Table 3.
Summary of the application of the classification techniques on our sample of mock data.
Method | Testing dataset ( † ) | Outcomes and Recommendations |
---|---|---|
Velocity fields and V/σ (Sect. 6.1) | a), b), c), d) | This method’s ability to identify mergers strongly depends on the S/N and angular resolution of the data. 50% of mergers in our sample are misclassified as disks at low angular resolutions. Disk galaxies are always classified correctly. |
Kinemetry based (Sect. 6.2) | a), b), c), d) | Up to 30% of our mergers are misclassified as disks at medium- and low-angular resolutions. This method is optimal for performing a kinematic classification only when high-angular resolution (NIRE ≳ 4) data are available. The success rate of this method in distinguishing disks and mergers weakly depends on the S/N of the data. |
Qualitative (Sect. 6.3) | e) | This method can result in a substantial underestimation of the disk fraction: ≈100% of the disks in our sample are misclassified as mergers or dispersion-dominated galaxies. Instead, the fraction of mergers correctly classified is 50%. Barely resolved data with S/N ≲ 4, typical of line-detection surveys, should not be employed to extract galaxies’ dynamical states. |
PVsplit (Sect. 7) | a), b), c), d) | Observations of galaxies with at least 3 independent resolution elements along the major axis and S/N ≳ 10 guarantee the correct identification of disks and mergers. |
Notes. ( † )a): Ideal data; b) ALMA high-angular resolution, high S/N data; c) ALMA medium- and low-angular resolution, high S/N; d) ALMA high- and medium-angular resolution, low S/N; e) ALMA barely resolved, low S/N. For further details about the definition of the datasets, see Sect. 4.
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