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Examples of projects on aerial and satellite mapping of vegetation Name: Taras Kazantsev Role: project coordinator and executer at Drone.UA UAV platforms: single-wing plane and multirotor Sensors and data sources: RGB and NIR modified camera, multispectral camera, thermal camera, hyperspectral spectrometer, satellite images. Software: Pix4D, Agisoft Photoscan, ArcGis, QGis, Global Mapper, Photoshop DRONE.UA examples of UAV and satellite data projects

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Page 1: drone present

Examples of projects on aerial and satellite mapping of vegetation

Name: Taras Kazantsev

Role: project coordinator and executer at Drone.UA

UAV platforms: single-wing plane and multirotor

Sensors and data sources: RGB and NIR modified camera, multispectral camera, thermal camera, hyperspectral spectrometer, satellite images.

Software: Pix4D, Agisoft Photoscan, ArcGis, QGis, Global Mapper, Photoshop

DRONE.UA examples of UAV and satellite data projects

Page 2: drone present

Zoning of crop status based on NDVI map obtained with NIR-modified camera

RGB

NIR-GB

DRONE.UA examples of UAV and satellite data projects

Page 3: drone present

Plants metrics based on sub-cm resolution data from RGB camera

Projective cover and level of flowering

Plants heights and volume

Plants count

DRONE.UA examples of UAV and satellite data projects

Page 4: drone present

Classification of vegetation

DRONE.UA examples of UAV and satellite data projects

Page 5: drone present

Weeds detection by sub-cm resolution aerial survey and computer vision

DRONE.UA examples of UAV and satellite data projects

Page 6: drone present

Tracking growth dynamics using NIR-modified camera and biochemical analysis in ground control points

DRONE.UA examples of UAV and satellite data projects

Page 7: drone present

Vegetation index maps obtained with UAV-based multispectral camera MicaSense RedEdge

RGB

gNDVI

NDVI

EVI

DRONE.UA examples of UAV and satellite data projects

Page 8: drone present

Airborne reflectance measurements of test crops with Aavaspec Mini spectrometer

DRONE.UA examples of UAV and satellite data projects

Page 9: drone present

Study of cooling effect of urban greening by aerial thermal mapping with Flir Vue Pro camera

DRONE.UA examples of UAV and satellite data projects

Page 10: drone present

Regular large-scale crop monitoring with Sentinel-2 satellite images

DRONE.UA examples of UAV and satellite data projects