Article(id=1223196806637536086, tenantId=1146029695717560320, journalId=1205116964453384197, issueId=1223196803663778281, articleNumber=null, orderNo=null, doi=10.20040/j.cnki.1000-7709.2023.20221334, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1656432000000, receivedDateStr=2022-06-29, revisedDate=1666108800000, revisedDateStr=2022-10-19, acceptedDate=null, acceptedDateStr=null, onlineDate=1769562444600, onlineDateStr=2026-01-28, pubDate=1692892800000, pubDateStr=2023-08-25, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1769562444600, onlineIssueDateStr=2026-01-28, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1769562444600, creator=13701087609, updateTime=1769562444600, updator=13701087609, issue=Issue{id=1223196803663778281, tenantId=1146029695717560320, journalId=1205116964453384197, year='2023', volume='41', issue='8', pageStart='1', pageEnd='222', issueExtLink='null', onlineDate='null', pubDate='null', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1769562443888, creator=13701087609, updateTime=1769563793740, updator=13701087609, preIssue=null, nextIssue=null, ext={EN=IssueExt(id=1223202465391166440, tenantId=1146029695717560320, journalId=1205116964453384197, issueId=1223196803663778281, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1223202465391166441, tenantId=1146029695717560320, journalId=1205116964453384197, issueId=1223196803663778281, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null}, startPage=19, endPage=22, ext={EN=ArticleExt(id=1223196807765803900, articleId=1223196806637536086, tenantId=1146029695717560320, journalId=1205116964453384197, language=EN, title=Daily Runoff Prediction of Lanzhou Hydrological Station in Yellow River Basin Based on EMD Decomposition, columnId=1222925279849341011, journalTitle=Water Resources and Power, columnName=HYDROLOGY, WATER RESOURCES AND ENVIRONMENT, runingTitle=null, highlight=null, articleAbstract=

In order to improve the accuracy of runoff prediction, based on the control variable method and the daily runoff data of Lanzhou hydrometric station from August 2001 to December 2019, the models of the LSTM, ARIMA, SVR and XGBoost were used to establish 12 model schemes, including single model, EMD decomposition and reconstruction, EMD decomposition and reconstruction after removing noise components, and evaluation indicators of the 12 schemes were compared. The results show that the EMD sequence decomposition and reconstruction technology and noise component elimination based on Hurst exponent are helpful to improve the prediction accuracy. Compared with the single model, the R_RMSE of the model constructed by the former decreased by 15.16% on average, and that of the latter decreased by 28.49% on average. Among the 12 schemes, EMD-SVR-ARIMA with noise components removed is the best model.

, correspAuthors=null, 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, authorCompany=null, fund=null, authors=null, authorsList=Wei LU, Lin-jing WEI), CN=ArticleExt(id=1223196808017462148, articleId=1223196806637536086, tenantId=1146029695717560320, journalId=1205116964453384197, language=CN, title=基于EMD分解的黄河流域兰州水文站日径流预测, columnId=1207627659488632924, journalTitle=水电能源科学, columnName=水文水资源与环境, runingTitle=null, highlight=null, articleAbstract=

为探索提高径流预测精度，基于兰州水文站2001年8月~2019年12月的逐日径流数据，在控制变量法的基础上，应用LSTM、ARIMA、SVR、XGBoost四种模型，建立了单一模型、EMD分解重构、剔除噪声模态分量后的EMD分解重构等三类处理方式共12种模型方案，并对12种方案的评价指标进行对比。结果表明，EMD序列分解重构技术和基于Hurst指数的噪声模态分量剔除有助于提升预测精度，与单一模型相比，前者构建的模型的均方根误差（R_RMSE）平均下降了15.16%，后者平均下降了28.49%；12种方案中，预测效果较好的方案是剔除噪声模态分量后的“EMD-SVR-ARIMA”模型。

, correspAuthors=null, authorNote=null, correspAuthorsNote=, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=0qiGXtJSp/HGMH34iRkgDg==, magXml=a2MIQiPV8lzAL6ZaKCtMOQ==, pdfUrl=null, pdf=uyWCU7WVSwvddlzJ7o1FvA==, pdfFileSize=2687615, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=6937siW5xvqPc4UuECTAoA==, mapNumber=null, authorCompany=null, fund=null, authors=, authorsList=路炜, 魏霖静)}, authors=[Author(id=1223196808579498906, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, orderNo=0, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=tongji_luwei@163.com, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1223196808776631202, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, authorId=1223196808579498906, language=EN, stringName=Wei LU, firstName=Wei, middleName=null, lastName=LU, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=^a, address=^a.College of Science, Gansu Agricultural University, Lanzhou 730030, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1223196808868905895, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, authorId=1223196808579498906, language=CN, stringName=路炜, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=^a, address=^a.甘肃农业大学理学院，甘肃 兰州 730030, bio={"content":"

路炜（1998-），女，硕士研究生，研究方向为机器学习，E-mail：tongji_luwei@163.com

"}, bioImg=null, bioContent=

路炜（1998-），女，硕士研究生，研究方向为机器学习，E-mail：tongji_luwei@163.com

, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1223196808231371660, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, xref=a., ext=[AuthorCompanyExt(id=1223196808239760269, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, companyId=1223196808231371660, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=^a.College of Science, Gansu Agricultural University, Lanzhou 730030, China), AuthorCompanyExt(id=1223196808256537487, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, companyId=1223196808231371660, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=^a.甘肃农业大学理学院，甘肃 兰州 730030)])]), Author(id=1223196808952791981, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, orderNo=1, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=wlj@gsau.edu.cn, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1223196809070232500, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, authorId=1223196808952791981, language=EN, stringName=Lin-jing WEI, firstName=Lin-jing, middleName=null, lastName=WEI, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=^b, address=^b.College of Information Science and Technology, Gansu Agricultural University, Lanzhou 730030, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1223196809162507192, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, authorId=1223196808952791981, language=CN, stringName=魏霖静, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=^b, address=^b.甘肃农业大学信息科学技术学院，甘肃 兰州 730030, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1223196808424309653, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, xref=b., ext=[AuthorCompanyExt(id=1223196808445281173, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, companyId=1223196808424309653, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=^b.College of Information Science and Technology, Gansu Agricultural University, Lanzhou 730030, China), AuthorCompanyExt(id=1223196808453669782, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, companyId=1223196808424309653, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=^b.甘肃农业大学信息科学技术学院，甘肃 兰州 730030)])])], keywords=[Keyword(id=1223196809338667970, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, language=EN, orderNo=1, keyword=daily runoff forecasting), Keyword(id=1223196809451914186, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, language=EN, orderNo=2, keyword=EMD decomposition), Keyword(id=1223196809560966097, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, language=EN, orderNo=3, keyword=Lanzhou hydrological station), Keyword(id=1223196810953475043, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, language=EN, orderNo=4, keyword=machine learning model), Keyword(id=1223196811154801646, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, language=CN, orderNo=1, keyword=日径流预测), Keyword(id=1223196811255464956, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, language=CN, orderNo=2, keyword=EMD分解), Keyword(id=1223196811356127238, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, language=CN, orderNo=3, keyword=兰州水文站), Keyword(id=1223196811452596245, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, language=CN, orderNo=4, keyword=机器学习模型)], refs=null, funds=[Fund(id=1223196811553259553, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, awardId=2020-19, language=CN, fundingSource=2020年甘肃农业大学研究生教育研究项目(2020-19), fundOrder=null, country=null), Fund(id=1223196811658117160, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, awardId=2021-RC-47, language=CN, fundingSource=2021年度兰州市人才创新创业项目(2021-RC-47), fundOrder=null, country=null), Fund(id=1223196811771363379, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, awardId=202102326036, language=CN, fundingSource=2021年教育部产学研合作协同育人项目(202102326036), fundOrder=null, country=null)], companyList=[AuthorCompany(id=1223196808231371660, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, xref=a., ext=[AuthorCompanyExt(id=1223196808239760269, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, companyId=1223196808231371660, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=^a.College of Science, Gansu Agricultural University, Lanzhou 730030, China), AuthorCompanyExt(id=1223196808256537487, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, companyId=1223196808231371660, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=^a.甘肃农业大学理学院，甘肃 兰州 730030)]), AuthorCompany(id=1223196808424309653, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, xref=b., ext=[AuthorCompanyExt(id=1223196808445281173, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, companyId=1223196808424309653, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=^b.College of Information Science and Technology, Gansu Agricultural University, Lanzhou 730030, China), AuthorCompanyExt(id=1223196808453669782, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1223196806637536086, companyId=1223196808424309653, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=^b.甘肃农业大学信息科学技术学院，甘肃 兰州 730030)])], figs=null, attaches=null, journal=Journal(id=1205114436760272898, delFlag=0, nameCn=水电能源科学, nameEn=Water Resources and Power, nameHistory1=null, nameHistory2=null, issn=1000-7709, eissn=, cn=42-1231/TK, coden=null, periodic=月刊, language=CN, oaType=1, 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=, officePhone=, editDirector=null, officeDirector=null, officeDirectorPhone=null, officeStaffNum=null, officeEmpNum=null, coverPicUrl=MdM62FQAbNFxgeQbfsV63A==, journalPrice=null, startedYear=null, abbrevIsoEn=Water Resources and Power, journalRemark=null, publicationField=null, createdTime=1765251271671, updatedTime=1765529918575, createdBy=18614031015, updatedBy=13041195026, firstLetterCn=W, firstLetterEn=W, subjectCode=Engineering, subjectName=Engineering, subjectCodeEn=Engineering, subjectNameEn=null, picCn=MdM62FQAbNFxgeQbfsV63A==, picEn=bVvVzb1Vw5wPWDTRDsA6dw==, jcr=null, cjcr=null, exts=[JournalExt(id=1206283167728730402, language=CN, name=水电能源科学, 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=1765529918844, updatedTime=1765529918844, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=, submissionAuthorUrl=https://sdny.cbpt.cnki.net/index.aspx?t=1, submissionEditorUrl=https://sdny.cbpt.cnki.net/index.aspx?t=3, submissionReviewUrl=https://sdny.cbpt.cnki.net/index.aspx?t=2, submissionCeEditorUrl=, submissionAeEditorUrl=, option={"copyright":""}), JournalExt(id=1206283167800033571, language=EN, name=Water Resources and Power, 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=1765529918861, updatedTime=1765529918861, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=, submissionAuthorUrl=https://sdny.cbpt.cnki.net/index.aspx?t=1, submissionEditorUrl=https://sdny.cbpt.cnki.net/index.aspx?t=3, submissionReviewUrl=https://sdny.cbpt.cnki.net/index.aspx?t=2, submissionCeEditorUrl=, submissionAeEditorUrl=, option={"copyright":""})], databaseList=null, tenantJournalId=1205116964453384197, websiteList=[Website(id=1205118568041001173, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1205116964453384197, 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/sdnykx/CN, language=CN, createTime=1765252256641, createBy=18614031015, updateTime=1765252461034, updateBy=18614031015, name=水电能源科学-中文, tplId=1146099689490845704, title=水电能源科学, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1205152539890131310, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568041001173, code=articleTextType, value=kx, createTime=1765260356161, updateTime=1765260356161, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152539864965483, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568041001173, code=banner, value=null, createTime=1765260356155, updateTime=1765260356155, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152539919491441, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568041001173, code=grayFlag, value=0, createTime=1765260356168, updateTime=1765260356168, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152539856576874, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568041001173, code=logo, value=https://castjournals.cast.org.cn/joweb/sdnykx/CN/file/pic?fileId=bX+sWBfK/Ed3Ho8UDVuTcA==, createTime=1765260356153, updateTime=1765260356153, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152539936268659, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568041001173, code=minRunFlag, value=0, createTime=1765260356172, updateTime=1765260356172, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152539881742701, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568041001173, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/sdnykx/CN/file/pic, createTime=1765260356159, updateTime=1765260356159, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152539927880050, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568041001173, code=silenceFlag, value=0, createTime=1765260356170, updateTime=1765260356170, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152539873354092, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568041001173, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_cn_619/, createTime=1765260356157, updateTime=1765260356157, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152539902714223, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568041001173, code=themeColor, value=null, createTime=1765260356164, updateTime=1765260356164, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152539911102832, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568041001173, code=themeStyle, value=null, createTime=1765260356166, updateTime=1765260356166, creator=18614031015, updator=18614031015)]), Website(id=1205118568120692965, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1205116964453384197, 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/sdnykx/EN, language=EN, createTime=1765252256660, createBy=18614031015, updateTime=1765252477325, updateBy=18614031015, name=水电能源科学-英文, tplId=1146101810881728533, title=Water Resources and Power, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1205152566700122488, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568120692965, code=articleTextType, value=kx, createTime=1765260362553, updateTime=1765260362553, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152566679150965, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568120692965, code=banner, value=null, createTime=1765260362548, updateTime=1765260362548, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152566721094011, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568120692965, code=grayFlag, value=0, createTime=1765260362558, updateTime=1765260362558, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152566670762356, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568120692965, code=logo, value=https://castjournals.cast.org.cn/joweb/sdnykx/EN/file/pic?fileId=bX+sWBfK/Ed3Ho8UDVuTcA==, createTime=1765260362546, updateTime=1765260362546, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152566742065533, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568120692965, code=minRunFlag, value=0, createTime=1765260362563, updateTime=1765260362563, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152566695928183, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568120692965, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/sdnykx/EN/file/pic, createTime=1765260362552, updateTime=1765260362552, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152566733676924, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568120692965, code=silenceFlag, value=0, createTime=1765260362561, updateTime=1765260362561, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152566687539574, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568120692965, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_en_623/, createTime=1765260362550, updateTime=1765260362550, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152566708511097, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568120692965, code=themeColor, value=null, createTime=1765260362555, updateTime=1765260362555, creator=18614031015, updator=18614031015), WebsiteProps(id=1205152566716899706, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1205118568120692965, code=themeStyle, value=null, createTime=1765260362557, updateTime=1765260362557, creator=18614031015, updator=18614031015)])], journalTitle=水电能源科学, weixinUrl=null, journalUrl=null, iacademicId=null, status=1, seqNo=null, journalTitleEn=Water Resources and Power, journalPhotoCn=MdM62FQAbNFxgeQbfsV63A==, journalPhotoEn=bVvVzb1Vw5wPWDTRDsA6dw==, journalFirstLetter=W, 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), detailUrlCn=https://castjournals.cast.org.cn/joweb/sdnykx/CN/10.20040/j.cnki.1000-7709.2023.20221334, detailUrlEn=https://castjournals.cast.org.cn/joweb/sdnykx/EN/10.20040/j.cnki.1000-7709.2023.20221334, pdfUrlCn=https://castjournals.cast.org.cn/joweb/sdnykx/CN/PDF/10.20040/j.cnki.1000-7709.2023.20221334, pdfUrlEn=https://castjournals.cast.org.cn/joweb/sdnykx/EN/PDF/10.20040/j.cnki.1000-7709.2023.20221334, aliStartDate=null, aliEndDate=null, collectionFlag=false, citedCount=null, citedUrl=null, reference=null)