The cutting-edge field of hardware security has witnessed a significant breakthrough with the advent of Physical Unclonable Functions (PUFs). Among these, PUF panels stand out as a robust mechanism for creating unique and unpredictable cryptographic keys directly from the inherent physical properties of integrated circuits. By exploiting variations