Published March 3, 2025 | Version 0.1.0

ALDERAAN: Automated Lightcurve Detrending, Exoplanet Recovery, and Analysis of Autocorrelated Noise (v0.1.0)

  • 1. ROR icon California Institute of Technology
  • 2. ROR icon University of California, Los Angeles

Description

Initial release of ALDERAAN pipeline (v0.1.0)

This is the version of the code used for G.J. Gilbert, E.A. Petigura, & P.M. Entrican, "Planets larger than Neptune have elevated eccentricities," PNAS 122 (11) e2405295122, https://doi.org/10.1073/pnas.2405295122 (2025).

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The pipeline is currently capable of processing photometric lightcurve data from the Kepler Space Telescope, but in the future will be extended to handle data from K2 and TESS.

Detrending and transit fitting are optimized to detect low-amplitude transit timing variations (TTVs). Autocorrelated noise arising from both instrumental and astrophysical sources is handled using a combination of narrow bandstop filters and Gaussian Process regression. Sampling can be performed either using Dynamic Nested Sampling or using Hamiltonian Monte Carlo + umbrella sampling.

This software is powered by astropy, batman, celerite, dynesty, exoplanet, lightkurve, PyMC3, scipy, and starry.

Files

Files (30.0 MB)

Name Size
md5:52a54c0e655b7916639e1e695b653a84
30.0 MB Download

Additional details

Related works

Is described by
Journal article: 10.1073/pnas.2405295122 (DOI)

Funding

University of California, Los Angeles
UCLA set-up award to E.A.P.
Heising-Simons Foundation
2022-3833

Dates

Accepted
2025-03-03

Software

Repository URL
https://github.com/gjgilbert/alderaan/releases/tag/v0.1.0
Programming language
Python
Development Status
Active