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
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EM-647 |
EM Short Name
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EcoAIM v.1.0 APG, MD |
EM Full Name
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EcoAIM v.1.0, Aberdeen Proving Ground, MD |
EM Source or Collection
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None |
EM Source Document ID
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374 |
Document Author
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Booth, P., Law, S. , Ma, J. Turnley, J., and J.W. Boyd |
Document Year
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2014 |
Document Title
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Implementation of EcoAIM - A Multi-Objective Decision Support Tool for Ecosystem Services at Department of Defense Installations |
Document Status
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Peer reviewed and published |
Comments on Status
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Published report |
EM ID
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EM-647 |
Not applicable | |
Contact Name
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Pieter Booth |
Contact Address
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Exponent Inc., Bellevue WA |
Contact Email
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pbooth@ramboll.com |
EM ID
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EM-647 |
Summary Description
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[ABSTRACT: "This report describes the demonstration of the EcoAIM decision support framework and GIS-based tool. EcoAIM identifies and quantifies the ecosystem services provided by the natural resources at the Aberdeen Proving Ground (APG). A structured stakeholder process determined the mission and non-mission priorities at the site, elicited the natural resource management decision process, identified the stakeholders and their roles, and determine the ecosystem services of priority that impact missions and vice versa. The EcoAIM tool was customized to quantify in a geospatial context, five ecosystem services – vista aesthetics, landscape aesthetics, recreational opportunities, habitat provisioning for biodiversity and nutrient sequestration. The demonstration included a Baseline conditions quantification of ecosystem services and the effects of a land use change in the Enhanced Use Lease parcel in cantonment area (Scenario 1). Biodiversity results ranged widely and average scores decreased by 10% after Scenario 1. Landscape aesthetics scores increased by 10% after Scenario 1. Final scores did not change for recreation or nutrient sequestration because scores were outside the boundaries of the baseline condition. User feedback after the demonstration indicated positive reviews of EcoAIM as being useful and usable for land use decisions and particularly for use as a communication tool. " |
Specific Policy or Decision Context Cited
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None reported |
Biophysical Context
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Chesapeake bay coastal plain, elev. 60ft. |
EM Scenario Drivers
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N/A |
EM ID
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EM-647 |
Method Only, Application of Method or Model Run
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Method + Application |
New or Pre-existing EM?
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New or revised model |
Related EMs (for example, other versions or derivations of this EM) described in ESML
EM ID
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EM-647 |
Document ID for related EM
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None |
EM ID for related EM
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None |
EM Modeling Approach
EM ID
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EM-647 |
EM Temporal Extent
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2014 |
EM Time Dependence
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time-stationary |
EM Time Reference (Future/Past)
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Not applicable |
EM Time Continuity
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Not applicable |
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-647 |
Bounding Type
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Geopolitical |
Spatial Extent Name
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Aberdeen Proving Ground |
Spatial Extent Area (Magnitude)
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100-1000 km^2 |
EM ID
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EM-647 |
EM Spatial Distribution
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spatially distributed (in at least some cases) ?Comment:500m x 500m is also used for some computations. The evaluation does include some riparian buffers which are linear features along streams. |
Spatial Grain Type
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area, for pixel or radial feature |
Spatial Grain Size
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100m x 100m |
EM ID
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EM-647 |
EM Computational Approach
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Numeric |
EM Determinism
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deterministic |
Statistical Estimation of EM
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EM ID
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EM-647 |
Model Calibration Reported?
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No ?Comment:Nutrient sequestion submodel ( EPA's P8 model has been long used) |
Model Goodness of Fit Reported?
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Not applicable |
Goodness of Fit (metric| value | unit)
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None |
Model Operational Validation Reported?
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No |
Model Uncertainty Analysis Reported?
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No |
Model Sensitivity Analysis Reported?
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Unclear ?Comment:Just cannot tell, but no mention of sensitivity was made. |
Model Sensitivity Analysis Include Interactions?
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Not applicable |
EM Locations, Environments, Ecology
Terrestrial location (Classification hierarchy: Continent > Country > U.S. State [United States only])
EM-647 |
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Marine location (Classification hierarchy: Realm > Region > Province > Ecoregion)
EM-647 |
None |
Centroid Lat/Long (Decimal Degree)
EM ID
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EM-647 |
Centroid Latitude
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39.46 |
Centroid Longitude
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76.12 |
Centroid Datum
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WGS84 |
Centroid Coordinates Status
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Estimated |
EM ID
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EM-647 |
EM Environmental Sub-Class
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Aquatic Environment (sub-classes not fully specified) | Rivers and Streams | Inland Wetlands | Lakes and Ponds | Forests | Created Greenspace | Grasslands | Scrubland/Shrubland |
Specific Environment Type
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Coastal Plain |
EM Ecological Scale
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Ecological scale is finer than that of the Environmental Sub-class |
Scale of differentiation of organisms modeled
EM ID
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EM-647 |
EM Organismal Scale
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Not applicable |
Taxonomic level and name of organisms or groups identified
EM-647 |
None Available |
EnviroAtlas URL
EM-647 |
GAP Ecological Systems, Percent IUCN Status II, Ecosystem Markets: Imperiled Species and Habitats, Total Annual Reduced Nitrogen Deposition |
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-647 |
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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-647 |
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