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Mapping Vegetation Structure Using Lidar
ICESat/GLAS, MODIS, C#, PostGIS, ENVI, IDL, ArcGIS, Manifold.NET
 


Estimated vertical distribution of vegeration height within 500m areas in North America, based on satellite-based lidar measurements and grouped by distribution type (part of dissertation project, CUNY, in progress).
 

Satellite / Airborne Lidar Analysis
ICESat/GLAS, Airborne Lidar, C#, PostGIS
 


Validation of satellite lidar processing algorithms against airborne lidar (part of dissertation project, CUNY, in progress). The ellipse is the footprint of a GLAS lidar waveform capturing foliage distribution (x, y, z in meters) in Cunningham Park, Queens. The points are coincident airborne lidar returns sized by return intensity and colored by a gaussian function of distance from the center of the footprint, to simulate the horizontal distribution of energy returned to the GLAS sensor.
 

Solar Radiation Modeling for the New York City Solar Map
C#, PostGIS, ArcGIS
 


Sample estimated insolation, based on airborne lidar data (CARSI, Sustainable CUNY), calculated at 1m scale for all of New York City; data also used in the IBM Think Exhibit.
 

Map Usage Patterns
SharpMap, C#, PostGIS
 


Dynamic time-line map of activity on the NYC Solar Map.
 

Locating Urban Trees Using Lidar
MASSGIS lidar data and orthophotos, C#, PostGIS, KML, Manifold.NET
 


Results of tree-finding algorithm displayed in Google Earth with extruded building footprints, both based on Lidar data.
 

Transpiration from EVI and Temperature
MODIS EVI/LST products, C#, PostGIS, Manifold.NET
 


Transpiration in the Northeast US estimated from regression equations derived from flux tower measurements, satellite-based enhanced vegetation index, and temperature.
 

Daily Northern Hemisphere Snow Depth
NSIDC EASEGRID products, C#, MatLab, IDL, ArcGIS
 


Daily snow depth for 2002-2009 interpolated from weather station data (Cryospheric Processes and Remote Sensing Laboratory).

 

Biomass Burning
MASSGIS orthophotos, Landsat imagery, C#, ArcGIS, Manifold.NET


Animation of forest consumption by proposed biomass generators (Mass Forest Watch).
 

Lidar / Thermal Mapping
MASSGIS lidar and orthophotos, Landsat imagery, C#, PostGIS, Manifold.NET


A map of the urban thermal landscape in suburban Boston showing the correlations between land cover and urban heat, based on Landsat and lidar data.
 

Aster Inventory
ASTER imagery, C#, MatLab, PostGIS


A Google Earth KML interface for browsing ASTER satellite images of supraglacial meltwater lakes in Greenland (lighter means less meltwater; border color is month of year; altitude is year) (Cryospheric Processes and Remote Sensing Laboratory)
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Landsat Interpolator
Landsat imagery, MatLab


Utility to interpolate pixels missing from Landsat ETM+ imagery.
 

Modeled Versus Measured Sea Ice Extent
NSIDC EASEGRID products, EDGCM, C#


Left is polar view of NIC January 2003 ice chart; center is model output monthly average for January, 2003; right is difference image.
 

Cellular Automaton Rule Extraction
C#


A system for encoding and traversing the "rule space" of cellular automata models extracted from daily West Nile Virus risk rasters (CARSI).
 

Quadtree Index
C#


A quadtree-based raster comparison metric for binary images that measures their similarity simultaneously at multiple scales, without regard to orientation.

 

AVHRR Time Series
AVHRR data, C#


An analysis of time-series vegetation data derived from AVHRR satellite imagery that validated the observed increase in northern hemisphere vegetation from 1981 to 2001, as reflected in the growing season length.