# Gaussian Processes, Median Statistics, Milky Way Rotation Curves

**Authors:** Hai Yu, Aman Singal, Jacob Peyton, Sara Crandall, Bharat Ratra

arXiv: 1903.00892 · 2020-09-09

## TL;DR

This paper analyzes the Milky Way rotation curve using median statistics and Gaussian Processes to capture small-scale structures, providing new insights into galactic dynamics and asymmetries.

## Contribution

It introduces Gaussian Processes to model small-scale features in the Milky Way rotation curve, improving over simple parametric fits and revealing azimuthal asymmetries.

## Key findings

- Gaussian Processes effectively model small-scale rotation curve structures.
- Median statistics provide robust central velocity estimates.
- Residuals suggest correlation with spiral arm locations.

## Abstract

We use the Iocco et al. (2015) compilation of 2,780 circular velocity measurements to analyze the Milky Way rotation curve. We find that the error bars for individual measurements are non-gaussian, and hence instead derive median statistics binned central circular velocity values and error bars from these data. We use these median statistics central values and error bars to fit the data to simple, few parameter, rotation curve functions. These simple functions are unable to adequately capture the significant small scale spatial structure in these data and so provide poor fits. We introduce and use the Gaussian Processes (GP) method to capture this small scale structure and use it to derive Milky Way rotation curves from the binned median statistics circular velocity data. The GP method rotation curves have significant small-scale spatial structure superimposed on a broad rise to galactocentric radius $R\approx7$ kpc and a decline at larger $R$. We use the GP method median statistics rotation curve to measure the Oort $A$ and $B$ constants and other characteristic rotation curve quantities. We study correlations in the residual circular velocities (relative to the GP method rotation curve). Along with other evidence for azimuthal asymmetry of the Milky Way circular rotation velocity field, we find that larger residual circular velocities seem to favor parts of spiral arms.

## Full text

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## Figures

39 figures with captions in the complete paper: https://tomesphere.com/paper/1903.00892/full.md

## References

96 references — full list in the complete paper: https://tomesphere.com/paper/1903.00892/full.md

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Source: https://tomesphere.com/paper/1903.00892