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Distributed energy resource and infrastructure
assessment using overhead imagery
Image: NASA
Research Vision
Global energy
infrastructure
sustainably
Supply
Demand
1
2
3
Transmission & Distribution
Access4
1 Distributed energy supply
Goal: locations power
capacity energy generation
More
Less
Estimating Energy from Distributed Solar Using Satellite Imagery
Solar PV Data
Convolutional Neural Networks
Sample Results
Capacity & Energy Estimation
NREL, 2008
Results
City Precision Recall F1 score
Overall 0.76 0.77 0.76
Installed solar PV capacity estimates
More
Less
0.89
Automated estimates of residential solar PV capacity
for CT municipalities
2 Transmission & Distribution
Substation Transmission Distribution
Over 800 million people lack electricity access
Transmission Data
Results
0.15 meter, Airborne(proprietary)
0.3 meter, SatelliteWorldView-3 & 4 (proprietary)
0.5 meter, Satellite WorldView-1 & 2 (proprietary)
10 meter, SatelliteSentinel (free, extent: global)
1 meter, AirborneNAIP (free, extent: USA)
3 meter, SatellitePlanet CubeSats (proprietary)
Challenge #1
Data
resolution
and
availability
Hartford, CTTucson, AZ
Colwich, KS Clyde, NC
Challenge #2
Geographic
diversity
ENERGYdata analytics lab
For questions, contact Kyle Bradbury ([email protected])
References