Biogeochemistry-Informed Neural Network (BINN) for Improving Accuracy of Model Prediction and Scientific Understanding of Soil Organic Carbon

Haodi Xu; Joshua Fan; Feng Tao; Lifen Jiang; Fengqi You; Benjamin Z. Houlton; Ying Sun; Carla Gomes; Yiqi Luo

Biogeochemistry-Informed Neural Network (BINN) for Improving Accuracy of Model Prediction and Scientific Understanding of Soil Organic Carbon

Haodi Xu
, Joshua Fan
, Feng Tao
, Lifen Jiang
, Fengqi You
, Benjamin Z. Houlton
, Ying Sun
, Carla Gomes
, Yiqi Luo

AI-LEAF: Land, Economy, Agriculture & Forestry

Research output: Contribution to journal › Article

Original language	English (US)
Journal	EGUsphere
State	Published - Jul 2025

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@article{6be030c9c1294fb4bddaeeffeceb7bc0,

title = "Biogeochemistry-Informed Neural Network (BINN) for Improving Accuracy of Model Prediction and Scientific Understanding of Soil Organic Carbon",

author = "Haodi Xu and Joshua Fan and Feng Tao and Lifen Jiang and Fengqi You and Houlton, \{Benjamin Z.\} and Ying Sun and Carla Gomes and Yiqi Luo",

year = "2025",

month = jul,

language = "English (US)",

journal = "EGUsphere",

issn = "1607-7962",

}

TY - JOUR

T1 - Biogeochemistry-Informed Neural Network (BINN) for Improving Accuracy of Model Prediction and Scientific Understanding of Soil Organic Carbon

AU - Xu, Haodi

AU - Fan, Joshua

AU - Tao, Feng

AU - Jiang, Lifen

AU - You, Fengqi

AU - Houlton, Benjamin Z.

AU - Sun, Ying

AU - Gomes, Carla

AU - Luo, Yiqi

PY - 2025/7

Y1 - 2025/7

M3 - Article

SN - 1607-7962

JO - EGUsphere

JF - EGUsphere

ER -