Bibcode
Stewart, A. J.; Muñoz-Darias, T.; Fender, R. P.; Pietka, M.
Bibliographical reference
Monthly Notices of the Royal Astronomical Society, Volume 479, Issue 2, p.2481-2504
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9
2018
Citations
8
Refereed citations
7
Description
We investigate the relation between the radio (Fr) and
optical (Fo) flux densities of a variety of classes of radio
transients and variables, with the aim of analysing whether this
information can be used, in the future, to classify such events. Using
flux density values between 1 and 10 GHz and the optical bands V and R,
we build a sample with a total of 12 441 Fr and Fo
measurements. The sample contains both Galactic objects, such as stellar
sources and X-ray binaries, and extragalactic objects, such as gamma-ray
bursts and quasars. By directly comparing the two parameters, it is
already possible to distinguish between the Galactic and extragalactic
populations. Although individual classes are harder to separate from the
Fr - Fo parameter space to a high accuracy, and
can only provide approximations, the basic approach provides an already
useful foundation to develop a more accurate classification technique.
In addition, we illustrate how example objects from different classes
move in the parameter space as they evolve over time, offering a feature
that could be used to reduce the confusion between classes. A small,
blind test of the classification performance is also undertaken using a
catalogue of VLA FIRST transient and variable sources, to demonstrate
the advantages and current limitations of the approach. With more
multiwavelength data becoming available in the future, we discuss other
classification techniques which the Fr - Fo method
could be combined with and potentially become an important part of an
automatic radio transient classification system.
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