activity
20242026
collaborators

8 papers

astro-ph.GA2026

The dominance of turbulence over magnetism in the formation of massive star cluster seeds

Junhao Liu, Patricio Sanhueza, Piyali Saha +32

High-mass stars form in protoclusters, where gravo-magnetic processes shape collapsing clouds and clumps to be elongated preferentially perpendicular to magnetic (B) fields. Yet it…

astro-ph.GA2026

BISTRO Survey: Gravity-Dominated and Magnetically Regulated Star Formation in M17 SW

Mengke Zhao, Keping Qiu, Ji-hyun Kang +27

We present high-resolution magnetic field maps of the M17 SW molecular cloud using JCMT 850 m dust polarization at a scale of 14. The magnetic field exhibits a distinct arc…

cs.LG2026

Scale-Aware Adversarial Analysis: A Diagnostic for Generative AI in Multiscale Complex Systems

Mengke Zhao, Guang-Xing Li, Duo Xu +1

Complex physical systems, from supersonic turbulence to the macroscopic structure of the universe, are governed by continuous multiscale dynamics. While modern machine learning arc…

astro-ph.GA2026

Curvature Mapping Method: Mapping Lorentz Force in Orion A

Mengke Zhao, Guang-Xing Li, Keping Qiu

Magnetic force is a fundamental force in nature. Although widely believed to be important in counterbalancing against collapse in star formation, a clear evaluation of the role of…

astro-ph.GA2026

The Column Density Probability Density Function of Cygnus-X

Yuchen Xing, Keping Qiu

The density distribution within molecular clouds offers critical insights into their underlying physical processes, which are essential for understanding star formation. As a stati…

astro-ph.GA2025

Equation vs. AI: Predict Density and Measure Width of molecular clouds by Multiscale Decomposition

Mengke Zhao, Guang-Xing Li, Duo Xu +1

Interstellar medium widely exists in the universe at multi-scales. In this study, we introduce the {\it Multi-scale Decomposition Reconstruction} method, an equation-based model de…