Bayesian Inference of the Origin of the Local Ribbon of Cold Clouds

Testing four formation hypotheses -- supernova shell compression, thermal instability, turbulent fragmentation, and Galactic spiral arm interaction -- using Bayesian model comparison against observed LRCC properties.

Spiral Arm
Best Model (Posterior 0.898)
0.92 km/s
Observed Velocity Dispersion
15.0
Thermal Pressure Ratio
99.4%
MC Robustness (Spiral Arm Best)

Posterior Probability by Formation Model

Log-Likelihood Comparison

Velocity Dispersion: Model Predictions vs. Observed

Structure Function Ratio (Velocity Field Smoothness)

Monte Carlo Robustness (2000 Realizations)

Detailed Model Comparison

ModelLog-LikelihoodPosteriorVel. Disp. (km/s)SF RatioVerdict
Spiral Arm-4.250.8981.102.93 Best Model
Thermal Instability-6.420.1020.330.25 Viable
Turbulent Frag.-5,879~01.334.48 Rejected
Supernova Shell-63,374~05.5264.7 Rejected

Combined ModelPosteriorDescription
Spiral Arm (alone)0.895Best overall model
Arm + TI0.002Spiral arm compression triggers TI
SN + TI~0SN compression triggers TI