EcoService Models Library (ESML)
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Compare EMs
Which comparison is best for me?EM Variables by Variable Role
One quick way to compare ecological models (EMs) is by comparing their variables. Predictor variables show what kinds of influences a model is able to account for, and what kinds of data it requires. Response variables show what information a model is capable of estimating.
This first comparison shows the names (and units) of each EM’s variables, side-by-side, sorted by variable role. Variable roles in ESML are as follows:
- Predictor Variables
- Time- or Space-Varying Variables
- Constants and Parameters
- Intermediate (Computed) Variables
- Response Variables
- Computed Response Variables
- Measured Response Variables
EM Variables by Category
A second way to use variables to compare EMs is by focusing on the kind of information each variable represents. The top-level categories in the ESML Variable Classification Hierarchy are as follows:
- Policy Regarding Use or Management of Ecosystem Resources
- Land Surface (or Water Body Bed) Cover, Use or Substrate
- Human Demographic Data
- Human-Produced Stressor or Enhancer of Ecosystem Goods and Services Production
- Ecosystem Attributes and Potential Supply of Ecosystem Goods and Services
- Non-monetary Indicators of Human Demand, Use or Benefit of Ecosystem Goods and Services
- Monetary Values
Besides understanding model similarities, sorting the variables for each EM by these 7 categories makes it easier to see if the compared models can be linked using similar variables. For example, if one model estimates an ecosystem attribute (in Category 5), such as water clarity, as a response variable, and a second model uses a similar attribute (also in Category 5) as a predictor of recreational use, the two models can potentially be used in tandem. This comparison makes it easier to spot potential model linkages.
All EM Descriptors
This selection allows a more detailed comparison of EMs by model characteristics other than their variables. The 50-or-so EM descriptors for each model are presented, side-by-side, in the following categories:
- EM Identity and Description
- EM Modeling Approach
- EM Locations, Environments, Ecology
- EM Ecosystem Goods and Services (EGS) potentially modeled, by classification system
EM Descriptors by Modeling Concepts
This feature guides the user through the use of the following seven concepts for comparing and selecting EMs:
- Conceptual Model
- Modeling Objective
- Modeling Context
- Potential for Model Linkage
- Feasibility of Model Use
- Model Certainty
- Model Structural Information
Though presented separately, these concepts are interdependent, and information presented under one concept may have relevance to other concepts as well.
EM Identity and Description
EM ID
em.detail.idHelp
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EM-1012 |
EM Short Name
em.detail.shortNameHelp
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CMAQ community multiscale air quality model |
EM Full Name
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Science Algorithms of the EPA Models-3 Community Multi-scale Air Quality (CMAQ) Modeling System |
EM Source or Collection
em.detail.emSourceOrCollectionHelp
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US EPA |
EM Source Document ID
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478 |
Document Author
em.detail.documentAuthorHelp
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Byun, D.W. and J.K.S. Ching |
Document Year
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1999 |
Document Title
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Science Algorithms of the EPA Models-3 Community Multi-scale Air Quality (CMAQ) Modeling System. |
Document Status
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Peer reviewed and published |
Comments on Status
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Published EPA report |
EM ID
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EM-1012 |
https://github.com/USEPA/CMAQ/blob/main/DOCS/Users_Guide/README.md | |
Contact Name
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D. W. BYUN |
Contact Address
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Atmospheric Modeling Division National Exposure Research Laboratory U.S. Environmental Protection Agency Research Triangle Park, NC 27711 |
Contact Email
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bdx@hpcc.epa.gov |
EM ID
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EM-1012 |
Summary Description
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Models-3 is a flexible software system that provides a user-interface framework for CMAQ air quality modeling applications and tools for analysis, management of model input/output, and visualization of data. The Models-3 framework relies on two modeling systems to provide the meteorological and emissions data needed for air quality modeling. With this data, the Models-3 CMAQ modeling system can be used for urban and regional scale air quality simulation of tropospheric ozone, acid deposition, visibility, and particulate matter (PM2.5 and PM10). The meteorological and emissions modeling systems that are provided with the current release of Models-3 will be described in this document. However, CMAQ is designed as an open system where alternative models can be used to generate the data. |
Specific Policy or Decision Context Cited
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None provided |
Biophysical Context
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NA |
EM Scenario Drivers
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NA |
EM ID
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EM-1012 |
Method Only, Application of Method or Model Run
em.detail.methodOrAppHelp
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Method + Application |
New or Pre-existing EM?
em.detail.newOrExistHelp
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New or revised model |
Related EMs (for example, other versions or derivations of this EM) described in ESML
EM ID
em.detail.idHelp
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EM-1012 |
Document ID for related EM
em.detail.relatedEmDocumentIdHelp
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None |
EM ID for related EM
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EM-1019 | EM-1020 | EM-1021 |
EM Modeling Approach
EM ID
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EM-1012 |
EM Temporal Extent
em.detail.tempExtentHelp
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Not applicable |
EM Time Dependence
em.detail.timeDependencyHelp
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time-dependent |
EM Time Reference (Future/Past)
em.detail.futurePastHelp
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Not applicable |
EM Time Continuity
em.detail.continueDiscreteHelp
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continuous |
EM Temporal Grain Size Value
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Not applicable |
EM Temporal Grain Size Unit
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Not applicable |
EM ID
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EM-1012 |
Bounding Type
em.detail.boundingTypeHelp
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Geopolitical |
Spatial Extent Name
em.detail.extentNameHelp
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United States |
Spatial Extent Area (Magnitude)
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>1,000,000 km^2 |
EM ID
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EM-1012 |
EM Spatial Distribution
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spatially distributed (in at least some cases) |
Spatial Grain Type
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grid cells |
Spatial Grain Size
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32km |
EM ID
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EM-1012 |
EM Computational Approach
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Analytic |
EM Determinism
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deterministic |
Statistical Estimation of EM
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EM ID
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EM-1012 |
Model Calibration Reported?
em.detail.calibrationHelp
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Not applicable |
Model Goodness of Fit Reported?
em.detail.goodnessFitHelp
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Yes ?Comment:For particulate matter goodness of fit |
Goodness of Fit (metric| value | unit)
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Model Operational Validation Reported?
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Yes |
Model Uncertainty Analysis Reported?
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Unclear |
Model Sensitivity Analysis Reported?
em.detail.sensAnalysisHelp
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Unclear |
Model Sensitivity Analysis Include Interactions?
em.detail.interactionConsiderHelp
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Not applicable |
EM Locations, Environments, Ecology
Terrestrial location (Classification hierarchy: Continent > Country > U.S. State [United States only])
EM-1012 |
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Marine location (Classification hierarchy: Realm > Region > Province > Ecoregion)
EM-1012 |
None |
Centroid Lat/Long (Decimal Degree)
EM ID
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EM-1012 |
Centroid Latitude
em.detail.ddLatHelp
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38.79 |
Centroid Longitude
em.detail.ddLongHelp
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106.53 |
Centroid Datum
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WGS84 |
Centroid Coordinates Status
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Estimated |
EM ID
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EM-1012 |
EM Environmental Sub-Class
em.detail.emEnvironmentalSubclassHelp
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Atmosphere |
Specific Environment Type
em.detail.specificEnvTypeHelp
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Land-sea-air interface |
EM Ecological Scale
em.detail.ecoScaleHelp
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Not applicable |
Scale of differentiation of organisms modeled
EM ID
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EM-1012 |
EM Organismal Scale
em.detail.orgScaleHelp
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Not applicable |
Taxonomic level and name of organisms or groups identified
EM-1012 |
None Available |
EnviroAtlas URL
EM-1012 |
Average Annual Daily Potential Solar Energy, Average Annual Precipitation, Agricultural water use (million gallons/day), Average Annual Daily Potential Wind Energy |
EM Ecosystem Goods and Services (EGS) potentially modeled, by classification system
CICES v 4.3 - Common International Classification of Ecosystem Services (Section > Division > Group > Class)
EM-1012 |
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<a target="_blank" rel="noopener noreferrer" href="https://www.epa.gov/eco-research/national-ecosystem-services-classification-system-nescs-plus">National Ecosystem Services Classification System (NESCS) Plus</a>
(Environmental Subclass > Ecological End-Product (EEP) > EEP Subclass > EEP Modifier)
EM-1012 |
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