Abstract

Evapotranspiration (ET) is strongly influenced by gradual climate change and fluctuations in meteorological conditions, such as earlier snowmelt and occurrence of droughts. While numerous studies have investigated how climate change influences the inter-annual variability of ET, very few studies focused on quantifying how subseasonal events control the intra-variability of ET. In this study, we developed the concept of subseasonal regimes, whose timing and duration are determined statistically using Hidden Markov Models (HMM) based on meteorological conditions. We tested the value of subseasonal regimes for quantitatively characterizing the variability of seasonal and subseasonal events, including the onset of snow accumulation, snowmelt, growing season, monsoon, and defoliation. We examined how ET varied as a function of the timing of these events within a year and across six watersheds in the region. Variability of annual ET across these six sites is much less significant than the variability in hydroclimate attributes at the sites. Subseasonal ET, defined as the total ET during a given subseasonal regime, provides a measure of intra-annual variability of ET. Our study suggests that snowmelt and monsoon timing influence regime transitions and duration, such as earlier snowmelt can increase springtime ET rapidly but can trigger long-lasting fore-summer drought conditions that lead to decrease subseasonal ET. Overall, our approach provides an enhanced statistically based framework for quantifying how the timing of subseasonal-event transitions influence ET variability. The improved understanding of subseasonal ET variability is important for predicting the future impact of climate change on water resources from the Upper Colorado River Basin regions.

Highlights

  • Mountainous watersheds provide more than 60% of the world’s water resources through snowmelt, and are recognized as “water towers” of the Earth (Viviroli et al, 2007; Immerzeel et al, 2019)

  • We developed the framework of subseasonal regimes to better characterize the intra-annual variability of ET dynamics at mountainous watersheds

  • All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication

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Summary

INTRODUCTION

Mountainous watersheds provide more than 60% of the world’s water resources through snowmelt, and are recognized as “water towers” of the Earth (Viviroli et al, 2007; Immerzeel et al, 2019). Earlier snowmelt increases the probability of occurrences of fore-summer (May–June) drought (Sloat et al, 2015), which significantly decreases peak and cumulative net ecosystem productivity (NEP) and ET These studies focus on different aspects of changes in hydroclimate, and strongly suggest the necessity to describe intra-annual variability of watershed processes qualitatively and quantitatively. Fatichi and Ivanov (2014) investigated how fluctuations of annual precipitation influenced ecohydrological dynamics (including ET and plant productivity) through imposing four scenarios characterized by different annual variabilities in precipitation Their findings suggested a relative insensitivity of the subseasonal ET and vegetation productivity to annual climatic fluctuations, except for in water-limited environments.

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