Given the challenge to estimate representative long-term natural variability of streamflow from limited observed data, a hierarchical, multilevel Bayesian regression (HBR) was developed to reconstruct the 1489-2006 annual streamflow data at six Athabasca River Basin (ARB) gauging stations based on 14 tree ring chronologies. Seven nested models were developed to maximize the applications of available tree ring predictors. Based on results of goodness-of-fit tests, the HBR developed was skillful and reliable in reconstructing the streamflow of ARB. From five centuries of reconstructed streamflow for ARB, five or six abrupt change points are detected. The streamflow time series obtained from a backward moving, 46-year window for six gauging sites in ARB vary significantly over five centuries (1489-2006) and at times could exceed the 90% and/or 95% confidence intervals, denoting significant non-stationarities. Apparently changes in the mean state and the lag-1 autocorrelation of reconstructed streamflow across the gauging sites can be similar or radically different from each other. These non-stationary features imply that the default stationary assumption is not applicable in ARB. Further, the reconstructed streamflow shows statistically significant oscillations at interannual, interdecadal and multidecadal time scales and are teleconnected to climate patterns such as El Nino Southern Oscillation (ENSO), Pacific Decadal Oscillation (PDO) and Atlantic Multi-decadal Oscillation (AMO). A composite analysis shows that La Nina (El Nino), cold (warm) PDO, and cold (warm) AMO events are typically associated with increased (decreased) streamflow anomalies of ARB. The reconstructed streamflow data provides us the full range of streamflow variability and recurrence characteristics of extremes spanned over five centuries from which it is useful for us to evaluate and manage the current water systems of ARB more effectively and a better risk analysis of future droughts of ARB. (C) 2020 Elsevier B.V. All rights reserved.
机构:
Beijing Normal Univ, State Key Joint Lab Environm Simulat & Pollut Con, China Canada Ctr Energy Environm & Ecol Res, UR BNU,Sch Environm, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Joint Lab Environm Simulat & Pollut Con, China Canada Ctr Energy Environm & Ecol Res, UR BNU,Sch Environm, Beijing 100875, Peoples R China
Wang, F.
Huang, G. H.
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Beijing Normal Univ, State Key Joint Lab Environm Simulat & Pollut Con, China Canada Ctr Energy Environm & Ecol Res, UR BNU,Sch Environm, Beijing 100875, Peoples R China
Univ Regina, Inst Energy Environm & Sustainable Communities, Regina, SK, CanadaBeijing Normal Univ, State Key Joint Lab Environm Simulat & Pollut Con, China Canada Ctr Energy Environm & Ecol Res, UR BNU,Sch Environm, Beijing 100875, Peoples R China
Huang, G. H.
Cheng, G. H.
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Univ Regina, Inst Energy Environm & Sustainable Communities, Regina, SK, CanadaBeijing Normal Univ, State Key Joint Lab Environm Simulat & Pollut Con, China Canada Ctr Energy Environm & Ecol Res, UR BNU,Sch Environm, Beijing 100875, Peoples R China
Cheng, G. H.
Li, Y. P.
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Beijing Normal Univ, State Key Joint Lab Environm Simulat & Pollut Con, China Canada Ctr Energy Environm & Ecol Res, UR BNU,Sch Environm, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Joint Lab Environm Simulat & Pollut Con, China Canada Ctr Energy Environm & Ecol Res, UR BNU,Sch Environm, Beijing 100875, Peoples R China
机构:
Civil Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat, IndiaCivil Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat, India
Baria, Paresha M.
Yadav, S.M.
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Civil Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat, IndiaCivil Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat, India
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Univ Regina, Prairie Adaptat Res Collaborat, Suite 219-2 Res Dr,3737 Wascana Pkwy, Regina, SK S4S 0A2, CanadaUniv Regina, Prairie Adaptat Res Collaborat, Suite 219-2 Res Dr,3737 Wascana Pkwy, Regina, SK S4S 0A2, Canada
Anis, Muhammad Rehan
Sauchyn, David J.
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Univ Regina, Prairie Adaptat Res Collaborat, Suite 219-2 Res Dr,3737 Wascana Pkwy, Regina, SK S4S 0A2, CanadaUniv Regina, Prairie Adaptat Res Collaborat, Suite 219-2 Res Dr,3737 Wascana Pkwy, Regina, SK S4S 0A2, Canada
机构:
Texas A&M Univ, Dept Biol & Agr Engn, College Stn, TX 77843 USATexas A&M Univ, Dept Biol & Agr Engn, College Stn, TX 77843 USA
Lee, Kyungtae
Singh, Vijay P.
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Texas A&M Univ, Dept Biol & Agr Engn, College Stn, TX 77843 USA
Texas A&M Univ, Zachry Dept Civil Engn, College Stn, TX 77843 USA
United Arab Emirates Univ, Natl Water Ctr, Al Ain, U Arab EmiratesTexas A&M Univ, Dept Biol & Agr Engn, College Stn, TX 77843 USA
机构:
State Key Laboratory of Water Resources Engineering and Management, Wuhan University, Hubei, Wuhan,430072, ChinaState Key Laboratory of Water Resources Engineering and Management, Wuhan University, Hubei, Wuhan,430072, China
Liu, Yangyi
Chen, Jie
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State Key Laboratory of Water Resources Engineering and Management, Wuhan University, Hubei, Wuhan,430072, China
Hubei Key Laboratory of Water System Science for Sponge City Construction, Wuhan University, Hubei, Wuhan,430072, ChinaState Key Laboratory of Water Resources Engineering and Management, Wuhan University, Hubei, Wuhan,430072, China
Chen, Jie
Xiong, Lihua
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State Key Laboratory of Water Resources Engineering and Management, Wuhan University, Hubei, Wuhan,430072, China
Hubei Key Laboratory of Water System Science for Sponge City Construction, Wuhan University, Hubei, Wuhan,430072, ChinaState Key Laboratory of Water Resources Engineering and Management, Wuhan University, Hubei, Wuhan,430072, China
Xiong, Lihua
Xu, Chong-Yu
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Department of Geosciences, University of Oslo, P.O. Box 1047 Blindern, Oslo,N-0316, NorwayState Key Laboratory of Water Resources Engineering and Management, Wuhan University, Hubei, Wuhan,430072, China
机构:
Sun Yat Sen Univ, Dept Water Resources & Environm, Guangzhou 510275, Guangdong, Peoples R China
Suzhou Univ, Sch Earth Sci & Engn, Suzhou 234000, Anhui, Peoples R China
Sun Yat Sen Univ, Key Lab Water Cycle & Water Secur Southern China, Guangdong High Educ Inst, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Dept Water Resources & Environm, Guangzhou 510275, Guangdong, Peoples R China
Zhang, Qiang
Gu, Xihui
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Sun Yat Sen Univ, Dept Water Resources & Environm, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Key Lab Water Cycle & Water Secur Southern China, Guangdong High Educ Inst, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Dept Water Resources & Environm, Guangzhou 510275, Guangdong, Peoples R China
Gu, Xihui
Singh, Vijay P.
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Texas A&M Univ, Dept Biol & Agr Engn, College Stn, TX USA
Texas A&M Univ, Zachry Dept Civil Engn, College Stn, TX USASun Yat Sen Univ, Dept Water Resources & Environm, Guangzhou 510275, Guangdong, Peoples R China
Singh, Vijay P.
Xiao, Mingzhong
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Sun Yat Sen Univ, Dept Water Resources & Environm, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Key Lab Water Cycle & Water Secur Southern China, Guangdong High Educ Inst, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Dept Water Resources & Environm, Guangzhou 510275, Guangdong, Peoples R China
Xiao, Mingzhong
Chen, Xiaohong
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Sun Yat Sen Univ, Dept Water Resources & Environm, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Key Lab Water Cycle & Water Secur Southern China, Guangdong High Educ Inst, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Dept Water Resources & Environm, Guangzhou 510275, Guangdong, Peoples R China