A Man-in-the-Middle (MITM) attack is a security threat in network communication that allows an attacker to intercept and modify data transmitted between two devices. This attack can disrupt SCADA-based power systems and occurs in the IEC 61850 communication protocol, particularly in the Generic Object-Oriented Substation Event (GOOSE) protocol.This study utilizes a dataset obtained from MITM at…