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Images

Western Geographic Science Center images.

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A graphic depicting an image classification
A UAS Image Used in Data Classification
A UAS Image Used in Data Classification
A UAS Image Used in Data Classification

Example map showing UAS image (A) and resulting image classification (B). 

Aerial map of modeling area in the Nisqually River Delta
Aerial Map of Modeling Area in the Nisqually River Delta
Aerial Map of Modeling Area in the Nisqually River Delta
Aerial Map of Modeling Area in the Nisqually River Delta

Aerial map of modeling area in the Nisqually River Delta. Managed freshwater marsh at the southern end of the refuge is excluded. Inset: Black point on terrain map shows the location of Billy Frank Jr. Nisqually National Wildlife Refuge within Washington State (grey outline).

Aerial map of modeling area in the Nisqually River Delta. Managed freshwater marsh at the southern end of the refuge is excluded. Inset: Black point on terrain map shows the location of Billy Frank Jr. Nisqually National Wildlife Refuge within Washington State (grey outline).

Graphic of wells pads in the Colorado Plateau ecoregion
Well Pads in the Colorado Plateau
Well Pads in the Colorado Plateau
Well Pads in the Colorado Plateau

Density of oil and gas well pads per km2 in the Colorado Plateau ecoregion (including parts of Utah, Colorado and New Mexico) as counted in 2016. Oil/gas wells are particularly concentrated in this region with ~100,000 abandoned and current wells spanning 60 years of activity. These numbers are dramatically increasing with time.

Density of oil and gas well pads per km2 in the Colorado Plateau ecoregion (including parts of Utah, Colorado and New Mexico) as counted in 2016. Oil/gas wells are particularly concentrated in this region with ~100,000 abandoned and current wells spanning 60 years of activity. These numbers are dramatically increasing with time.

Two photos of an active well pad and an abandoned well pad
Active and Reclaimed Well Pads
Active and Reclaimed Well Pads
Active and Reclaimed Well Pads

An active oil and gas well pad and an abandoned pad being reclaimed (top left inset).

An active oil and gas well pad and an abandoned pad being reclaimed (top left inset).

A photo of a tidal forest of the Nisqually River Delta
Tidal Forest of the Nasqually River Delta
Tidal Forest of the Nasqually River Delta
Tidal Forest of the Nasqually River Delta

The tidal forests of the Nisqually River Delta become inundated to just below the trunk during the highest tides of the year.

The tidal forests of the Nisqually River Delta become inundated to just below the trunk during the highest tides of the year.

A carousel photo of energy pads
Energy Pads
Energy Pads
Energy Pads

Engergy pads in an arid enverionment

Engergy pads in an arid enverionment

Graphic of invasives increases after wind turbine construction
Invasives Increases After Wind Turbine Construction
Invasives Increases After Wind Turbine Construction
Invasives Increases After Wind Turbine Construction

Invasives index values before and after turbine construction compared to surrounding control areas (top). Green indicates turbines with higher index values in the period after construction, and yellow indicates no change or lower invasive index values after construction.

Invasives index values before and after turbine construction compared to surrounding control areas (top). Green indicates turbines with higher index values in the period after construction, and yellow indicates no change or lower invasive index values after construction.

A diagram of sampling approach for remote measurement of invasives around wind turbines.
Wind Turbine Sampling Approach
Wind Turbine Sampling Approach
Wind Turbine Sampling Approach

Sampling approach for remote measurements of invasives around wind turbines. 

An image depiction how remote sensing is used to sense soil erosion
How Remote Sensing Was Used To Detect Soil Erosion
How Remote Sensing Was Used To Detect Soil Erosion
How Remote Sensing Was Used To Detect Soil Erosion

Information from satellite imagery helped to differentiate areas vulnerable to soil erosion from off-highway vehicle use. For this study we developed a “P-factor” by scaling ground measurements of soil compaction to vehicle disturbances mapped from aerial imagery.

Information from satellite imagery helped to differentiate areas vulnerable to soil erosion from off-highway vehicle use. For this study we developed a “P-factor” by scaling ground measurements of soil compaction to vehicle disturbances mapped from aerial imagery.

A graphic showing well pads in the Colorado Plateau
Well pads in the Colorado Plateau
Well pads in the Colorado Plateau
Well pads in the Colorado Plateau

Location map of the Colorado Plateau ecoregion; ecoregion detail (A) with individual well sites identified by a black dot; Google Earth Pro aerial photography showing the footprint of oil and gas development at the landscape scale as small light colored patches (B); Google Earth Pro close-up of well pads and roads (C).

Location map of the Colorado Plateau ecoregion; ecoregion detail (A) with individual well sites identified by a black dot; Google Earth Pro aerial photography showing the footprint of oil and gas development at the landscape scale as small light colored patches (B); Google Earth Pro close-up of well pads and roads (C).

A graph depicting how an area changes through time with a well pad
How an area changes through time with a well pad
How an area changes through time with a well pad
How an area changes through time with a well pad

Graph showing A) Landsat time series of the Soil-Adjusted Total Vegetation Index (SATVI) from 1984-2011.

Photo of field crew
Field Crew
Field Crew
Field Crew

Field crew collecting validation information for remote sensing products.

Field crew collecting validation information for remote sensing products.

A photo of a field crew measuring density of grasses
Field Crew Measuring Density of Grasses
Field Crew Measuring Density of Grasses
Field Crew Measuring Density of Grasses

Field crew measuring cover of Lehmann Lovegrass (Eragrostis lehmanniana) and Boer Lovegrass (E. curvula var. conferta = E. chloromelas) in a desert grassland of southern Arizona. 

Field crew measuring cover of Lehmann Lovegrass (Eragrostis lehmanniana) and Boer Lovegrass (E. curvula var. conferta = E. chloromelas) in a desert grassland of southern Arizona. 

Photo of a desert landscape
Arid Landscape
Arid Landscape
Arid Landscape

Aerial view of a desert landscape

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