K-Inpainting

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 Welcome to the K-Inpainting web page.
This page introduces the K-Inpainting software (Version 1.0)
 
 
In asteroseismology, the observed time series often suffers from incomplete time coverage due to repeated gaps. The presence of periodic gaps may generate spurious peaks in the power spectrum that limit the analysis of the data. Various methods have been developed to deal with gaps in time series data. We propose a new approach to handle the problem, the so-called inpainting method. This technique, based on a sparsity prior, enables to judiciously fill-in the gaps in the data, preserving the asteroseismic signal, as far as possible. This method can be applied both on ground and space-based data. It appears that the inpainting technique improves the oscillation modes detection and estimation. The impact of the observational window function is reduced and the interpretation of the power spectrum is simplified. Additionally, it can be used to study very long time series of many stars because its computation is very fast.

Power Density Spectrum for a duty cycle of 83% computed using an FFT on the inpainted time series.
 

Description

K-Inpainting (Inpainting for Kepler) is a software written in C++ with an IDL interface. 

Download

Download the K-Inpainting software

The IDL Inpainting software requires that IDL (version 6.0 or later) to be installed on your computer with the IDL Astronomy Library. The binary C++ called by IDL routines are not available for all the systems. The supported platforms are: Linux and Mac OS X. Before to run run_mca1d.pro, run init_var.pro to initialize the C++ environment variable. 

References

Gap interpolation by Inpainting methods: Application to Ground and Space-based data, S. Pires, S. Mathur, R.A. Garcia, J. Ballot, D. Stello and K. Sato, Astronomy and Astrophysics, 2014

Impact on asteroseismic analyses of regular gaps in Kepler data, García, R. A.; Mathur, S.; Pires, S.; Régulo, C.; Bellamy, B.; Pallé, P. L.; Ballot, J.; Barceló Forteza, S.; Beck, P. G.; Bedding, T. R.;Ceillier, T.;Roca Cortès, T.; Salabert, D.; Stello, D., Astronomy & Astrophysics, Volume 568, id.A10,  8  pp., 2014

Contact information

Authors:

Acknowledging K-inpainting

Please acknowledge use of the code in any resulting work, citing Pires, et al, 2014. We would be interested to collaborate with anyone requiring more advanced applications, and are always interested to hear about new applications. For questions and feedback or to be informed of the forthcoming versions, send an email to Sandrine Pires.

Acknowledgements

The research leading to these results has received funding from the European Community’s Seventh Framework Programme (FP7/2007-2013) under grant agreement no. 269194 (IRSES/ASK). R.A.G, S.M, and S.P. acknowledge the School of Physics staff of the University of Sydney for their warm hospitality during the IRSES research program. S.M. thanks the University of Sydney for their travel support. NCAR is partially funded by the National Science Foundation. This work was supported by the European Research Council grant SparseAstro (ERC-228261) and was also partially supported by the NASA grant NNX12AE17G. 

For questions and feedback or to be informed of the forthcoming versions, send an email to Sandrine Pires
 
Last modified on October 14th, 2014 by Sandrine Pires