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A Hyperspectral Remote Sensing Image Encryption Algorithm Based on a Novel Two-Dimensional Hyperchaotic Map.

Zongyue Bai1,2,3, Qingzhan Zhao1,2,3, Wenzhong Tian1,2,3

  • 1College of Information Science and Technology, Shihezi University, Shihezi 832002, China.

Entropy (Basel, Switzerland)
|November 26, 2025
PubMed
Summary
This summary is machine-generated.

This study introduces a new hyperspectral image encryption algorithm using a novel 2D cross-coupled hyperchaotic map. The method enhances security for hyperspectral images (HSIs) against various attacks.

Keywords:
DNA encodingchaotic performance evaluationhyperchaotic maphyperspectral image encryptionsecurity analysis

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Area of Science:

  • Remote Sensing
  • Image Security
  • Applied Cryptography

Background:

  • Hyperspectral images (HSIs) require specialized security due to their unique characteristics.
  • Existing encryption methods are inadequate for HSIs, leaving them vulnerable.
  • Current chaotic encryption schemes lack sufficient performance and spectral protection.

Purpose of the Study:

  • To develop a novel hyperspectral image encryption algorithm.
  • To address the limitations of traditional methods and existing chaotic schemes for HSIs.
  • To enhance the security and robustness of HSI data.

Main Methods:

  • Designed a new two-dimensional cross-coupled hyperchaotic map (2D-CSCM) integrating Cubic, Sinusoidal, and Chebyshev maps.
  • Implemented a layered encryption framework: spectral-band scrambling, spatial pixel permutation, and bit-level diffusion via dynamic DNA encoding.
  • Validated the 2D-CSCM's hyperchaotic behavior using Lyapunov exponents, sample entropy, and NIST tests.

Main Results:

  • The proposed algorithm achieved near-ideal information entropy (up to 15.8107 for 16-bit data).
  • Demonstrated negligible adjacent-pixel correlation (below 0.01).
  • Exhibited strong resistance to statistical, cropping, and differential attacks (NPCR ≈ 99.998%, UACI ≈ 33.30%).

Conclusions:

  • The novel algorithm provides comprehensive encryption for both spectral and spatial information in HSIs.
  • The method offers robust security and supports lossless decryption.
  • Presents a practical solution for secure storage and transmission of hyperspectral remote sensing data.