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