Delivered work

Projects

Numbers attached to every claim. Each case study states the challenge, the method, what the client received, and the measured result.

5 case studies

The record

Classified 3D corridor scene with canopy, structures, roads, and conductors labelled

42.9° N · 85.6° W

Utility corridor inventory from a single flight

Capability demonstration on a live transmission corridor

Conductors identified from one pass
14
Conductors identified from one pass
Clearance reported in metres
per span
Clearance reported in metres
Delivery format
1 URL
Delivery format
Plate 02 · Aquifer stress

38.0° N · 100.0° W

Machine learning for groundwater management across U.S. agricultural regions

Center for Robust Decision Making on Climate and Energy Policy (RDCEP), University of Chicago

Prediction accuracy
R² > 0.85
Prediction accuracy
Monitoring wells
900K+
Monitoring wells
Study area
450,000 km²
Study area
Plate 03 · Canopy stress

40.8° N · 77.9° W

Field-speed plant stress detection from spectral data

Croptix Inc., agricultural technology company

Classification accuracy
92.3%
Classification accuracy
Field detection time
< 30 s
Field detection time
Cost reduction vs lab
85%
Cost reduction vs lab
Plate 04 · Delta salinity

20.3° N · 85.8° E

Groundwater flow modeling for a coastal delta

Mahanadi Delta study, Odisha, India

Model performance
NSE > 0.78
Model performance
Delta modeled
3,500 km²
Delta modeled
Simulation record
15 yr
Simulation record
SAR-derived soil moisture map over center-pivot fields, wet pivots in blue, dry corners in red

40.5° N · 98.9° W

Soil moisture monitoring through cloud cover

Capability demonstration on active irrigation districts

m³/m³ moisture range resolved
0.05-0.45
m³/m³ moisture range resolved
Radar sees through cloud
all-weather
Radar sees through cloud
Per-pivot resolution
field scale
Per-pivot resolution

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