Filtering Techniques of Light Curves Obtained from CoRoT and Kepler satellites Logo
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Manipulating fits files

  • Read .fits data
  • Knowing and fixing the header
  • Algorithms
  • Preprocessing data

Filter

  • Frequency Domain Filtering Fundamentals
  • Nonlinear filter

Filtering processes

  • Reading data
  • Ideal Lowpass Filter - Traduzir
  • Gaussian Lowpass Filter
  • Butterworth Lowpass Filter
  • Bessel Lowpass Filter
  • Median Filter
  • Saving data
  • API

Simulation

  • Theoretical modeling
  • Simulation algorithm

Feature Engineering

  • Reading the data
  • Feature: Periodograms

Machine Learning

  • Machine Learning Data
  • SkTime
  • SkLearn
  • Decision Trees - 0.57
  • XGBoost - 0.585
  • Gaussian Mixture Models
  • Lazy Predict

Code Library

  • IMT-LightCurve Library
Filtering Techniques of Light Curves Obtained from CoRoT and Kepler satellites
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