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作 者:Jin Feng Li Yu Feng Lin Hong Bo Yao Ju Yuan Xu Keke Zhang
机构地区:[1]Macao Institute of Space Technology and Application,Macao University of Science and Technology,Macao 999078,China [2]Department of Earth and Space Sciences,Southern University of Science and Technology,Shenzhen 518055,China
出 处:《Earth and Planetary Physics》2025年第3期577-585,共9页地球与行星物理(英文版)
基 金:supported by the National Natural Science Foundation of China (12250012,42250101);the Macao Foundation。
摘 要:The core-surface flow is crucial for understanding the dynamics of the Earth's outer core and geomagnetic secular variations.Conventional core flow models often use a single set of spherical harmonic coefficients to represent the flow both inside and outside the tangent cylinder,inherently imposing continuity across the tangent cylinder around the solid inner core.To address this limitation,we present a core-surface flow inversion framework based on physics-informed neural networks.This framework employs distinct neural network representations for the flow inside and outside the tangent cylinder,allowing for discontinuities as the flow crosses the tangent cylinder.Additionally,it incorporates secular acceleration data to constrain the temporal evolution of the core flow.Using this inversion framework,we derive a new core-surface flow model spanning 2001 to 2024 from a geomagnetic model,incorporating the latest magnetic data from Swarm satellites and Macao Science Satellite-1.The recovered model reveals persistent large-scale circulation linked to westward drift,significant temporal variations in the equatorial Pacific,and distinct jet-like structures at the poles.The inversion also reveals a large-scale wave pattern in equatorial azimuthal flow acceleration,corresponding to observed geomagnetic jerks and likely resulting from quasi-geostrophic magneto-Coriolis waves.Additionally,the framework infers small-scale magnetic fields at the core-mantle boundary,highlighting split flux concentrations and localized high-latitude patches.
关 键 词:Macao Science Satellite-1 PINNs core-surface flow rapid time variations
分 类 号:P318[天文地球—固体地球物理学]
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