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Intrusion Detection in the Structure of Signal-Code Design in Cyber-Physical Systems of Swarm Small Aerial Vehicles Group Interaction

Author

Listed:
  • Vadim A. Nenashev

    (Department of Design and Technology of Electronic and Laser Devices, Saint-Petersburg State University of Aerospace Instrumentation, 190000 St. Petersburg, Russia)

  • Renata I. Chembarisova

    (Department of Design and Technology of Electronic and Laser Devices, Saint-Petersburg State University of Aerospace Instrumentation, 190000 St. Petersburg, Russia)

  • Svetlana S. Dymkova

    (Scientific Research Department, Moscow Technical University of Communications and Informatics, 111024 Moscow, Russia
    Institute of Radio and Information Systems (IRIS), 1010 Vienna, Austria)

  • Oleg V. Varlamov

    (Scientific Research Department, Moscow Technical University of Communications and Informatics, 111024 Moscow, Russia
    Institute of Radio and Information Systems (IRIS), 1010 Vienna, Austria)

Abstract

The fault tolerance of a swarm of small aerial vehicles (SAVs) is directly dependent on the reliability of data transmitted over communication channels. One of the key threats is the intentional distortion of signal sequences by an attacker, such as Barker codes or M-sequences, which are used for synchronization and control of the swarm. Such an attack can disable the entire swarm. The aim of this study is to develop a method for detecting such intrusions. The proposed algorithm analyzes mathematical expressions that describe the sidelobes’ levels of the autocorrelation function of the code. This approach not only detects unauthorized changes but also accurately identifies the location and magnitude of the distorted element. The conducted experiments confirm the high accuracy of the algorithm. The practical significance of the work lies in the possibility of integrating this method into the security subsystem of group interaction for small aerial vehicles. This creates a mechanism for active anomaly detection in communication channels: when a threat is detected, the swarm can respond promptly by switching to a backup channel, requesting data retransmission, or isolating the compromised channel, which in turn enhances the survivability and fault tolerance of the system’s functioning within the group.

Suggested Citation

  • Vadim A. Nenashev & Renata I. Chembarisova & Svetlana S. Dymkova & Oleg V. Varlamov, 2026. "Intrusion Detection in the Structure of Signal-Code Design in Cyber-Physical Systems of Swarm Small Aerial Vehicles Group Interaction," Future Internet, MDPI, vol. 18(4), pages 1-20, April.
  • Handle: RePEc:gam:jftint:v:18:y:2026:i:4:p:183-:d:1911314
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