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Interpretable foundation models as decryptors peering into the Earth system
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作者 Chenyu Li Danfeng Hong +7 位作者 Bing Zhang Tianjun Liao naoto yokoya Pedram Ghamisi Min Chen Lizhe Wang Jon Atli Benediktsson Jocelyn Chanussot 《The Innovation》 EI 2024年第5期21-22,共2页
THE EARTH SYSTEM AMID THE BIG DATA PARADIGM.The processes of the Earth system drive interactions between energy,matter,and life,and a comprehensive understanding of their full evolutionary trajectory is critical for s... THE EARTH SYSTEM AMID THE BIG DATA PARADIGM.The processes of the Earth system drive interactions between energy,matter,and life,and a comprehensive understanding of their full evolutionary trajectory is critical for sustainable human development.Traditional modeling primarily relies on a set of theoretical equations to simulate dynamic process such as the carbon-nitrogen cycle,solar radiation dynamics,and terrestrial ecosystem dynamics.1 Despite the extensive modeling experience of Earth scientists,the rapid advancement of Earth observation techniques has led to a significant increase in the volume of databases,with data accumulating daily or even hourly.This has exacerbated the conflict between the capacity for data collection and utilization for big Earth data.Consequently,there is an urgent need to enhance the intelligent processing and analysis of big Earth data. 展开更多
关键词 dynamics. SYSTEM FOUNDATION
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