Name: Nighttime-Fire-Flare
License: There are no restrictions on the use of this data.

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

Description

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.

License

There are no restrictions on the use of this data.

How to Cite

Nighttime-Fire-Flare was accessed on DATE from https://registry.opendata.aws/black_marble_combustion.

Usage Examples

Publications

NASA SMD AI Workshop Report by SMD Artificial Intelligence Machine Learning (AI/ML) Working Group
Potentially underestimated gas flaring activities—a new approach to detect combustion using machine learning and NASA's Black Marble product suite by Srija Chakraborty, Tomohiro Oda, Virginia Kalb, Zhuosen Wang, Miguel O Román

Resources on AWS

Description

NASA Black Marble Combustion Detections, Earth Science Training Data

Resource type

S3 Bucket

Amazon Resource Name (ARN)

arn:aws:s3:::us-west-2.opendata.source.coop/vnp46a1_thermal_anomaly/

AWS Region

us-west-2

AWS CLI Access (No AWS account required)

aws s3 ls --no-sign-request s3://us-west-2.opendata.source.coop/vnp46a1_thermal_anomaly/

Nighttime-Fire-Flare