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Distributed Observation Allocation for a Large-Scale Constellation

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DataCite Commons2024-05-07 更新2025-04-16 收录
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http://dataverse.jpl.nasa.gov/citation?persistentId=doi:10.48577/jpl.BLSHOR
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Increased space and ground sensing are enabling new measurements of a wide range of Earth Science phenomena, including volcanism, flooding, wildfires, and weather. Large-scale observation constellations of hundreds of assets already exist (e.g. Planet Dove) with several constellations of tens of thousands of assets planned. New challenges exist to rapidly assimilate available data and to optimize measurements (e.g. direct assets) to best observe complex, dynamic spatiotemporal Earth Science phenomena. We describe automated centralized and distributed Artificial Intelligence/Multi Agent methods to allocate observations in a constellation and compare their performance using realistic orbits and observation request distributions.
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2023-03-12
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