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anomaly detection classification disaster response earth observation environmental NASA SMD AI satellite imagery socioeconomic urban


Detection of nighttime combustion (fire and gas flaring) from daily top of atmosphere data from NASA's Black Marble VNP46A1 product using VIIRS Day/Night Band and VIIRS thermal bands.

Update Frequency

New combustion detections are added whenever it is available and with model updates.


There are no restrictions on the use of this data.


Managed By

USRA and NASA Black Marble

See all datasets managed by USRA]( and [NASA Black Marble.


How to Cite

Nighttime-Fire-Flare was accessed on DATE from

Usage Examples


Resources on AWS

  • Description
    NASA Black Marble Combustion Detections, Earth Science Training Data
    Resource type
    S3 Bucket
    Amazon Resource Name (ARN)
    AWS Region
    AWS CLI Access (No AWS account required)
    aws s3 ls --no-sign-request s3://

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