4 papers
Fully Automatic Trace Gas Plume Detection
VÃt RůžiÄka, David R. Thompson, Jay E. Fahlen +13
Future imaging spectrometers will expand contemporary data volumes by orders of magnitude, requiring automated methods to upscale labor-intensive detection of trace gas point sourc…
Global monitoring of methane point sources using deep learning on hyperspectral radiance measurements from EMIT
Vishal V. Batchu, Michelangelo Conserva, Alex Wilson +5
Anthropogenic methane (CH4) point sources are critical drivers of near-term climate forcing, safety hazards, and system-inefficiencies. Space-based imaging spectroscopy is an emerg…
Towards Operational Automated Greenhouse Gas Plume Detection and Delineation
Brian D. Bue, Jake H. Lee, Andrew K. Thorpe +7
Operational deployment of a fully automated facility-scale greenhouse gas (GHG) plume detection system remains challenging for fine spatial resolution imaging spectrometers, despit…
Multi-Platform Methane Plume Detection via Model and Domain Adaptation
Vassiliki Mancoridis, Brian Bue, Jake H. Lee +5
Prioritizing methane for near-term climate action is crucial due to its significant impact on global warming. Previous work used columnwise matched filter products from the airborn…