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.14063841
Primary Topic
Education Methods and Practices
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
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)
Education Methods and Practices
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 27%
Education Methods and Practices
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.