Overview of the Model and Observation Evaluation Toolkit (MONET) Version 1.0 for Evaluating Atmospheric Transport Models
1
NOAA Air Resources Laboratory, College Park, MD 20740, USA
2
Cooperative Institute for Climate and Satellites, University of Maryland at College Park, College Park, MD 20740, USA
*
Author to whom correspondence should be addressed.
Atmosphere 2017, 8(11), 210; https://doi.org/10.3390/atmos8110210
Received: 16 June 2017 / Revised: 19 October 2017 / Accepted: 21 October 2017 / Published: 31 October 2017
(This article belongs to the Special Issue Air Quality Monitoring and Forecasting)
This paper describes the development and initial applications of the Model and Observation Evaluation Tool (MONET) v1.0. MONET was developed to evaluate the Community Multiscale Air Quality Model (CMAQ) for the NOAA National Air Quality Forecast Capability (NAQFC) modeling system. MONET is designed to be a modularized Python package for (1) pairing model output to observational data in space and time; (2) leveraging the pandas Python package for easy searching and grouping; and (3) analyzing and visualizing data. This process introduces a convenient method for evaluating model output. MONET processes data that is easily searchable and that can be grouped using meta-data found within the observational datasets. Common statistical metrics (e.g., bias, correlation, and skill scores), plotting routines such as scatter plots, timeseries, spatial plots, and more are included in the package. MONET is well modularized and can add further observational datasets and different models.
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Keywords:
CMAQ; evaluation; air quality; software; visualization; statistics
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MDPI and ACS Style
Baker, B.; Pan, L. Overview of the Model and Observation Evaluation Toolkit (MONET) Version 1.0 for Evaluating Atmospheric Transport Models. Atmosphere 2017, 8, 210. https://doi.org/10.3390/atmos8110210
AMA Style
Baker B, Pan L. Overview of the Model and Observation Evaluation Toolkit (MONET) Version 1.0 for Evaluating Atmospheric Transport Models. Atmosphere. 2017; 8(11):210. https://doi.org/10.3390/atmos8110210
Chicago/Turabian StyleBaker, Barry; Pan, Li. 2017. "Overview of the Model and Observation Evaluation Toolkit (MONET) Version 1.0 for Evaluating Atmospheric Transport Models" Atmosphere 8, no. 11: 210. https://doi.org/10.3390/atmos8110210
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