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Sensor Counter Deception

Overview

DIS has developed a cutting-edge threat classification technology for uncrewed air systems (UAS), as part of a counter-deception work package from DASA. The “Sensor Counter Deception” capability can identify UAS threats based on their flight behaviour against a background of neutral activity and can self-learn as the threat evolves.

The Capability

This advanced machine learning algorithm was tested using a scenario-based concept demonstrator. Here, it was tasked to “defend” a sensitive site against threat objects that intended to breach the perimeter and reach the site. The goal was to correctly identify threat targets before they reached the site without raising false positives from the ongoing benign activity in the environment. 

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An adversary algorithm was developed to test and challenge the “defender”. Its aim was to generate flight paths which could successfully breach the sensitive area without detection, deceiving the defender. The opposing algorithms were tested against one another in an adversarial manner within the demonstration environment, each successfully learning from the behaviour of the other and adjusting itself to counter the other, in an iterative and evolving strategic interplay. 

Screenshot displaying a 3D simulation of the software
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Screenshot displaying a simulation of the software
Screenshot displaying a simulation of the software
Screenshot displaying a 3D simulation of the software

Use Cases

There is a huge opportunity for further research in this area and exploitation of the capability developed by DIS, with scope beyond the specific counter-deception and counter-UAS (CUAS) applications explored. 

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Key exploitation areas identified are the;

Detection of anomalies in airspace monitoring 

Evaluation of CUAS sensor networks

Use of ML in the optimisation of complex modeling and simulation 

Development of a broader deception and counter-deception AI sandbox 

Drone in flight

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