Development of an Integrated Hydro-Climatic Systems Analysis Framework and its Application to the Athabasca River Basin, Canada

A Thesis Submitted to the Faculty of Graduate Studies and Research in Partial Fulfillment of the Requirements for the Degree of Doctor of Philosophy in Environmental Systems Engineering at University of Regina. xvii, 311 p. Climate change has profound impacts on regional hydrological characteristics...

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Main Author: Cheng, Guanhui
Other Authors: Huang, Guo, Yang, Boting, Veawab, Amornvadee, An, Chunjiang, Xu, Chongyu
Format: Thesis
Language:English
Published: Faculty of Graduate Studies and Research, University of Regina 2016
Subjects:
Online Access:http://hdl.handle.net/10294/7620
http://ourspace.uregina.ca/bitstream/handle/10294/7620/Cheng_Guanhui_200287668_PHD_EVSE_Fall2016.pdf
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spelling ftunivregina:oai:ourspace.uregina.ca:10294/7620 2023-10-09T21:49:44+02:00 Development of an Integrated Hydro-Climatic Systems Analysis Framework and its Application to the Athabasca River Basin, Canada Cheng, Guanhui Huang, Guo Yang, Boting Veawab, Amornvadee An, Chunjiang Xu, Chongyu 2016-09 application/pdf http://hdl.handle.net/10294/7620 http://ourspace.uregina.ca/bitstream/handle/10294/7620/Cheng_Guanhui_200287668_PHD_EVSE_Fall2016.pdf en eng Faculty of Graduate Studies and Research, University of Regina http://hdl.handle.net/10294/7620 TC-SRU-7620 http://ourspace.uregina.ca/bitstream/handle/10294/7620/Cheng_Guanhui_200287668_PHD_EVSE_Fall2016.pdf Thesis 2016 ftunivregina 2023-09-16T22:15:16Z A Thesis Submitted to the Faculty of Graduate Studies and Research in Partial Fulfillment of the Requirements for the Degree of Doctor of Philosophy in Environmental Systems Engineering at University of Regina. xvii, 311 p. Climate change has profound impacts on regional hydrological characteristics in large unregulated continental river basins (LUCRiBs) such as the Athabaasca River Basin (ARB), Canada. A systematic analysis of these impacts is confronted with many challenges. For instance, the performances of general circulation models (GCMs) vary with many factors, e.g. climate variables, geographic locations, temporal scales, and evaluation measures. Mesoscale atmospheric features can barely be provided by coarse-resolution GCMs. Filling this gap by statistical downscaling is further challenged by redundant computations, resulting from spatial climatic similarities, and the complexities of data uncertainties, nonlinear correspondences, normality prerequisites, and multivariate dependencies. Climatic projection may lack a solid GCM-evaluation foundation and a high spatial resolution. These complexities in downscaling may also exist and be coupled with massive computations in integer optimization in hydrological simulation. Furthermore, an integration of these challenges would decrease the reliability of long-term streamflow forecastings for guiding socio-economic development and eco-environmental conservation over LUCRiBs such as the ARB under climate change. To fill the gap of few effective techniques, an integrated hydro-climatic systems analysis framework is developed and applied to the ARB. This framework includes six modules. (a) The multi-dimensional performances of CMIP5 GCMs and their ensemble are evaluated. (b) The climate over the ARB is classified by recursive dissimilarity and similarity inferences. (c) The spatial resolution of GCM is enhanced by recursive multivariate principal-monotonicity inferential downscaling based on (a) and (b). (d) High-resolution climatic projection under four ... Thesis Athabasca River oURspace - The University of Regina's Institutional Repository Athabasca River Canada Regina ENVELOPE(154.846,154.846,64.939,64.939)
institution Open Polar
collection oURspace - The University of Regina's Institutional Repository
op_collection_id ftunivregina
language English
description A Thesis Submitted to the Faculty of Graduate Studies and Research in Partial Fulfillment of the Requirements for the Degree of Doctor of Philosophy in Environmental Systems Engineering at University of Regina. xvii, 311 p. Climate change has profound impacts on regional hydrological characteristics in large unregulated continental river basins (LUCRiBs) such as the Athabaasca River Basin (ARB), Canada. A systematic analysis of these impacts is confronted with many challenges. For instance, the performances of general circulation models (GCMs) vary with many factors, e.g. climate variables, geographic locations, temporal scales, and evaluation measures. Mesoscale atmospheric features can barely be provided by coarse-resolution GCMs. Filling this gap by statistical downscaling is further challenged by redundant computations, resulting from spatial climatic similarities, and the complexities of data uncertainties, nonlinear correspondences, normality prerequisites, and multivariate dependencies. Climatic projection may lack a solid GCM-evaluation foundation and a high spatial resolution. These complexities in downscaling may also exist and be coupled with massive computations in integer optimization in hydrological simulation. Furthermore, an integration of these challenges would decrease the reliability of long-term streamflow forecastings for guiding socio-economic development and eco-environmental conservation over LUCRiBs such as the ARB under climate change. To fill the gap of few effective techniques, an integrated hydro-climatic systems analysis framework is developed and applied to the ARB. This framework includes six modules. (a) The multi-dimensional performances of CMIP5 GCMs and their ensemble are evaluated. (b) The climate over the ARB is classified by recursive dissimilarity and similarity inferences. (c) The spatial resolution of GCM is enhanced by recursive multivariate principal-monotonicity inferential downscaling based on (a) and (b). (d) High-resolution climatic projection under four ...
author2 Huang, Guo
Yang, Boting
Veawab, Amornvadee
An, Chunjiang
Xu, Chongyu
format Thesis
author Cheng, Guanhui
spellingShingle Cheng, Guanhui
Development of an Integrated Hydro-Climatic Systems Analysis Framework and its Application to the Athabasca River Basin, Canada
author_facet Cheng, Guanhui
author_sort Cheng, Guanhui
title Development of an Integrated Hydro-Climatic Systems Analysis Framework and its Application to the Athabasca River Basin, Canada
title_short Development of an Integrated Hydro-Climatic Systems Analysis Framework and its Application to the Athabasca River Basin, Canada
title_full Development of an Integrated Hydro-Climatic Systems Analysis Framework and its Application to the Athabasca River Basin, Canada
title_fullStr Development of an Integrated Hydro-Climatic Systems Analysis Framework and its Application to the Athabasca River Basin, Canada
title_full_unstemmed Development of an Integrated Hydro-Climatic Systems Analysis Framework and its Application to the Athabasca River Basin, Canada
title_sort development of an integrated hydro-climatic systems analysis framework and its application to the athabasca river basin, canada
publisher Faculty of Graduate Studies and Research, University of Regina
publishDate 2016
url http://hdl.handle.net/10294/7620
http://ourspace.uregina.ca/bitstream/handle/10294/7620/Cheng_Guanhui_200287668_PHD_EVSE_Fall2016.pdf
long_lat ENVELOPE(154.846,154.846,64.939,64.939)
geographic Athabasca River
Canada
Regina
geographic_facet Athabasca River
Canada
Regina
genre Athabasca River
genre_facet Athabasca River
op_relation http://hdl.handle.net/10294/7620
TC-SRU-7620
http://ourspace.uregina.ca/bitstream/handle/10294/7620/Cheng_Guanhui_200287668_PHD_EVSE_Fall2016.pdf
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