Engagements,
engineered.
Sensor Integration & Calibration
Integration of photonic LiDAR, hyperspectral and multispectral payloads on airborne, terrestrial, and orbital platforms. Radiometric and geometric calibration, co-registration, and time synchronization.
- · Integration plan
- · Calibration report
- · Flight/mission checklists
Point Cloud & Imagery Processing
Classification, filtering, LOD2–LOD5 reconstruction, feature extraction, vectorization, and fusion with spectral datasets. Automated QC and delivery pipelines.
- · Classified point clouds
- · DTM / DSM / CHM
- · 3D city / corridor models
GeoAI Model Development
Bespoke ML pipelines — CNNs, ensembles, SVMs, spatial interaction and gravity models — trained on your data with rigorous cross-validation and uncertainty reporting.
- · Model + artifacts
- · Validation report
- · Inference deployment
Hazard & Decision Systems
Flood, wildfire, levee failure, disease and infrastructure-risk pipelines. MCDA (AHP / TOPSIS) frameworks for transportation, investment, and policy decisions.
- · Risk maps
- · Scenario dashboards
- · Decision briefs
Research Partnerships
Co-authored research with universities, national labs, and agencies. Applied method development with publication-quality rigor.
- · Joint publications
- · Open methods
- · Reproducible pipelines
Custom Photonic Systems
Fiber laser source design, coherent (FMCW) LiDAR prototyping, mid-IR sensing heads, and optical cavity design for targeted measurement problems.
- · Design package
- · Prototype HW
- · Bench validation