Structural Parameters of Star Clusters: Signal to Noise Effects
We study the impact of photometric signal to noise on the accuracy of derived structural parameters of unresolved star clusters using MCMC model fitting techniques.
Star cluster images were simulated as a smooth surface brightness distribution following a King profile convolved with a point spread function.
The simulation grid was constructed by varying the levels of sky background and adjusting the cluster’s flux to a specified signal to noise.
Poisson noise was introduced to a set of cluster images with the same input parameters at each node of the grid.
Model fitting was performed using “emcee” algorithm.
The presented posterior distributions of the parameters illustrate their uncertainty and degeneracies as a function of signal to noise.
By defining the photometric aperture containing 80% of the cluster’s flux, we find that in all realistic sky background level conditions a signal to noise ratio of ~50 is necessary to constrain the cluster’s half-light radius to an accuracy better than ~20%.
The presented technique can be applied to synthetic images simulating various observations of extragalactic star clusters.
AUTHORS
Narbutis D. (Center for Physical Sciences and Technology, Savanorių 231, Vilnius LT-02300, Lithuania)
Bridžius A. (Center for Physical Sciences and Technology, Savanorių 231, Vilnius LT-02300, Lithuania)
Semionov D. (Center for Physical Sciences and Technology, Savanorių 231, Vilnius LT-02300, Lithuania)