The growth of cyber threats poses a major risk to industrial control systems (ICS). These advanced systems govern critical infrastructure, and their vulnerability can have severe consequences. Implementing robust security measures is vital to defend ICS from hostile actors. A comprehensive security strategy must encompass a multi-layered approach