Cover Image

Machine Learning Approach for Estimating Magnetic Field Strength in Galaxy Clusters from Synchrotron Emission

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhang, Jiyao, Hu, Yue, Lazarian, A.
Format:	Preprint
Published:	2024
Subjects:	Astrophysics of Galaxies
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Probing Three-Dimensional Magnetic Fields: III -- Synchrotron Emission and Machine Learning
by: Hu, Yue, et al.
Published: (2024)

Synchrotron Intensity Gradient Revealing Magnetic Fields in Galaxy Clusters
by: Hu, Yue, et al.
Published: (2023)

Probing Three-Dimensional Magnetic Fields: IV -- Synchrotron Polarization Derivative and Vision Transformer
by: Hu, Yue, et al.
Published: (2024)

Statistics of Gas Density, Velocity, and Magnetic Fields in Cool-Core Galaxy Clusters
by: Hu, Yue, et al.
Published: (2025)

Machine-Learning Estimation of Energy Fractions in MHD Turbulence Modes
by: Zhang, Jiyao, et al.
Published: (2025)

Tracing Magnetic Fields with the Gradient Technique: Spatial Filtering Effect and Use of Interferometers
by: Hu, Yue, et al.
Published: (2022)

Synchrotron Emission on FIRE: Equipartition Estimators of Magnetic Fields in Simulated Galaxies with Spectrally-Resolved Cosmic Rays
by: Ponnada, Sam B., et al.
Published: (2023)

Anisotropic Velocity Fluctuations in Galaxy Mergers: A Probe of the Magnetic Field
by: Hu, Yue, et al.
Published: (2024)

Estimation of Magnetic Fields from Synchrotron Emission: Numerical Tests
by: Linzer, Nora B., et al.
Published: (2025)

Velocity Gradient and Stellar Polarization: Magnetic Field Tomography towards the L1688 Cloud
by: Schmaltz, Tyler, et al.
Published: (2023)

Magnetic Fields and Velocity Gradients in L1551: The Role of Stellar Feedback
by: Liu, Mingrui, et al.
Published: (2023)

Obtaining Magnetization of Super-Alfvénic Turbulence with the Structure Functions of Gradient Directions
by: Lazarian, A., et al.
Published: (2025)

Sub-Alfvenic Turbulence: Magnetic to Kinetic Energy Ratio, Modification of Weak Cascade and Implications for Magnetic Field Strength Measurement
by: Lazarian, Alex, et al.
Published: (2023)

Exploring magnetic fields in merging galaxy: combining polarization and velocity gradient in the Centaurus Galaxy
by: Nguyen, Quynh Lan, et al.
Published: (2024)

Estimate Sonic Mach Number in the Interstellar Medium with Convolutional Neural Network
by: Schmaltz, Tyler, et al.
Published: (2024)

Radio Continuum Emission from Evolving Star-Forming Galaxies -- I. Correlations Involving the Total Synchrotron Luminosity
by: Ghosh, Sukanta, et al.
Published: (2026)

Polarized Dust Emission in Arp220: Magnetic Fields in the Core of an Ultraluminous Infrared Galaxy
by: Clements, David L, et al.
Published: (2024)

Magnetic Field of Molecular Gas Measured with the Velocity Gradient Technique II: Curved Magnetic Field in kpc-Scale Bubble of NGC\,628
by: Zhao, Mengke, et al.
Published: (2024)

Recovering 3D Magnetic Turbulence from Single-Frequency Faraday Screens
by: Melnichenka, Aliaksandr, et al.
Published: (2026)

Synchrotron Signatures of Cosmic Ray Transport Physics in Galaxies
by: Ponnada, Sam B., et al.
Published: (2023)

Model of super-Alfvénic MHD turbulence and structure functions of polarization
by: Lazarian, A., et al.
Published: (2025)

Ly$α$ Emission Strength and Stellar Properties of Faint Galaxies from $5 < z < 8.2$
by: Bolan, Patricia, et al.
Published: (2024)

Origin of the Multi-Phase Interstellar Medium: the Effects of Turbulence and Magnetic Field
by: Hu, Yue
Published: (2025)

Characterizing 3D Magnetic Fields and Turbulence in H I Clouds
by: Hu, Yue
Published: (2025)

Magnetic Field Structures In and Around Seyfert Galaxy Outflows
by: Ghosh, Salmoli, et al.
Published: (2025)

Machine Learning Approaches for Classifying Star-Forming Galaxies and Active Galactic Nuclei from MIGHTEE-Detected Radio Sources in the COSMOS Field
by: Silima, Walter, et al.
Published: (2025)

Simulated X-ray Emission in Galaxy Clusters with Feedback from Active Galactic Nuclei
by: Chowdhury, Rudrani Kar, et al.
Published: (2020)

DESI Emission-line Galaxies: Clustering Dependence on Stellar Mass and [OII] Luminosity
by: Hagen, T., et al.
Published: (2025)

Extreme Emission-Line Galaxies in the MUSE Hubble Ultra Deep Field Survey
by: del Moral-Castro, I., et al.
Published: (2024)

COSMIC: A Galaxy Cluster Finding Algorithm Using Machine Learning
by: Tian, Da-Chuan, et al.
Published: (2024)

Jellyfish Galaxies in Magnetic Fields: Insights from Numerical Simulations
by: Lee, Jaehyun, et al.
Published: (2025)

Leveraging Machine Learning for Accurate and Fast Stellar Mass Estimation of Galaxies
by: Asadi, Vahid, et al.
Published: (2025)

Spatial Variations of Polarized Synchrotron Emission in the QUIJOTE MFI Data using Neural Networks
by: Casas, J. M., et al.
Published: (2025)

Measurement of Interstellar Magnetization by Synchrotron Polarization Variance
by: Guo, Ning-Ning, et al.
Published: (2024)

The Star Formation History of Nearby Galaxies: A Machine Learning Approach
by: Yang, Yujiao, et al.
Published: (2024)

Modeling Cosmic Ray Electron Spectra and Synchrotron Emission in the Multiphase ISM
by: Linzer, Nora B., et al.
Published: (2025)

Galaxy Morphological Classification with Zernike Moments and Machine Learning Approaches
by: Ghaderi, Hamed, et al.
Published: (2025)

On the properties and implications of collapse-driven MHD turbulence
by: Vázquez-Semadeni, Enrique, et al.
Published: (2024)

Cosmic Ray Perpendicular Superdiffusion and Parallel Mirror Diffusion in a Partially Ionized and Turbulent Medium
by: Hu, Yue, et al.
Published: (2025)

Optical Identification of Galaxy Clusters among SRG/eROSITA X-ray Sources Based on Photometric Redshift Estimates for Galaxies
by: Zaznobin, I. A., et al.
Published: (2024)