Science & Tech

Google and NASA Launch AI Model to Track Methane Emissions

Liam O'Brien
By Liam O'Brien
Sep 18, 2026 • 2 min read
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In brief

Google and NASA’s Jet Propulsion Laboratory have launched the MAPL-EMIT AI model, designed to track global methane emissions. This model utilizes data from NASA’s EMIT instrument on the International Space Station and was introduced in a study published in the Proceedings of the National Academy of Sciences. It automates the detection of methane sources, uncovering over 23,000 hidden plumes globally, including many significant emitters.

Google and NASA Launch AI Model to Track Methane Emissions
Pasadena, USASource: Ahimsa.tv

Google and NASA have collaborated to develop the MAPL-EMIT artificial intelligence model, which enables tracking of global methane emissions from space. This innovative tool utilizes data from NASA’s Earth Surface Mineral Dust Source Investigation (EMIT) instrument, mounted on the exterior of the International Space Station. The MAPL-EMIT model aims to enhance the ability to identify and localize methane emissions, thereby facilitating more effective climate mitigation strategies. The introduction of this model was detailed in a study published in the Proceedings of the National Academy of Sciences earlier this month.

The MAPL-EMIT model addresses a significant challenge in climate science: the difficulty of accurately locating the sources of methane emissions. Traditional methods often fall short due to the complex and cluttered nature of landscapes. By employing advanced AI techniques and deep learning, the model automates the identification and localization of methane point sources. Trained on a dataset of 3.6 million physics-simulated methane plumes, the AI can now detect 50% more methane leaks than human experts and identify over 23,000 previously undetected methane plumes around the world.

Key stakeholders in this initiative include Google, NASA, and the scientific community, all committed to addressing climate change and its associated challenges. The collaboration with NASA builds on Google’s ongoing efforts to manage superpollutants, which are greenhouse gases significantly more harmful than carbon dioxide. Earlier this year, Google partnered with AI-driven recycling firm AMP to enhance its sustainability initiatives, aiming to generate carbon credits and reduce emissions from landfill waste.

The environmental benefits of the MAPL-EMIT model extend beyond merely tracking methane. By identifying major sources, including 24 of the 25 largest-emitting landfills globally, the model can inform targeted interventions to reduce emissions. Municipal solid waste landfills are recognized as a major contributor to methane emissions in the United States, making efforts to monitor and mitigate these emissions critical for achieving climate goals.

Looking ahead, the MAPL-EMIT model represents a significant leap forward in the use of AI for environmental monitoring. Future milestones may include expanding the model’s capabilities and integrating additional data sources to enhance its accuracy and effectiveness. The global significance of this initiative lies in its potential to transform how we understand and combat methane emissions, ultimately contributing to more robust climate action strategies worldwide.

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Liam O'Brien
Written by
Liam O'Brien
Environment Writer

Liam covers climate solutions and the people helping the planet heal.

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