Exploring Magnetic Fields in Molecular Clouds through Denoising Diffusion Probabilistic Models

Exploring Magnetic Fields in Molecular Clouds through Denoising Diffusion Probabilistic Models

Accurately measuring magnetic field strength in the interstellar medium, including giant molecular clouds, remains a significant challenge. We present a machine learning approach using denoising diffusion probabilistic models (DDPMs) to estimate magnetic field strength from synthetic observables suc...

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Bibliographic Details
Main Authors: Duo Xu, Jenna Karcheski, Chi-Yan Law, Ye Zhu, Chia-Jung Hsu, Jonathan C. Tan
Format: Article
Language:English
Published: IOP Publishing 2025-01-01
Series:The Astrophysical Journal
Subjects:
Interstellar medium
Interstellar magnetic fields
Astrostatistics
Astrostatistics techniques
Molecular clouds
Magnetohydrodynamics
Online Access:https://doi.org/10.3847/1538-4357/ada8a0
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https://doi.org/10.3847/1538-4357/ada8a0

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