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Google AI uses deep learning to map global methane emissions from space

Google Research has developed a deep-learning framework called MAPL-EMIT to automate the detection and quantification of methane plumes from satellite data. This new approach, detailed in a PNAS publication, significantly improves upon existing methods by achieving an 84% recall rate on expert-annotated plumes. To facilitate broader use, Google is releasing the trained model, a global plume database, and an inference library. AI

IMPACT Enables more accurate and scalable tracking of potent greenhouse gas emissions, supporting global climate action efforts.

RANK_REASON Publication of a new deep-learning framework for methane detection in a peer-reviewed journal. [lever_c_demoted from research: ic=1 ai=1.0]

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Google AI uses deep learning to map global methane emissions from space

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41 / 100
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Publication of a new deep-learning framework for methane detection in a peer-reviewed journal. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. Google AI / Research TIER_1 English(EN) ·

    Mapping global methane emissions from space with deep learning

    Climate & Sustainability