Applied investigations
Field Labs
Work from an explicit scientific question through processing, quality control, interpretation and a portfolio-ready result. Each lab keeps its own dataset, evidence boundary and non-claims.
- Field Lab06
Satellite change detection
Track recovery after a fire
Build a reproducible Sentinel-2 investigation of disturbance and multi-year spectral vegetation recovery after the 2021 northern Evia wildfire.
- Sentinel-2
- NBR / dNBR
- Google Earth Engine
- Recovery uncertainty
- Field Lab07
UAV remote sensing
Plan, fly and process an eBee mission
Follow a chronological 22-step tutorial from ecological mission planning and field preparation through eMotion, PPK/GCP, Pix4D products, final QA and an analysis-ready handoff.
- eBee X
- Sequoia + Duet T
- PPK / GCP
- Pix4D
- Mission → handoff
- Field Lab08
Synthetic aperture radar
Map wetland inundation with Sentinel-1
Build a comparable SAR scene stack, preserve measurement scale, validate a candidate-inundation rule and communicate uncertainty without treating dark pixels as proof.
- Sentinel-1
- VV / VH
- Backscatter
- Validation
- Uncertainty
- Field Lab09
Three-dimensional remote sensing
Build defensible LiDAR canopy structure
Audit point density and classification, establish terrain, normalize height, derive structural metrics and validate the final quantity at compatible support.
- LAS / LAZ
- Point QA
- DTM / CHM
- Height metrics
- Vertical accuracy
- Field Lab10
Imaging spectroscopy
Build a hyperspectral evidence pipeline
Audit cube metadata and bad bands, connect spectra to compatible reference samples, prevent leakage and publish predictions with uncertainty and applicability.
- Spectral cube
- Bad-band QA
- Mixed pixels
- Fold-safe features
- Applicability
- Advanced lessonTIR
Thermal infrared remote sensing
From emitted radiance to a defensible temperature claim
Separate radiance, brightness temperature and land-surface temperature; audit emissivity, atmosphere, scale, QA and support before making an ecological interpretation.
- Thermal radiance
- Emissivity
- Landsat ST
- ECOSTRESS
- Validation