=banner, value=null, createTime=1772161288201, updateTime=1772161288201, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097146786534055, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050196578613, code=grayFlag, value=0, createTime=1772161288210, updateTime=1772161288210, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097146740396704, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050196578613, code=logo, value=https://castjournals.cast.org.cn/joweb/zghjkx/CN/file/pic?fileId=MkE5LKk3Qw7XuYcjPisdew==, createTime=1772161288199, updateTime=1772161288199, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097146799116969, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050196578613, code=minRunFlag, value=0, createTime=1772161288213, updateTime=1772161288213, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097146761368227, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050196578613, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/zghjkx/CN/file/pic, createTime=1772161288204, updateTime=1772161288204, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097146794922664, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050196578613, code=silenceFlag, value=0, createTime=1772161288212, updateTime=1772161288212, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097146757173922, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050196578613, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_cn_619/, createTime=1772161288203, updateTime=1772161288203, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097146773951141, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050196578613, code=themeColor, value=null, createTime=1772161288207, updateTime=1772161288207, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097146782339750, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050196578613, code=themeStyle, value=null, createTime=1772161288209, updateTime=1772161288209, creator=18614031015, updator=18614031015)]), Website(id=1234095050309824825, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1234093305789726721, 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/zghjkx/EN, language=EN, createTime=1772160788371, createBy=18614031015, updateTime=1772160830384, updateBy=18614031015, name=中国环境科学-英文, tplId=1146101810881728533, title=China Environmental Science, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1234097176519955118, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050309824825, code=articleTextType, value=kx, createTime=1772161295299, updateTime=1772161295299, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097176494789291, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050309824825, code=banner, value=null, createTime=1772161295293, updateTime=1772161295293, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097176536732337, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050309824825, code=grayFlag, value=0, createTime=1772161295303, updateTime=1772161295303, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097176486400682, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050309824825, code=logo, value=https://castjournals.cast.org.cn/joweb/zghjkx/EN/file/pic?fileId=MkE5LKk3Qw7XuYcjPisdew==, createTime=1772161295291, updateTime=1772161295291, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097176545120947, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050309824825, code=minRunFlag, value=0, createTime=1772161295305, updateTime=1772161295305, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097176511566509, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050309824825, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/zghjkx/EN/file/pic, createTime=1772161295297, updateTime=1772161295297, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097176540926642, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050309824825, code=silenceFlag, value=0, createTime=1772161295304, updateTime=1772161295304, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097176503177900, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050309824825, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_en_623/, createTime=1772161295295, updateTime=1772161295295, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097176524149423, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050309824825, code=themeColor, value=null, createTime=1772161295300, updateTime=1772161295300, creator=18614031015, updator=18614031015), WebsiteProps(id=1234097176528343728, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1234095050309824825, code=themeStyle, value=null, createTime=1772161295301, updateTime=1772161295301, creator=18614031015, updator=18614031015)])], journalTitle=中国环境科学, weixinUrl=null, journalUrl=http://www.zghjkx.com.cn/, iacademicId=null, status=1, seqNo=null, journalTitleEn=China Environmental Science, journalPhotoCn=fUkXgpzwRiw9vs+0dX4h8g==, journalPhotoEn=w8+EIm00c59F/qhCr1EFJw==, journalFirstLetter=Z, 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/zghjkx/CN/Y2025/V45/I12/6717, detailUrlEn=https://castjournals.cast.org.cn/joweb/zghjkx/EN/Y2025/V45/I12/6717, pdfUrlCn=https://castjournals.cast.org.cn/joweb/zghjkx/CN/PDF/Y2025/V45/I12/6717, pdfUrlEn=https://castjournals.cast.org.cn/joweb/zghjkx/EN/PDF/Y2025/V45/I12/6717, aliStartDate=0, aliEndDate=0, collectionFlag=false, citedCount=null, citedUrl=null, previewStatus=0, delFlag=0, hasFullText=0, orderTime=1766160000000, fullTextJson=null, articleText=null, reference=null)
收藏切换
基于人工智能的危险废物(医疗废物)智能识别:多源数据驱动的研究进展与未来方向
收藏切换
PDF下载
邹惠煌 1 , 何品晶 1, 2 , 吕凡 1, 2 , 彭伟 1, 2 , 章骅 1, 2, *
中国环境科学 | 固体废物 2025,45(12): 6717-6725
收起
收藏切换
中国环境科学 |固体废物 2025 , 45 (12) : 6717 -6725
基于人工智能的危险废物(医疗废物)智能识别:多源数据驱动的研究进展与未来方向
全屏
[Author(id=1314918548187738886, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, orderNo=0, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=hhzou@tongji.edu.cn, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1314918548267430664, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548187738886, language=EN, stringName=Hui-huang ZOU, firstName=Hui-huang, middleName=null, lastName=ZOU, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, address=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314918548321956617, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548187738886, language=CN, stringName=邹惠煌, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, address=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092, bio={"content":"

邹惠煌(1996-),男,广东惠州人,同济大学博士研究生,研究方向为基于多模态成像与人工智能的固体废物智能识别..

"}, bioImg=null, bioContent=

邹惠煌(1996-),男,广东惠州人,同济大学博士研究生,研究方向为基于多模态成像与人工智能的固体废物智能识别..

, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314918548024161023, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=1., ext=[AuthorCompanyExt(id=1314918548032549632, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China), AuthorCompanyExt(id=1314918548040938241, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092)])]), Author(id=1314918548389065483, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, orderNo=1, 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=1314918548464562958, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548389065483, language=EN, stringName=Pin-jing HE, firstName=Pin-jing, middleName=null, lastName=HE, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, address=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China
2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314918548535866127, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548389065483, language=CN, stringName=何品晶, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, address=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092
2.上海污染控制与生态安全研究院,上海 200092, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314918548024161023, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=1., ext=[AuthorCompanyExt(id=1314918548032549632, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China), AuthorCompanyExt(id=1314918548040938241, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092)]), AuthorCompany(id=1314918548103852802, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=2., ext=[AuthorCompanyExt(id=1314918548112241411, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China), AuthorCompanyExt(id=1314918548120630020, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.上海污染控制与生态安全研究院,上海 200092)])]), Author(id=1314918548628140817, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, 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=1314918548712026900, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548628140817, language=EN, stringName=Fan LYU, firstName=Fan, middleName=null, lastName=LYU, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, address=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China
2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314918548787524373, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548628140817, language=CN, stringName=吕凡, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, address=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092
2.上海污染控制与生态安全研究院,上海 200092, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314918548024161023, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=1., ext=[AuthorCompanyExt(id=1314918548032549632, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China), AuthorCompanyExt(id=1314918548040938241, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092)]), AuthorCompany(id=1314918548103852802, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=2., ext=[AuthorCompanyExt(id=1314918548112241411, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China), AuthorCompanyExt(id=1314918548120630020, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.上海污染控制与生态安全研究院,上海 200092)])]), Author(id=1314918548846244631, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, orderNo=3, 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=1314918548963685146, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548846244631, language=EN, stringName=Wei PENG, firstName=Wei, middleName=null, lastName=PENG, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, address=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China
2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314918549055959835, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918548846244631, language=CN, stringName=彭伟, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, address=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092
2.上海污染控制与生态安全研究院,上海 200092, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314918548024161023, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=1., ext=[AuthorCompanyExt(id=1314918548032549632, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China), AuthorCompanyExt(id=1314918548040938241, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092)]), AuthorCompany(id=1314918548103852802, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=2., ext=[AuthorCompanyExt(id=1314918548112241411, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China), AuthorCompanyExt(id=1314918548120630020, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.上海污染控制与生态安全研究院,上海 200092)])]), Author(id=1314918549118874397, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, orderNo=4, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=zhanghua_tj@tongji.edu.cn, emailSecond=null, emailThird=null, correspondingAuthor=1, authorType=1, ext={EN=AuthorExt(id=1314918549202760480, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918549118874397, language=EN, stringName=Hua ZHANG, firstName=Hua, middleName=null, lastName=ZHANG, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, *, address=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China
2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1314918549261480737, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, authorId=1314918549118874397, language=CN, stringName=章骅, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1, 2, *, address=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092
2.上海污染控制与生态安全研究院,上海 200092, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1314918548024161023, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=1., ext=[AuthorCompanyExt(id=1314918548032549632, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China), AuthorCompanyExt(id=1314918548040938241, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548024161023, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092)]), AuthorCompany(id=1314918548103852802, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, xref=2., ext=[AuthorCompanyExt(id=1314918548112241411, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China), AuthorCompanyExt(id=1314918548120630020, tenantId=1146029695717560320, journalId=1234093305789726721, articleId=1314918547411792636, companyId=1314918548103852802, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.上海污染控制与生态安全研究院,上海 200092)])])]
邹惠煌1 , 何品晶1, 2, 吕凡1, 2, 彭伟1, 2, 章骅1, 2, *
作者信息
  • 1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092
  • 2.上海污染控制与生态安全研究院,上海 200092
通讯作者:
* 责任作者,教授,
作者简介:

邹惠煌(1996-),男,广东惠州人,同济大学博士研究生,研究方向为基于多模态成像与人工智能的固体废物智能识别..

Artificial intelligence-enabled identification of hazardous waste (medical waste): Advances and future directions based on multi-source data
Hui-huang ZOU1 , Pin-jing HE1, 2, Fan LYU1, 2, Wei PENG1, 2, Hua ZHANG1, 2, *
Affiliations
  • 1.Institute of Waste Treatment and Reclamation, College of Environmental Science and Engineering, Tongji University, Shanghai 200092, China
  • 2.Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China
出版时间: 2025-12-20
文章导航
收藏切换

系统综述了数据驱动下的危险废物(医疗废物)智能识别技术,涵盖基于人工智能和光谱数据建模的一般准则,解析了数据采集、标签不平衡、模型泛化与可解释性等关键挑战.提出了未来研究的方向,包括人工智能辅助光谱建模、迁移学习、多模态融合方法、以及基于机器学习的光谱-结构-性质关系建模等.旨在为危险废物(医疗废物)的智能识别与管理提供系统性参考,推动其在处理处置、资源化利用和智能监测中的实用化进程.

危险废物  /  医疗废物  /  智能识别  /  光谱  /  数据驱动

Data-driven intelligent identification technologies for hazardous waste (medical waste) were systematically reviewed. General principles for modeling based on artificial intelligence and spectroscopy were summarized. Key challenges, including data acquisition, class imbalance, model generalization, and interpretability, were analyzed. Future research directions were proposed, including AI-assisted spectroscopic modeling, transfer learning, multimodal data fusion, and machine-learning-based modeling of relationships among spectra, structures, and properties. A systematic reference for the intelligent identification and management of hazardous (medical) waste was provided, and guidance to accelerate practical deployment in treatment and disposal, resource recovery, and intelligent monitoring was offered.

hazardous waste  /  medical waste  /  intelligent identification  /  spectroscopy  /  data-driven
邹惠煌, 何品晶, 吕凡, 彭伟, 章骅. 基于人工智能的危险废物(医疗废物)智能识别:多源数据驱动的研究进展与未来方向. 中国环境科学, 2025 , 45 (12) : 6717 -6725 .
Hui-huang ZOU, Pin-jing HE, Fan LYU, Wei PENG, Hua ZHANG. Artificial intelligence-enabled identification of hazardous waste (medical waste): Advances and future directions based on multi-source data[J]. China Environmental Science, 2025 , 45 (12) : 6717 -6725 .
  • 上海市科技计划项目(23DZ2200100)
参考文献 引证文献
排序方式:
2025年第45卷第12期
PDF下载
41
8
引用本文
BibTeX
文章信息
  • 接收时间:2025-04-25
  • 首发时间:2026-10-08
  • 出版时间:2025-12-20
补充材料
相关文章
文章信息
作者
出版历史
  • 收稿日期:2025-04-25
基金
上海市科技计划项目(23DZ2200100)
作者信息
    1.同济大学环境科学与工程学院固体废物处理与资源化研究所,上海 200092
    2.上海污染控制与生态安全研究院,上海 200092

通讯作者:

* 责任作者,教授,
参考文献
分享链接
https://castjournals.cast.org.cn/joweb/zghjkx/CN/1314918547411792636
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