Code and data for "Knowledge-guided machine learning captures key mechanistic pathways for better predicting growing season N2O hot-spots and hot-moments in the U.S. Midwest"

This is code and data for manuscript: "Knowledge-guided machine learning captures key mechanistic pathways for better predicting growing season N2O hot-spots and hot-moments in the U.S. Midwest"Lexuan Ye, Licheng Liu, Yufeng Yang, Ziyi Li, Wang Zhou, Bin Peng, Shaoming Xu, Vipin Kumar, Wendy H. Yang, Jinyun Tang, Zhenong Jin, Kaiyu Guan "code" folder includes code of a runnable demonstration of KGML-ag-N2O pretraining & finetuning."trained_model_saved" folder includes pretrained KGML-ag-N2O, finetuned KGML-ag-N2O and GRU models."data" folder includes data for model pretraining & finetuning for a sample dataset.

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-11-10
DOI
https://doi.org/10.5281/zenodo.14063840
Primary Topic
Emotion and Mood Recognition
Type
article
Field-Weighted Citation Impact
0.00
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article

Code and data for "Knowledge-guided machine learning captures key mechanistic pathways for better predicting growing season N2O hot-spots and hot-moments in the U.S. Midwest"

Zenodo (CERN European Organization for Nuclear Research)
Emotion and Mood Recognition
article

Code and data for "Knowledge-guided machine learning captures key mechanistic pathways for better predicting growing season N2O hot-spots and hot-moments in the U.S. Midwest"

article en

Abstract

This is code and data for manuscript: "Knowledge-guided machine learning captures key mechanistic pathways for better predicting growing season N2O hot-spots and hot-moments in the U.S. Midwest"Lexuan Ye, Licheng Liu, Yufeng Yang, Ziyi Li, Wang Zhou, Bin Peng, Shaoming Xu, Vipin Kumar, Wendy H. Yang, Jinyun Tang, Zhenong Jin, Kaiyu Guan "code" folder includes code of a runnable demonstration of KGML-ag-N2O pretraining & finetuning."trained_model_saved" folder includes pretrained KGML-ag-N2O, finetuned KGML-ag-N2O and GRU models."data" folder includes data for model pretraining & finetuning for a sample dataset.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 61%
Emotion and Mood Recognition
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