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Energy-efficient data collection optimization for dual-UAV-assisted relay marine networks.
Fukang Deng1,2, Haibo Luo1, Furong Xu3
1School of Computer and Big Data, Minjiang University, Fuzhou, 350108, China.
Scientific Reports
|July 10, 2025
Summary
This study introduces a dual-unmanned aerial vehicle (UAV) system for efficient marine data collection. The proposed algorithm minimizes energy consumption for marine data transmission while ensuring service quality.
Area of Science:
- Marine Engineering
- Wireless Communication Networks
- Robotics and Control Systems
Background:
- Growing marine economy demands increased marine data collection, straining existing network infrastructure.
- Unmanned aerial vehicles (UAVs) offer a flexible solution for mobile marine data collection and transmission.
- The need for energy-efficient and reliable data collection in marine environments is critical.
Purpose of the Study:
- To minimize total system energy consumption for dual-UAV-assisted marine data collection.
- To optimize UAV trajectory, data offloading, and communication resource allocation.
- To ensure quality of service and service coverage constraints are met.
Main Methods:
- Developed a joint optimization algorithm for a non-convex mixed-integer nonlinear programming problem.
- Utilized a greedy algorithm for access relationship optimization.
- Employed successive convex approximation (SCA) for UAV trajectory and resource allocation optimization.
Main Results:
- The proposed joint optimization algorithm significantly reduces total system energy consumption.
- Achieved successful completion of all data collection tasks under defined constraints.
- Demonstrated superior performance compared to benchmark algorithms in simulations.
Conclusions:
- The dual-UAV-assisted relay system effectively addresses the challenges of marine data collection.
- The proposed optimization algorithm provides an energy-efficient solution for marine data transmission.
- This approach enhances the capacity and reliability of marine network infrastructure.
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