Abstract
Due to the coverage constraint of a wireless base station, mobile users suffer from the unstable network connection and poor service quality, especially for the prevalent video services. As an alternative solution, an unmanned aerial vehicle (UAV) is able to reach the cell edge and serve ground users (GUs). In this paper, we extend the UAV applications to the more challenging adaptive streaming service over fading channel. First, we decompose the system into different modules, and present mathematical models for each of them, including a trajectory model of the UAV, fading channels between the UAV and GUs, and video streaming utility. Second, we formulate the problem as a non-convex optimization problem by optimizing the UAV trajectory and transmit power allocation, jointly with transmission schedule and rate allocation for multiple users. The objective is to maximize the overall utility while guaranteeing the fairness among multiple users under the UAV energy budget and rate-outage probability constraints. Third, to tackle this problem, we first analyze the relationship between transmission rate and rate-outage probability over the fading channel, and then divide the original problem into three subproblems, which can be solved by leveraging the successive convex approximation technique. Furthermore, an overall iterative algorithm over the three subproblems is proposed to obtain a locally optimal solution by applying the block coordinate descent technique. Finally, through extensive experiments, we demonstrate that the proposed design can achieve almost 30\% performance gain in terms of max-min streaming utility for all users, compared with other benchmark schemes.
| Original language | English |
|---|---|
| Article number | 8777128 |
| Pages (from-to) | 795-807 |
| Number of pages | 13 |
| Journal | IEEE Transactions on Multimedia |
| Volume | 22 |
| Issue number | 3 |
| DOIs | |
| Publication status | Published - Mar 2020 |
Keywords
- Adaptive video streaming
- UAV trajectory
- fading channel
- transmission rate allocation
- unmanned aerial vehicle
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