Article(id=1222963543046083238, tenantId=1146029695717560320, journalId=1205116964453384197, issueId=1222963536863678929, articleNumber=null, orderNo=null, doi=10.20040/j.cnki.1000-7709.2023.20221411, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1657468800000, receivedDateStr=2022-07-11, revisedDate=1660579200000, revisedDateStr=2022-08-16, acceptedDate=null, acceptedDateStr=null, onlineDate=1769506830225, onlineDateStr=2026-01-27, pubDate=1682352000000, pubDateStr=2023-04-25, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1769506830225, onlineIssueDateStr=2026-01-27, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1769506830225, creator=13701087609, updateTime=1769506830225, updator=13701087609, issue=Issue{id=1222963536863678929, tenantId=1146029695717560320, journalId=1205116964453384197, year='2023', volume='41', issue='4', pageStart='1', pageEnd='220', issueExtLink='null', onlineDate='null', pubDate='null', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1769506828752, creator=13701087609, updateTime=1769508076664, updator=13701087609, preIssue=null, nextIssue=null, ext={EN=IssueExt(id=1222968771057279321, tenantId=1146029695717560320, journalId=1205116964453384197, issueId=1222963536863678929, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1222968771057279322, tenantId=1146029695717560320, journalId=1205116964453384197, issueId=1222963536863678929, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null}, startPage=27, endPage=30, ext={EN=ArticleExt(id=1222963543310324410, articleId=1222963543046083238, tenantId=1146029695717560320, journalId=1205116964453384197, language=EN, title=Hydrological Response of Runoff to Climate Change in Huma River Basin Based on SWAT Model, columnId=1222925279849341011, journalTitle=Water Resources and Power, columnName=HYDROLOGY, WATER RESOURCES AND ENVIRONMENT, runingTitle=null, highlight=null, articleAbstract=

The precipitation and ice melt water supply in Huma River Basin have a great impact on the runoff changes of the main stream of Heilongjiang Province. Climate change is an important factor affecting the precipitation and ice melt water of the Huma River. By collecting the data of Huma, Xinlin, Tahe, Huzhong meteorological stations and Humaqiao hydrological stations in the basin, combined with the DEM data, land use data and soil data, a SWAT runoff model suitable for the basin was constructed to simulate the monthly runoff. At the same time, the response of runoff to climate change in the basin was studied by setting temperature and precipitation gradients through the weather generator. The results show that the SWAT model has good adaptability in the basin, and the R2 and NNSE in the calibration and validation periods have reached the evaluation standard of the model. The runoff of Huma River Basin is much more sensitive to precipitation changes than temperature, and precipitation is the main control factor of runoff changes in the basin.

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呼玛河流域降水及冰雪融水的补给对于黑龙江干流径流量变化影响巨大,而气候变化是影响呼玛河降水及冰雪融水的一个重要因子。因此,通过收集呼玛河流域呼玛、新林、塔河、呼中气象站及呼玛桥水文站的数据,结合DEM数据、土地利用数据及土壤数据,构建适用于呼玛河流域的SWAT径流模型并进行月径流模拟,同时通过天气发生器设定温度与降水梯度,研究呼玛河流域径流对气候变化的响应。结果表明,SWAT模型在呼玛河流域具有良好的适应性,率定期及验证期的决定系数R2、纳什系数NNSE均达到了模型的评价标准;呼玛河流域径流对降水变化的敏感性远高于气温,降水是该流域径流变化的主要控制因子。

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戴长雷(1978-),男,博士、教授,研究方向为水利工程,E-mail:
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王润蒲(1997-),男,硕士研究生,研究方向为水文学及水资源,E-mail:

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1b.School of Hydraulic and Electric Power, Heilongjiang University, Harbin 150080, China
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1.b.黑龙江大学水利电力学院,黑龙江 哈尔滨 150080
2.黑龙江大学—俄科院西伯利亚冻土所寒区水文与水利工程中俄联合实验室,黑龙江 哈尔滨 150080, bio={"content":"

王润蒲(1997-),男,硕士研究生,研究方向为水文学及水资源,E-mail:

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王润蒲(1997-),男,硕士研究生,研究方向为水文学及水资源,E-mail:

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1b.School of Hydraulic and Electric Power, Heilongjiang University, Harbin 150080, China
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1.b.黑龙江大学水利电力学院,黑龙江 哈尔滨 150080
2.黑龙江大学—俄科院西伯利亚冻土所寒区水文与水利工程中俄联合实验室,黑龙江 哈尔滨 150080, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1222963543721366231, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1222963543046083238, xref=1a., ext=[AuthorCompanyExt(id=1222963543733949145, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1222963543046083238, companyId=1222963543721366231, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1a.Institute of Cold Groundwater, Heilongjiang University, Harbin 150080, China), AuthorCompanyExt(id=1222963543742337753, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1222963543046083238, companyId=1222963543721366231, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.a.黑龙江大学寒区地下水研究所,黑龙江 哈尔滨 150080)]), AuthorCompany(id=1222963543843001054, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1222963543046083238, xref=1b., ext=[AuthorCompanyExt(id=1222963543851389663, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1222963543046083238, companyId=1222963543843001054, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1b.School of Hydraulic and Electric Power, Heilongjiang University, Harbin 150080, China), AuthorCompanyExt(id=1222963543859778273, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1222963543046083238, companyId=1222963543843001054, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=1.b.黑龙江大学水利电力学院,黑龙江 哈尔滨 150080)]), AuthorCompany(id=1222963543973024491, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1222963543046083238, xref=2., ext=[AuthorCompanyExt(id=1222963543977218796, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1222963543046083238, companyId=1222963543973024491, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.Joint Laboratory of Hydrology and Hydraulic Engineering, Siberian Frozen Soil Institute, Heilongjiang University-Russian Academy of Sciences, Harbin 150080, China), AuthorCompanyExt(id=1222963543981413101, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1222963543046083238, companyId=1222963543973024491, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=2.黑龙江大学—俄科院西伯利亚冻土所寒区水文与水利工程中俄联合实验室,黑龙江 哈尔滨 150080)])]), Author(id=1222963546086953791, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1222963543046083238, 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=1222963546212782924, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1222963543046083238, authorId=1222963546086953791, language=EN, stringName=Cheng-gang YU, firstName=Cheng-gang, middleName=null, lastName=YU, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1a, 3, address=1a.Institute of Cold Groundwater, Heilongjiang University, Harbin 150080, China
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1b.School of Hydraulic and Electric Power, Heilongjiang University, Harbin 150080, China
2.Joint Laboratory of Hydrology and Hydraulic Engineering, Siberian Frozen Soil Institute, Heilongjiang University-Russian Academy of Sciences, Harbin 150080, China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1222963546628019063, tenantId=1146029695717560320, journalId=1205116964453384197, articleId=1222963543046083238, authorId=1222963546418303840, language=CN, stringName=陈蕾, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=1a, 1b, 2, address=1.a.黑龙江大学寒区地下水研究所,黑龙江 哈尔滨 150080
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基于SWAT模型的呼玛河流域径流对气候变化的水文响应
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王润蒲 1a, 1b, 2 , 戴长雷 1a, 1b, 2 , 于成刚 1a, 3 , 陈蕾 1a, 1b, 2
水电能源科学 | 水文水资源与环境 2023,41(4): 27-30
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水电能源科学 | 水文水资源与环境 2023, 41(4): 27-30
基于SWAT模型的呼玛河流域径流对气候变化的水文响应
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王润蒲1a, 1b, 2 , 戴长雷1a, 1b, 2 , 于成刚1a, 3, 陈蕾1a, 1b, 2
作者信息
  • 1.a.黑龙江大学寒区地下水研究所,黑龙江 哈尔滨 150080
  • 1.b.黑龙江大学水利电力学院,黑龙江 哈尔滨 150080
  • 2.黑龙江大学—俄科院西伯利亚冻土所寒区水文与水利工程中俄联合实验室,黑龙江 哈尔滨 150080
  • 3.黑龙江省大兴安岭水文水资源分中心,黑龙江 大兴安岭地区 165000
  • 王润蒲(1997-),男,硕士研究生,研究方向为水文学及水资源,E-mail:

通讯作者:

戴长雷(1978-),男,博士、教授,研究方向为水利工程,E-mail:
Hydrological Response of Runoff to Climate Change in Huma River Basin Based on SWAT Model
Run-pu WANG1a, 1b, 2 , Chang-lei DAI1a, 1b, 2 , Cheng-gang YU1a, 3, Lei CHEN1a, 1b, 2
Affiliations
  • 1a.Institute of Cold Groundwater, Heilongjiang University, Harbin 150080, China
  • 1b.School of Hydraulic and Electric Power, Heilongjiang University, Harbin 150080, China
  • 2.Joint Laboratory of Hydrology and Hydraulic Engineering, Siberian Frozen Soil Institute, Heilongjiang University-Russian Academy of Sciences, Harbin 150080, China
  • 3.Heilongjiang Daxing’anling Hydrological and Water Resources Sub-Center, Daxing’anling 165000, China
出版时间: 2023-04-25 doi: 10.20040/j.cnki.1000-7709.2023.20221411
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呼玛河流域降水及冰雪融水的补给对于黑龙江干流径流量变化影响巨大,而气候变化是影响呼玛河降水及冰雪融水的一个重要因子。因此,通过收集呼玛河流域呼玛、新林、塔河、呼中气象站及呼玛桥水文站的数据,结合DEM数据、土地利用数据及土壤数据,构建适用于呼玛河流域的SWAT径流模型并进行月径流模拟,同时通过天气发生器设定温度与降水梯度,研究呼玛河流域径流对气候变化的响应。结果表明,SWAT模型在呼玛河流域具有良好的适应性,率定期及验证期的决定系数R2、纳什系数NNSE均达到了模型的评价标准;呼玛河流域径流对降水变化的敏感性远高于气温,降水是该流域径流变化的主要控制因子。

气候变化  /  径流模拟  /  SWAT模型  /  呼玛河流域  /  寒区

The precipitation and ice melt water supply in Huma River Basin have a great impact on the runoff changes of the main stream of Heilongjiang Province. Climate change is an important factor affecting the precipitation and ice melt water of the Huma River. By collecting the data of Huma, Xinlin, Tahe, Huzhong meteorological stations and Humaqiao hydrological stations in the basin, combined with the DEM data, land use data and soil data, a SWAT runoff model suitable for the basin was constructed to simulate the monthly runoff. At the same time, the response of runoff to climate change in the basin was studied by setting temperature and precipitation gradients through the weather generator. The results show that the SWAT model has good adaptability in the basin, and the R2 and NNSE in the calibration and validation periods have reached the evaluation standard of the model. The runoff of Huma River Basin is much more sensitive to precipitation changes than temperature, and precipitation is the main control factor of runoff changes in the basin.

climate change  /  runoff simulation  /  SWAT model  /  Huma River Basin  /  cold region
王润蒲, 戴长雷, 于成刚, 陈蕾. 基于SWAT模型的呼玛河流域径流对气候变化的水文响应. 水电能源科学, 2023 , 41 (4) : 27 -30 . DOI: 10.20040/j.cnki.1000-7709.2023.20221411
Run-pu WANG, Chang-lei DAI, Cheng-gang YU, Lei CHEN. Hydrological Response of Runoff to Climate Change in Huma River Basin Based on SWAT Model[J]. Water Resources and Power, 2023 , 41 (4) : 27 -30 . DOI: 10.20040/j.cnki.1000-7709.2023.20221411
  • 黑龙江省水利厅科技项目(HSKY201317)
  • 黑龙江省水文局科技项目(2014230101000811)
2023年第41卷第4期
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doi: 10.20040/j.cnki.1000-7709.2023.20221411
  • 接收时间:2022-07-11
  • 首发时间:2026-01-27
  • 出版时间:2023-04-25
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  • 收稿日期:2022-07-11
  • 修回日期:2022-08-16
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黑龙江省水利厅科技项目(HSKY201317)
黑龙江省水文局科技项目(2014230101000811)
作者信息
    1.a.黑龙江大学寒区地下水研究所,黑龙江 哈尔滨 150080
    1.b.黑龙江大学水利电力学院,黑龙江 哈尔滨 150080
    2.黑龙江大学—俄科院西伯利亚冻土所寒区水文与水利工程中俄联合实验室,黑龙江 哈尔滨 150080
    3.黑龙江省大兴安岭水文水资源分中心,黑龙江 大兴安岭地区 165000

通讯作者:

戴长雷(1978-),男,博士、教授,研究方向为水利工程,E-mail:
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2种不同金属材料的力学参数

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