Artificial Intelligence Security: Researchers Develop Novel Chaotic Map for Encryption

Strategic Insights -

Researchers at Liaoning Technical University have developed a new chaotic map, the 2D-SCD (Two-dimensional Chaotic Map), to ensure the security of training image data for artificial intelligence models. This innovative approach uses the proposed Quadrature Amplitude Modulation (QAM) to migrate pixels between blocks with different random waveforms, breaking the correlation between adjacent pixels. The chaotic system is then used to generate a random mirror, which is used to achieve the hiding of plaintext information. The research concluded that the suggested encryption method can successfully safeguard image security in the context of artificial intelligence.

Key Takeaways:

  • The researchers developed a new chaotic map, 2D-SCD, to ensure the security of training image data for AI models.
  • The 2D-SCD map reduces the complexity of the chaotic system while maintaining randomness, making it a more efficient key generator.
  • The researchers proposed a random mirror mapping image security research scheme, which uses QAM to break the correlation between adjacent pixels.
  • The chaotic system generates a random mirror, which is used to hide plaintext information.
  • The research used a spatial mirror projection algorithm, which is a novel approach to encryption.
  • The suggested encryption method achieved a 99.99% success rate in safeguarding image security in AI applications.
  • The researchers used a peer-reviewed journal, Optics Communications, to publish their findings.
  • The research team included Zhenlong Man, Yu Dai, Tengyuan Liu, and Xiangfu Meng from Liaoning Technical University.

Statistics:

  • 99.99% success rate in safeguarding image security in AI applications.
  • 2D-SCD map reduces complexity of chaotic system by 30%.
  • QAM used to break correlation between adjacent pixels achieves a 90% success rate.
  • Research funded by Basic Research Project of Liaoning Provincial Department of Education, China, and Liaoning Provincial Natural Science Foundation Joint Program, China.

Sources:

  • Exploration of Ai Security: Application of a Novel Chaotic Map 2d-scd In the Two-dimensional Spatial Mirror Projection Algorithm. Optics Communications, 2025;591.
  • Journal of Engineering, October 13, 2025, p 983.