Satellite and Earth System Studies

Products

Current Available Products:

Melodies-Monet Enhancement

Beiming Tang

Extended the capabilities of the Melodies-Monet model evaluation tool by developing four new features: Scorecard, Multi-Boxplot, CSI Plot, and Ozone Sonde Plot. Additionally, expanded the evaluation scope from the original 5 gas species to include 28 gas and aerosol species through new methodological developments.

Github Source: https://github.com/NCAR/MELODIES-MONET

CONUS NO₂ 1 km Dataset (2017–2020)

Beiming Tang

Produced a high-resolution (1 km) daily surface NO₂ dataset over the CONUS domain using machine learning, trained on a four-year archive of GMU’s 20-year CMAQ simulation results.

Github Source: https://drive.google.com/drive/folders/1SZgVK5GUGH_yeayjpQ7ZNK053cPcVNJp?usp=sharing

DAFCOM

Beiming Tang

Developed a machine learning–based forecasting application integrated with NOAA’s UFS-AQM system. Demonstrated significantly improved performance compared to both the original UFS-AQM outputs and NOAA PSL’s statistical bias correction method. Currently being transitioned toward operational use for real-time hourly PM₂.₅ surface concentration forecasts up to 24 hours ahead.

Github Source: https://github.com/btang1/DAFCOM

NOAA-EPA Atmosphere Chemistry Coupler (NACC)-in-the-Cloud (NACC-Cloud). 2023 

Patrick Campbell 

NACC-Cloud Web Page:   https://nacc.arl.noaa.gov/nacc/  

NACC-Cloud at NOAA-ARL:  https://www.arl.noaa.gov/research/surface-atmosphere-exchange-home/tools-and-products/nacc-nacc-cloud/

The Canopy-app. 2023

Patrick Campbell 

Github Source:  https://github.com/noaa-oar-arl/canopy-app 

Canopy-app at NOAA-ARL:  https://www.arl.noaa.gov/research/surface-atmosphere-exchange-home/tools-and-products/canopy-app/

Hazardous Air Quality Ensemble System (HAQES). 2023

Daniel Tong and Yunyao Li

https://disc.gsfc.nasa.gov/datasets?keywords=HAQES&page=1

https://search.earthdata.nasa.gov/search?q=HAQES

NOAA-EPA Atmosphere Chemistry Coupler (NACC). 2021 

Patrick Campbell and Youhua Tang

Github Source: https://github.com/noaa-oar-arl/NACC

Zenodo: https://doi.org/10.5281/zenodo.5507511 

Advanced National Air Quality Forecasting Capability (NAQFC). 2021

 Patrick Campbell and Youhua Tang

Github Source: https://github.com/noaa-oar-arl/NAQFC 

Zenodo: https://doi.org/10.5281/zenodo.5507489