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In the Carnot engine, which achieves the maximum efficiency between two reservoirs of fixed temperatures, the total change in entropy is zero. The observation can be generalized by considering any reversible cyclic process consisting of many Carnot cycles. Thus, it can be stated that the total entropy change of any ideal reversible cycle is zero.
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An Irreversible and Revocable Template Generation Scheme Based on Chaotic System.

Jinyuan Liu1,2, Yong Wang1, Kun Wang1

  • 1College of Computer Science and Technology, Chongqing University of Posts and Telecommunications, Chongqing 400065, China.

Entropy (Basel, Switzerland)
|February 25, 2023
PubMed
Summary

This study introduces a secure face recognition template generation method using a chaotic system. The novel approach enhances template diversity, revocability, and irreversibility, protecting biometric data privacy.

Keywords:
biometric securitychaotic systemprivacy protectiontemplate protection

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Area of Science:

  • Computer Science
  • Biometrics
  • Cybersecurity

Background:

  • Face recognition systems generate templates storing sensitive biometric data.
  • Ensuring the security and privacy of these templates is a growing concern.
  • Existing methods may not sufficiently protect against template leakage.

Purpose of the Study:

  • To propose a novel secure template generation scheme for face recognition systems.
  • To enhance the security, diversity, and revocability of face templates.
  • To ensure that leaked templates do not compromise user biometric information.

Main Methods:

  • Feature vector permutation to decorrelate data.
  • Orthogonal transformation to alter vector states while preserving distances.
  • Cosine value calculation with random vectors for template generation.
  • Chaotic system integration to drive the template generation process.

Main Results:

  • The proposed scheme generates diverse and revocable templates.
  • Generated templates are irreversible, preventing disclosure of biometric data.
  • Experimental results on RaFD and Aberdeen datasets demonstrate high security.
  • The scheme exhibits good verification performance.

Conclusions:

  • The chaotic system-based template generation offers enhanced security for face recognition.
  • The method effectively protects sensitive biometric information.
  • The approach provides a robust solution for secure biometric template management.