copyright currency poses a significant challenge to the global economy. Criminal networks continuously manufacture fake banknotes and coins, eroding trust in legitimate currency. This unlawful activity fuels a spectrum of other crimes, including such as money laundering, tax evasion, and organized crime. Combating this threat requires a multifacete