Instruments:

  1. YSI EXO3 Water Quality Sonde
  2. FieldSpec HandHeld 2 Spectroradiometer
  3. Trimble Pathfinder GPS Pro Series
  4. Garmin GPS (5 sets)
  5. Stevens Water Monitoring Systems (Soil Sensor)
  6. Davis Vantage Pro2
  7. Panasonic Toughbook
  8. FLIR Thermal Camera
  9. DJI Matrice 100
  10. DJI Mavic Pro
  11. RX-750 TBR Digital Laser Rangefinder (3 sets)
  12. Proster Digital Anemometer (2 sets)
  13. Binoculars Cobra
  14. Secchi Disk (4 sets)

 

Software tools:

  1. Shoreline extraction
  2. Image matching for ice velocity
  3. Coastal profile extraction
  4. Object-based urban analysis
  5. Object-based coastal analysis
  6. Image texture analysis
  7. Spatial-temporal data visualization and analysis
  8. Wavelet edge detection
  9. Segmentation
  10. Filtering
  11. Terrain slope and flow direction
  12. Local regression and local analysis
  13. Fractal dimension and stereo image
  14. Shoreline changes
  15. River channel geometry
  16. Distance transformation
  17. Quantify urban growth
  18. GeoCA
  19. Full constrained spectral unmixing
  20. ILWIS
  21. PolylineProfiling
  22. GWRForArcGIS
  23. Histogram
  24. IDW
  25. PFMABE
  26. ST Cokriging