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Published on: January 6, 2023
Resilience evaluation for UAV swarm performing joint reconnaissance mission
Congcong Cheng1, Guanghan Bai1, Yun-An Zhang1
1Laboratory of Science and Technology on Integrated Logistics Support, National University of Defense Technology, Changsha 410073, People's Republic of China.
This study introduces a mission-oriented framework for assessing unmanned aerial vehicle (UAV) swarm resilience. The new approach offers more realistic evaluations for UAV swarms during joint reconnaissance missions.
Area of Science:
- Robotics and Autonomous Systems
- Network Science
- Complex Systems
Background:
- Unmanned Aerial Vehicle (UAV) swarm resilience is crucial for mission success, involving resistance to threats, adaptation to disruptions, and performance restoration.
- Quantitative resilience assessment necessitates a deep understanding of specific mission objectives.
- Existing methods may lack the specificity required for accurate, mission-contextualized resilience evaluation.
Purpose of the Study:
- To propose a novel mission-oriented framework for evaluating the resilience of UAV swarms.
- To develop and apply this framework to a joint reconnaissance mission scenario.
- To introduce a new performance metric for quantifying UAV swarm capability in reconnaissance.
Main Methods:
- Development of a UAV swarm model integrating complex networks and agent-based modeling principles.
- Inclusion of key factors such as mission orientation, UAV attributes, swarm topology, cooperative strategies, information processing, threats, and recovery mechanisms.
- Simulation-based analysis to evaluate resilience under various conditions.
Main Results:
- The proposed framework enables a more realistic and objective resilience evaluation for mission-oriented UAV swarms.
- Simulations demonstrated the effectiveness of the novel performance metric in assessing mission capability.
- The framework's applicability was validated for UAV swarms engaged in joint reconnaissance.
Conclusions:
- The mission-oriented framework provides a robust methodology for UAV swarm resilience assessment.
- The developed model and metric offer valuable insights for decision-making and optimal UAV swarm design.
- This research advances the understanding and practical evaluation of autonomous system resilience in complex operational environments.
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