SIM box fraud presents a significant danger to global telecommunications networks, fraudulently diverting revenue and jeopardizing the financial stability of operators. To effectively combat this growing menace, a multi-faceted approach is crucial. Telecommunication providers must implement robust security measures within their networks to detect a