Take FFT to find time period for eclipsing binaries

Click For Summary
SUMMARY

This discussion focuses on utilizing Kepler Data for Eclipsing Binaries to estimate time periods and other parameters using Fast Fourier Transform (FFT) in MATLAB. The data includes columns such as BJD (date), phase, raw flux, and corrected flux. It is essential to clean the data before applying FFT, and the discussion suggests that fitting individual transits may yield more reliable period estimates, especially for variable stars. The need for a comprehensive analysis of the signal spectrum is emphasized, as the signal does not conform to a simple sine curve.

PREREQUISITES
  • Understanding of Kepler Data formats and parameters
  • Proficiency in MATLAB programming
  • Knowledge of Fast Fourier Transform (FFT) techniques
  • Familiarity with data cleaning methods in time series analysis
NEXT STEPS
  • Research MATLAB functions for data cleaning and preprocessing
  • Learn about FFT implementation in MATLAB for time series data
  • Explore methods for fitting transits in light curves
  • Investigate alternative techniques for period estimation in variable stars
USEFUL FOR

Astronomers, astrophysicists, and data analysts working with time series data from eclipsing binaries will benefit from this discussion, particularly those interested in applying FFT and MATLAB for period estimation.

CassiopeiaA
Messages
31
Reaction score
0
I am trying to use Kepler Data for Eclipsing Binaries to estimate time period, and then other parameters such as mass, eccentricity, semi-major axis, distance, etc. of the binary systems. I want to write code in MATLAB which will use FFT to find the time period. The available data has the following columns:

bjd(date) | phase | raw_flux | raw_err | corr_flux | corr_err | dtr_flux | dtr_err

My question : Does this data require any cleaning? And If I want to take the FFT of the data to find time period, which data should I use? (If there is another method for finding time, please do suggest)
 
Astronomy news on Phys.org
The signal is not a sine curve, so you would have to look for a whole tower of spectra for frequencies n, 2n, 3n, ... I'm not sure how useful that is. Fitting the individual transits and then getting the period out of those timestamps could be more reliable. This is even more important if the stars are variable on their own.
 
  • Like
Likes   Reactions: jim mcnamara

Similar threads

  • · Replies 5 ·
Replies
5
Views
3K
  • · Replies 5 ·
Replies
5
Views
3K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 0 ·
Replies
0
Views
1K
  • · Replies 3 ·
Replies
3
Views
4K
Replies
2
Views
4K
  • · Replies 1 ·
Replies
1
Views
2K
  • · Replies 2 ·
Replies
2
Views
2K
Replies
6
Views
930
Replies
10
Views
3K