Speaker identification is a research domain within speech processing and biometrics focused on determining the identity of an unknown speaker by analyzing and comparing their unique vocal characteristics against a set of known speaker profiles. This field investigates the distinctive acoustic and phonetic features that differentiate individuals' voices, holding significance in forensic, security, and human-computer interaction applications.