New technique for determining a pulsar period: Waterfall principal component analysis
arXiv:2204.13118 · doi:10.1051/0004-6361/202243515
Abstract
This paper describes a new technique for determining the optimal period of a pulsar and consequently its light curve. The implemented technique makes use of the Principal Component Analysis (PCA) applied to the so-called waterfall diagram, which is a bidimensional representation of the pulsar acquired data. In this context we have developed the python package pywpf to easily retrieve the period with the presented method. We applied this technique to sets of data of the brightest pulsars in visible light that we obtained with the fast photon counter Iqueye. Our results are compared with those obtained by different and more classical analyses (e.g., epoch folding), showing that the periods so determined agree within the errors, and that the errors associated to the waterfall-PCA folding technique are slightly smaller than those obtained by the epoch folding technique. We also simulated extremely noisy situations, showing that by means of a new merit function associated to the waterfall-PCA folding it is possible to get more confidence on the determined period with respect to the epoch folding technique.
arXiv commentAccepted for publication by Astronomy & Astrophysics (A&A)
References in corpus (17)
- SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
- Array Programming with NumPy
- Astropy: A Community Python Package for Astronomy
- Binary companions of evolved stars in APOGEE DR14: Search method and catalog of ~5,000 companions
- Tempo2, a new pulsar timing package. II: The timing model and precision estimates
- Stingray: A Modern Python Library For Spectral Timing
- PINT: A Modern Software Package for Pulsar Timing
- The H-test probability distribution revisited: Improved sensitivity
- Optical pulsations from a transitional millisecond pulsar
- Weighted principal component analysis: a weighted covariance eigendecomposition approach
- Optical, ultraviolet, and infrared observations of isolated neutron stars
- Precise optical timing of PSR J1023+0038, the first millisecond pulsar detected with Aqueye+ in Asiago
- Optical phase coherent timing of the Crab nebula pulsar with Iqueye at the ESO New Technology Telescope
- Aqueye optical observations of the Crab Nebula pulsar
- The optical light curve of the LMC pulsar B0540-69 in 2009
- Timing analysis and pulse profile of the Vela pulsar in the optical band from Iqueye observations
- The Crab pulsar seen with Aqueye at Asiago Cima Ekar Observatory