Early 21st century snow cover state over the western river basins of the Indus River system
Shabeh ul Hasson, Valerio Lucarini, Mobushir Riaz Khan, Marcello, Petitta, Tobias Bolch, Giovanna Gioli

TL;DR
This study assesses snow cover dynamics over the western Indus River basins from 2001 to 2012 using satellite data, revealing seasonal and regional variations linked to climate trends and implications for water resources.
Contribution
It introduces an improved cloud removal technique for MODIS snow products and provides a comprehensive analysis of snow cover changes across multiple basins and seasons.
Findings
Decreasing snow cover in westerly-influenced basins.
Increasing snow cover in monsoon-influenced basins.
Seasonal shifts in snow cover consistent with climate warming and cooling trends.
Abstract
In this paper we assess the snow cover and its dynamics for the western river basins of the Indus River system and their subbasins located in Afghanistan, China, India and Pakistan for the period 2001-2012. First, we validate the Moderate Resolution Imaging Spectroradiometer (MODIS) daily snow products from Terra and Aqua against the Landsat Thematic Mapper/Enhanced Thematic Mapper plus data set, and then improve them for clouds by applying a validated non spectral cloud removal technique. The improved snow product has been analysed on a seasonal and annual basis against different topographic parameters (aspect, elevation and slope). Our results show a decreasing tendency for the annual average snow cover for the westerlies influenced basins (upper Indus basin, Astore, Hunza, Shigar and Shyok) and an increasing tendency for the monsoon influenced basins (Jhelum, Kabul, Swat and Gilgit).…
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