The cutting-edge field of hardware security has witnessed a remarkable breakthrough with the advent of Physical Unclonable Functions (PUFs). Among these, PUF panels stand out as a potent mechanism for generating unique and unpredictable cryptographic keys directly from the inherent physical properti