Greenhouse Gas Emission

Greenhouse gas emission research focuses on accurately quantifying and predicting emissions to inform climate change mitigation strategies. Current efforts utilize machine learning, including vision transformers and large language models, to analyze satellite imagery, improve national emissions inventories, and even estimate corporate emissions where reporting is incomplete. These advancements offer improved accuracy and efficiency in monitoring and modeling emissions across various sectors, from energy production to product lifecycles, providing crucial data for policymakers and researchers. The ultimate goal is to enhance our understanding of emission sources and develop more effective strategies for reducing their impact.