Abstract

The planetary systems detected so far exhibit a wide diversity of architectures, and various methods have been proposed to quantitatively study this diversity. Straightforward ways to quantify the difference between two systems, and more generally two sets of multi-planetary systems, are helpful for studying this diversity. In this work we present a novel approach, using a weighted extension of the energy distance (WED) metric, to quantify the difference between planetary systems on the logarithmic period-radius plane. We demonstrate the use of this metric and its relation to previously introduced descriptive measures to characterise the arrangements of Kepler planetary systems. By applying exploratory machine-learning tools, we attempt to find whether there is some order that can be ascribed to the set of multi-planet Kepler system architectures. Based on the WED, the ‘Sequencer’, which is such an automatic tool, identifies a progression from small and compact planetary systems to systems with distant giant planets. It is reassuring to see that a WED-based tool does indeed identify this progression. Next, we extend the WED to define the inter-catalogue energy distance – a distance metric between sets of multi-planetary systems. We have made the specific implementation presented in the paper available to the community through a public repository. We suggest using these metrics as complementary tools in attempts to compare different architectures of planetary systems and, in general, different catalogues of planetary systems.

Highlights

  • One of the most prominent results by the Kepler mission (Borucki et al 2010) was the detection of hundreds of multiplanet systems

  • We propose to consider the distribution of mass among the planets in the examined parameter space as a discrete probability density function and introduce a weighted extension of the energy distance we abbreviate as Weighted extension of the Energy Distance (WED)

  • Extending on our newly introduced method to quantify the difference between two planetary system architectures, we propose a method to compare between sets and catalogues of planetary systems, based on WED

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Summary

Introduction

One of the most prominent results by the Kepler mission (Borucki et al 2010) was the detection of hundreds of multiplanet systems. Kipping (2018) proposed a model to define the entropy of the planet size ordering within a planetary system Using this model, he argued that the observed Kepler multiplanet systems displayed a highly significant deficit in entropy compared to a randomly generated population. In this work we pursue the second approach and introduce a new metric to quantify the difference between planetary systems, based on the Energy Distance. Extending on our newly introduced method to quantify the difference between two planetary system architectures, we propose a method to compare between sets and catalogues of planetary systems, based on WED. We call this extension: ICED (Inter-Catalogue Energy Distance).

Weighted energy distance
Kepler multiplanet systems
Comparison with complexity measures
Exploratory tools
Distance between catalogues
Discussion
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