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Published on: November 26, 2019
Energy-Efficient Trajectory Optimization for UAV-Based Hybrid FSO/RF Communications with Buffer Constraints
Rong-Rong Lu1, Yang Ma2, Sheng-Hong Lin1,3
1Key Laboratory of Broadband Wireless Communication and Sensor Network Technology, Nanjing University of Posts and Telecommunications, Nanjing 210003, China.
This study optimizes unmanned aerial vehicle (UAV) trajectories for hybrid free-space optical (FSO) and radio frequency (RF) communication systems. The goal is to maximize energy efficiency by balancing data rates and buffer capacity.
Area of Science:
- Wireless Communication Systems
- Robotics and Control Systems
- Optical Engineering
Background:
- Hybrid free-space optical (FSO)/radio frequency (RF) systems offer enhanced communication capabilities.
- Unmanned aerial vehicles (UAVs) are increasingly utilized for mobile communication relays.
- Rate imbalances between FSO and RF links necessitate efficient data handling mechanisms, such as buffering.
Purpose of the Study:
- To develop a theoretical framework for energy consumption and throughput in UAV-assisted hybrid FSO/RF systems.
- To derive an expression for the energy efficiency of such hybrid communication systems.
- To formulate and solve a trajectory optimization problem for maximizing energy efficiency under various constraints.
Main Methods:
- Theoretical modeling of energy consumption and throughput for the hybrid FSO/RF system.
- Derivation of the energy efficiency expression.
- Formulation of a nonconvex trajectory optimization problem incorporating buffer, velocity, acceleration, and position constraints.
- Application of sequential convex optimization and first-order Taylor approximation to transform the problem into a convex one.
- Development of an iterative algorithm to find the optimal UAV trajectory.
Main Results:
- Theoretical models for energy consumption and throughput were established.
- An expression for energy efficiency was derived.
- A method to transform a nonconvex optimization problem into a convex one was successfully applied.
- An iterative algorithm was proposed and validated through numerical simulations.
- The impact of buffer size on the UAV's trajectory was analyzed.
Conclusions:
- The proposed iterative algorithm efficiently solves the trajectory optimization problem for UAV-assisted hybrid FSO/RF systems.
- The study demonstrates the trade-offs between buffer size, UAV trajectory, and overall system energy efficiency.
- The findings provide valuable insights for designing and deploying energy-efficient UAV-based communication networks.
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