Identifying escaped members of open clusters provides insight into how stars join the field, but this task is challenging because escaped members are vastly outnumbered by field stars. I investigated the effect of including signs of youth in membership probability calculations to determine whether this information could identify escaped members. I focused on two young clusters: α Persei, a high proper motion cluster, and IC 4665, a low proper motion cluster. Using Hierarchical Density-Based Spatial Clustering of Applications with Noise, I calculated membership probabilities including only proper motion and distance information, then repeated the calculation including color and magnitude information. In α Persei, I investigated how membership probability correlated with Hα emission with data from a 2023 survey conducted at MDM and calculated updated membership probabilities. Adding color and magnitude information promoted many low-mass stars to membership in IC 4665, but fewer stars were promoted in α Persei because PD and PDCM membership probabilities were correlated in α Persei. 85% of likely α Persei members had Hα emission, so assuming 25% of field stars are Hα emitters, adding this information raises membership probabilities. This shows adding signs of youth can identify escaped members of these clusters.No embargoAcademic Major: Astronomy and AstrophysicsAcademic Major: Physic
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