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GERS interpretation has a large broad research scope, but the current research shows a strong imbalance: most of the studies have focused on several overall research tasks, such as the identification of minerals, rocks, water, glaciers, and landslides.These technologies combined with new RS sensors should be introduced to complete difficult and urgent GERS tasks.
GERS interpretation has a large broad research scope, but the current research shows a strong imbalance: most of the studies have focused on several overall research tasks, such as the identification of minerals, rocks, water, glaciers, and landslides. Some difficult research fields, for example, structure recognition, are rarely researched, but are vital in building location, earthquake prediction, and other applications. Additionally, longtime and large-scale GERS element monitoring and change pattern analysis is also urgently needed to meet the requirement of future sustainable development and environmental improvement. Many advanced artificial intelligence, high-performance computing (HPC) and geographic information system (GIS) techniques, including deep reinforcement learning (Schrittwieser et al., 2020), attention mechanism (Li et al., 2020), autoML (He et al., 2021), and model pruning (Liu et al., 2019b), are promising to comprehensively improve the ML and DL models’ accuracy, efficiency, and automation degree. These technologies combined with new RS sensors should be introduced to complete difficult and urgent GERS tasks.
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