Artificial intelligence for geoscience: Progress, challenges and perspectives
This paper explores the evolution of geoscientific inquiry, tracing the progression from
traditional physics-based models to modern data-driven approaches facilitated by significant …
traditional physics-based models to modern data-driven approaches facilitated by significant …
Debris-covered glacier systems and associated glacial lake outburst flood hazards: challenges and prospects
Glaciers respond sensitively to climate variability and change, with associated impacts on
meltwater production, sea-level rise and geomorphological hazards. There is a strong …
meltwater production, sea-level rise and geomorphological hazards. There is a strong …
GlacierNet: A deep-learning approach for debris-covered glacier mapping
Rising global temperatures over the past decades is directly affecting glacier dynamics. To
understand glacier fluctuations and document regional glacier-state trends, glacier …
understand glacier fluctuations and document regional glacier-state trends, glacier …
Machine-learning classification of debris-covered glaciers using a combination of Sentinel-1/-2 (SAR/optical), Landsat 8 (thermal) and digital elevation data
Debris cover on glacier surfaces hampers the accurate detection of debris-covered ice using
traditional techniques based on image band ratios. Therefore, this study tests a new …
traditional techniques based on image band ratios. Therefore, this study tests a new …
Increase in occurrence of large glacier-related landslides in the high mountains of Asia
J Liu, Y Wu, X Gao - Scientific Reports, 2021 - nature.com
Globally, a large number of glaciers are retreating due to global warming. Along with climate
change, glacial melting has been identified as one of the main triggers of landslide activity in …
change, glacial melting has been identified as one of the main triggers of landslide activity in …
Machine-learning algorithms for mapping debris-covered glaciers: the Hunza Basin case study
Global warming is one of the main challenges of recent times. The glaciers are melting faster
than expected which has resulted in global mean sea level rise and increased the risk of …
than expected which has resulted in global mean sea level rise and increased the risk of …
Upward expansion of supra-glacial debris cover in the Hunza Valley, Karakoram, during 1990∼ 2019
Supra-glacial debris cover is key to glacier ablation through increasing (thin debris layer) or
decreasing (thick debris layer) melt rates, thereby regulating the mass balance of a glacier …
decreasing (thick debris layer) melt rates, thereby regulating the mass balance of a glacier …
Novel machine learning method integrating ensemble learning and deep learning for mapping debris-covered glaciers
Glaciers in High Mountain Asia (HMA) have a significant impact on human activity. Thus, a
detailed and up-to-date inventory of glaciers is crucial, along with monitoring them regularly …
detailed and up-to-date inventory of glaciers is crucial, along with monitoring them regularly …
[HTML][HTML] Accelerated change in the glaciated environments of western Canada revealed through trend analysis of optical satellite imagery
AR Bevington, B Menounos - Remote Sensing of Environment, 2022 - Elsevier
The retreat of mountain glaciers affects mountain hazards and hydrology, and new methods
are needed to rapidly map glacier retreat at planetary scales. We automatically map 14,329 …
are needed to rapidly map glacier retreat at planetary scales. We automatically map 14,329 …
[HTML][HTML] Evaluating deep-learning models for debris-covered glacier mapping
Z Xie, VK Asari, UK Haritashya - Applied Computing and Geosciences, 2021 - Elsevier
In recent decades, mountain glaciers have experienced the impact of climate change in the
form of accelerated glacier retreat and other glacier-related hazards such as mass wasting …
form of accelerated glacier retreat and other glacier-related hazards such as mass wasting …