Article(id=1223185968430170951, tenantId=1146029695717560320, journalId=1205116964453384197, issueId=1223185958363841064, articleNumber=null, orderNo=null, doi=10.20040/j.cnki.1000-7709.2023.20220962, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1651939200000, receivedDateStr=2022-05-08, revisedDate=1654444800000, revisedDateStr=2022-06-06, acceptedDate=null, acceptedDateStr=null, onlineDate=1769559860569, onlineDateStr=2026-01-28, pubDate=1679673600000, pubDateStr=2023-03-25, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1769559860569, onlineIssueDateStr=2026-01-28, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1769559860569, creator=13701087609, updateTime=1769559860569, updator=13701087609, issue=Issue{id=1223185958363841064, tenantId=1146029695717560320, journalId=1205116964453384197, year='2023', volume='41', issue='3', 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=1769559858149, creator=13701087609, updateTime=1769561242661, updator=13701087609, preIssue=null, nextIssue=null, ext={EN=IssueExt(id=1223191765415477785, tenantId=1146029695717560320, journalId=1205116964453384197, issueId=1223185958363841064, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1223191765415477786, tenantId=1146029695717560320, journalId=1205116964453384197, issueId=1223185958363841064, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null}, startPage=14, endPage=18, ext={EN=ArticleExt(id=1223185969680073634, articleId=1223185968430170951, tenantId=1146029695717560320, journalId=1205116964453384197, language=EN, title=Analysis of Runoff of Hutuo River Based on GAMLSS Model, columnId=1223185960926564679, journalTitle=Water Resources and Power, columnName=HYDROLOGY,WATER RESOURCES AND ENVIRONMENT, runingTitle=null, highlight=null, articleAbstract=

In order to investigate the non-stationary characteristics of runoff series in changing environments and to better predict the occurrence of flood events, taking Hutuo River in the Haihe River Basin as the research object, GAMLSS model was used to conduct a non-coherent frequency analysis of the runoff series during 1970 and 2012 by taking time, reservoir indicators and climate indicators as covariates. The results show that the runoff series of Hutuo River has obvious non-stationary characteristics with trend and abrupt changes. The GAMLSS model can better simulate the runoff series in changing environments and describe the flood regimes under the influence of climate change, thus outperforming the traditional model. Changes of the large-scale climate indicators NINO1+2 and NAO significantly affect the flood events in the Hutuo River, with increasing values of these two climate indicators indicating low flood risk and decreasing values indicating high flood risk.

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为探究当今环境下径流序列的非一致性特征,更好地预判洪水事件的发生,以海河流域的滹沱河为例,采用GAMLSS模型,以时间、水库指标和气候指标为协变量,对滹沱河1970~2012年间的径流序列进行非一致性频率分析。结果表明,滹沱河的径流序列存在明显的非一致性特征,表现出趋势性和突变性;GAMLSS模型对变化环境下径流模拟具有良好的效果,可充分捕捉气候变化对洪水的影响,优于传统的一致性模型;大尺度气候指标NINO1+2和NAO的变化显著影响滹沱河的洪水事件,该两项气候指标值增高时带来低洪水风险,降低时带来高洪水风险。

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郝文龙(1988-),男,讲师,研究方向为水文物理规律模拟及预报,E-mail:
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李永建(1997-),男,硕士研究生,研究方向为水文物理规律模拟及预报,E-mail:

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李永建(1997-),男,硕士研究生,研究方向为水文物理规律模拟及预报,E-mail:

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李永建(1997-),男,硕士研究生,研究方向为水文物理规律模拟及预报,E-mail:

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基于GAMLSS模型的滹沱河径流分析
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李永建 1 , 郝文龙 1, 2 , 朱长军 1 , 曹青 2, 3
水电能源科学 | 水文水资源与环境 2023,41(3): 14-18
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水电能源科学 | 水文水资源与环境 2023, 41(3): 14-18
基于GAMLSS模型的滹沱河径流分析
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李永建1 , 郝文龙1, 2 , 朱长军1, 曹青2, 3
作者信息
  • 1.河北工程大学能源与环境工程学院,河北 邯郸 056038
  • 2.河海大学水文水资源与水利工程科学国家重点实验室,江苏 南京 210098
  • 3.南京信息工程大学水文与水资源工程学院,江苏 南京 210044
  • 李永建(1997-),男,硕士研究生,研究方向为水文物理规律模拟及预报,E-mail:

通讯作者:

郝文龙(1988-),男,讲师,研究方向为水文物理规律模拟及预报,E-mail:
Analysis of Runoff of Hutuo River Based on GAMLSS Model
Yong-jian LI1 , Wen-long HAO1, 2 , Chang-jun ZHU1, Qing CAO2, 3
Affiliations
  • 1.College of Energy and Environmental Engineering, Hebei University of Engineering, Handan 056038, China
  • 2.State Key Laboratory of Hydrological Water Resources and Hydraulic Engineering, Hohai University, Nanjing 210098, China
  • 3.School of Hydrology and Water Resources, Nanjing University of Information Engineering, Nanjing 210044, China
出版时间: 2023-03-25 doi: 10.20040/j.cnki.1000-7709.2023.20220962
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为探究当今环境下径流序列的非一致性特征,更好地预判洪水事件的发生,以海河流域的滹沱河为例,采用GAMLSS模型,以时间、水库指标和气候指标为协变量,对滹沱河1970~2012年间的径流序列进行非一致性频率分析。结果表明,滹沱河的径流序列存在明显的非一致性特征,表现出趋势性和突变性;GAMLSS模型对变化环境下径流模拟具有良好的效果,可充分捕捉气候变化对洪水的影响,优于传统的一致性模型;大尺度气候指标NINO1+2和NAO的变化显著影响滹沱河的洪水事件,该两项气候指标值增高时带来低洪水风险,降低时带来高洪水风险。

GAMLSS  /  非一致性  /  水文频率分析  /  滹沱河

In order to investigate the non-stationary characteristics of runoff series in changing environments and to better predict the occurrence of flood events, taking Hutuo River in the Haihe River Basin as the research object, GAMLSS model was used to conduct a non-coherent frequency analysis of the runoff series during 1970 and 2012 by taking time, reservoir indicators and climate indicators as covariates. The results show that the runoff series of Hutuo River has obvious non-stationary characteristics with trend and abrupt changes. The GAMLSS model can better simulate the runoff series in changing environments and describe the flood regimes under the influence of climate change, thus outperforming the traditional model. Changes of the large-scale climate indicators NINO1+2 and NAO significantly affect the flood events in the Hutuo River, with increasing values of these two climate indicators indicating low flood risk and decreasing values indicating high flood risk.

GAMLSS  /  non-conformity  /  hydrological frequency analysis  /  Hutuo River
李永建, 郝文龙, 朱长军, 曹青. 基于GAMLSS模型的滹沱河径流分析. 水电能源科学, 2023 , 41 (3) : 14 -18 . DOI: 10.20040/j.cnki.1000-7709.2023.20220962
Yong-jian LI, Wen-long HAO, Chang-jun ZHU, Qing CAO. Analysis of Runoff of Hutuo River Based on GAMLSS Model[J]. Water Resources and Power, 2023 , 41 (3) : 14 -18 . DOI: 10.20040/j.cnki.1000-7709.2023.20220962
  • 河北省自然科学基金项目(E2020402057)
  • 水文水资源与水利工程科学国家重点实验室“一带一路”水与可持续发展科技基金项目(2020491111; 2020491211)
2023年第41卷第3期
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文章信息
doi: 10.20040/j.cnki.1000-7709.2023.20220962
  • 接收时间:2022-05-08
  • 首发时间:2026-01-28
  • 出版时间:2023-03-25
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  • 收稿日期:2022-05-08
  • 修回日期:2022-06-06
基金
河北省自然科学基金项目(E2020402057)
水文水资源与水利工程科学国家重点实验室“一带一路”水与可持续发展科技基金项目(2020491111; 2020491211)
作者信息
    1.河北工程大学能源与环境工程学院,河北 邯郸 056038
    2.河海大学水文水资源与水利工程科学国家重点实验室,江苏 南京 210098
    3.南京信息工程大学水文与水资源工程学院,江苏 南京 210044

通讯作者:

郝文龙(1988-),男,讲师,研究方向为水文物理规律模拟及预报,E-mail:
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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
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