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Nursery Development

Agroforestry Plantations

CRU Issuance

Value Chain Development

Capacity Building

High-resolution images from MAXAR satellites (WorldView-2 and 3, GeoEye-1)

Ortho-rectification to eliminate distortions

Satellite Data Acquisition

Satellite Data Acquisition

Selection of NIR, Red, and Green bands

Pan-sharpening for enhanced detail and increase resolution

Classification and delineation of individual tree crowns using machine learning

Remote Sensing and Image Processing

Use of deep learning models (e.g., ResNet) to segment and identify tree crowns

Generation of tree crown polygons

Calculation of crown projected area (CPA)

Machine Learning

Ground calibration: measurement of tree crown area (CA) and stem diameter (DBH) from sample plots

Geo-tagging and tree identification with GPS

Field Data Collection

Field Data Collection

Regression allometry model relating tree crown area (CPA) to stem diameter (DBH) to estimate DBH from the satellite measurements of crown dimensions

Use remote sensing and allometry estimated DBH calculate biomass of every tree.  

Allometric Model Development

Use of DBH-based equations (e.g., from the Forest Survey of India) to estimate tree biomass

Carbon is estimated as half of biomass

Carbon Estimation

High-resolution images from MAXAR satellites (WorldView-2 and 3, GeoEye-1)

Ortho-rectification to eliminate distortions

Satellite Data Acquisition

Satellite Data Acquisition

Selection of NIR, Red, and Green bands

Pan-sharpening for enhanced detail and increase resolution

Classification and delineation of individual tree crowns using machine learning

Remote Sensing and Image Processing

Use of deep learning models (e.g., ResNet) to segment and identify tree crowns

Generation of tree crown polygons

Calculation of crown projected area (CPA)

Machine Learning

Ground calibration: measurement of tree crown area (CA) and stem diameter (DBH) from sample plots

Geo-tagging and tree identification with GPS

Field Data Collection

Field Data Collection

Regression allometry model relating tree crown area (CPA) to stem diameter (DBH) to estimate DBH from the satellite measurements of crown dimensions

Use remote sensing and allometry estimated DBH calculate biomass of every tree.  

Allometric Model Development

Use of DBH-based equations (e.g., from the Forest Survey of India) to estimate tree biomass

Carbon is estimated as half of biomass

Carbon Estimation

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