期刊
WATER
卷 13, 期 12, 页码 -出版社
MDPI
DOI: 10.3390/w13121617
关键词
peak flows; multiple linear regression; predictor; predictand; snow water equivalent; annual maximum flow; climate change; western Canada
资金
- Environment and Climate Change Canada
The study found that snow water equivalent, April 1st snow water equivalent, and spring precipitation are the most important predictors of annual maximum flows and mean spring flows in western Canadian river basins. The MLR framework is useful for assessing the spatial variation in hydroclimatic controls. Future projections show significant spatial variations in annual maximum and mean spring flows.
Flows originating from cold and mountainous watersheds are highly dependent on temperature and precipitation patterns, and the resulting snow accumulation and melt conditions, affecting the magnitude and timing of annual peak flows. This study applied a multiple linear regression (MLR) modelling framework to investigate spatial variations and relative importance of hydroclimatic drivers of annual maximum flows (AMF) and mean spring flows (MAMJflow) in 25 river basins across western Canada. The results show that basin average maximum snow water equivalent (SWEmax), April 1st SWE and spring precipitation (MAMJprc) are the most important predictors of both AMF and MAMJflow, with the proportion of explained variance averaging 51.7%, 44.0% and 33.5%, respectively. The MLR models' abilities to project future changes in AMF and MAMJflow in response to changes to the hydroclimatic controls are also examined using the Canadian Regional Climate Model (CanRCM4) output for RCP 4.5 and RCP8.5 scenarios. The results show considerable spatial variations depending on individual watershed characteristics with projected changes in AMF ranging from -69% to +126% and those of MAMJflow ranging from -48% to +81% by the end of this century. In general, the study demonstrates that the MLR framework is a useful approach for assessing the spatial variation in hydroclimatic controls of annual maximum and mean spring flows in the western Canadian river basins. However, there is a need to exercise caution in applying MLR models for projecting changes in future flows, especially for regulated basins.
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