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Cooperatively Routing a Truck and Multiple Drones for Target Surveillance
Shuangxi Tian1,2, Xupeng Wen3, Bin Wei3
1College of Systems Engineering, National University of Defense Technology, Changsha 410073, China.
This study introduces a novel truck-drone cooperation for large-scale target surveillance, enhancing operational range. A new adaptive simulated annealing algorithm optimizes routes, effectively addressing complex surveillance challenges.
Area of Science:
- Robotics and Automation
- Operations Research
- Artificial Intelligence
Background:
- Drone technology is increasingly used for target surveillance in civilian and military applications.
- Limited drone endurance poses challenges for large-scale surveillance missions.
- Efficient route planning is crucial for cost-effective and extensive surveillance operations.
Purpose of the Study:
- To propose a new target surveillance mode using truck-drone cooperation to extend surveillance range.
- To optimize the routes of trucks and drones to minimize total operational cost.
- To address the challenges of large-scale target surveillance with limited drone endurance.
Main Methods:
- A cooperative surveillance model involving a truck carrying multiple drones was developed.
- A novel heuristic method, adaptive simulated annealing with large-scale neighborhoods, was created for route optimization.
- A scoring strategy was designed to dynamically adjust operator weights in the heuristic algorithm, considering drone energy consumption.
Main Results:
- The proposed truck-drone cooperation model effectively enlarges the surveillance range.
- The adaptive simulated annealing algorithm successfully optimized truck and drone routes for large-scale target surveillance.
- Extensive experiments on synthetic and real-world cases validated the algorithm's effectiveness.
Conclusions:
- The cooperative truck-drone surveillance mode offers innovative solutions for extending operational range and efficiency.
- The developed heuristic algorithm provides an effective method for solving complex, large-scale target surveillance routing problems.
- This research contributes new insights into optimizing autonomous systems for surveillance applications.
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