SIM box fraud presents a significant challenge to global telecommunications networks, illegally diverting revenue and compromising the financial stability of operators. To effectively combat this escalating menace, a multi-faceted approach is vital. Telecommunication providers must deploy robust security measures throughout their networks to detect