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Hydrology using Geospatial tools
Evapotranspiration Estimates
Gap FIlling DATA With A.I. Artificial Intelligence (Python Keras) DeepLearning
Evapotranspiration Estimates
Gap FIlling DATA With A.I. Artificial Intelligence (Python Keras) DeepLearning
Three stations, one with a data gap. Produced estimates to fill missing data from a Python Keras method using Jupyter notebooks.
Isotope Hydrology
Isotope Hydrology
Water isotopes are an excellent tool for tracking and quantifying source waters in the hydrologic cycle.
Here, different sources are identified by their isotopic signatures.
Precipitation Estimates
Gap FIlling DATA With A.I. Artificial Intelligence (Python Keras) DeepLearning
Precipitation Estimates
Gap FIlling DATA With A.I. Artificial Intelligence (Python Keras) DeepLearning
With a historical dataset, an A.I. gap-filling method accurately estimates observations. Can be applied to precipitation, evapotranspiration, or any observation data where you have multiple sources and a need to estimate missing data gaps from anomalies or equipment breakdowns.
Fred Colonial Farm, Tarboro NC
Fred Colonial Farm, Tarboro NC
Digital Elevation Model used to produce a catchment/drainage network. Aids with runoff load estimations for tributaries flowing to the Tar River.
Lidar Point Cloud Makes DEM
Lidar Point Cloud Makes DEM
Lidar Point cloud survey transformed into a merged and re-projected Digital Elevation Model
Terrain AnalySis Using strahler order
Terrain AnalySis Using strahler order
DEM basemap used to produce a hierarchy of streams from the headwaters (high elevation) to the discharge point.
Watershed Delineation
Watershed Delineation
Terrain analysis using inputs from a digital elevation model and strahler order network for determining runoff behavior.
The Fred Farm includes a 70 acre watershed.
Development within this watershed will significantly alter the streamflow conditions.
Low Flow Analysis
Low Flow Analysis
NC20210927021051284000 - Little Fishing Creek, near White Oak, NC.
36.18707, -77.87569 - HUC - 03020102
Watershed is 175 sq miles and is located west of the Fall-Line. The land-use distribution is 68% forested, and less than 1% developed as an impervious area.
Streamflow is seasonal, and as a result, has two 7Q10's;
1.4 cfs during the dry season
9.1 cfs during the wet season
PYSPARK with Hydrology
PYSPARK with Hydrology
Coming Soon
ET and Co2 Validation
ET and Co2 Validation
Applying an eddy covariance method to microclimate observations will provide one with direct measurements of CO2 and Evapotranspiration. Such practices will aid in the validation of carbon credits, and the ET measurements will assist in accurate water budget estimations.
CO2 Calibration Gas Analyzer
CO2 Calibration Gas Analyzer
Annual Gas Analyzer calibration with CO2 standard.
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