Frontiers | Integrating Big Data with Earth System Models of Natural and Human Systems: Confronting Models with Observations to Constrain Emergent Behavior

Integrating Big Data with Earth System Models of Natural and Human Systems: Confronting Models with Observations to Constrain Emergent Behavior

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ORIGINAL RESEARCH

Published on 28 Oct 2020

Ensemble Machine Learning Approach Improves Predicted Spatial Variation of Surface Soil Organic Carbon Stocks in Data-Limited Northern Circumpolar Region

Umakant Mishra
Sagar Gautam
William J. Riley
Forrest M. Hoffman

Ensemble Machine Learning Approach Improves Predicted Spatial Variation of Surface Soil Organic Carbon Stocks in Data-Limited Northern Circumpolar Region

doi 10.3389/fdata.2020.528441

4,479 views
33 citations

ORIGINAL RESEARCH

Published on 03 Jun 2020

Deep Learning Optimizes Data-Driven Representation of Soil Organic Carbon in Earth System Model Over the Conterminous United States

Feng Tao
Zhenghu Zhou
Yuanyuan Huang
Qianyu Li
Xingjie Lu
Shuang Ma
Xiaomeng Huang
Yishuang Liang
Gustaf Hugelius
3 more
Yiqi Luo

Deep Learning Optimizes Data-Driven Representation of Soil Organic Carbon in Earth System Model Over the Conterminous United States

doi 10.3389/fdata.2020.00017

9,666 views
38 citations

ORIGINAL RESEARCH

Published on 23 Jan 2020

Spatial Pattern and Environmental Drivers of Acid Phosphatase Activity in Europe

Yan Sun
Daniel S. Goll
Philippe Ciais
Shushi Peng
Olga Margalef
Dolores Asensio
Jordi Sardans
Josep Peñuelas

Spatial Pattern and Environmental Drivers of Acid Phosphatase Activity in Europe

doi 10.3389/fdata.2019.00051

5,277 views
18 citations

BRIEF RESEARCH REPORT

Published on 20 Jun 2019

Data Mining Climate Variability as an Indicator of U.S. Natural Gas

Jacob Stuivenvolt-Allen
Simon S.-Y. Wang

Data Mining Climate Variability as an Indicator of U.S. Natural Gas

doi 10.3389/fdata.2019.00020

3,355 views
6 citations

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Frontiers in Big Data

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