Unmanned Aircraft System Aided Adaptive Video Streaming: A Joint Optimization Approach

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 $\text{30}\%$ performance gain in terms of max–min streaming utility for all users, compared with other benchmark schemes.

[1]  Rui Zhang,et al.  Energy-Efficient Data Collection in UAV Enabled Wireless Sensor Network , 2017, IEEE Wireless Communications Letters.

[2]  Rui Zhang,et al.  Energy-Efficient UAV Communication With Trajectory Optimization , 2016, IEEE Transactions on Wireless Communications.

[3]  Fangming Liu,et al.  AppATP: An Energy Conserving Adaptive Mobile-Cloud Transmission Protocol , 2015, IEEE Transactions on Computers.

[4]  Ryu Miura,et al.  A Wireless Relay Network Based on Unmanned Aircraft System With Rate Optimization , 2016, IEEE Transactions on Wireless Communications.

[5]  Yonggang Wen,et al.  Toward Rendering-Latency Reduction for Composable Web Services via Priority-Based Object Caching , 2018, IEEE Transactions on Multimedia.

[6]  Walid Saad,et al.  Offloading in HetNet: A Coordination of Interference Mitigation, User Association, and Resource Allocation , 2017, IEEE Transactions on Mobile Computing.

[7]  Qionghai Dai,et al.  Cross-Modality Bridging and Knowledge Transferring for Image Understanding , 2019, IEEE Transactions on Multimedia.

[8]  Yongdong Zhang,et al.  A Fast Uyghur Text Detector for Complex Background Images , 2018, IEEE Transactions on Multimedia.

[9]  Giuseppe Caire,et al.  Adaptive Video Streaming for Wireless Networks With Multiple Users and Helpers , 2013, IEEE Transactions on Communications.

[10]  Qingqing Wu,et al.  Joint Trajectory and Communication Design for Multi-UAV Enabled Wireless Networks , 2017, IEEE Transactions on Wireless Communications.

[11]  Yonggang Wen,et al.  Orchestrating Caching, Transcoding and Request Routing for Adaptive Video Streaming Over ICN , 2019, ACM Trans. Multim. Comput. Commun. Appl..

[12]  Antonios Argyriou,et al.  Joint Time-Domain Resource Partitioning, Rate Allocation, and Video Quality Adaptation in Heterogeneous Cellular Networks , 2015, IEEE Transactions on Multimedia.

[13]  Rui Zhang,et al.  Throughput Maximization for UAV-Enabled Mobile Relaying Systems , 2016, IEEE Transactions on Communications.

[14]  Walid Saad,et al.  Mobile Unmanned Aerial Vehicles (UAVs) for Energy-Efficient Internet of Things Communications , 2017, IEEE Transactions on Wireless Communications.

[15]  Yonggang Wen,et al.  QoE-Driven Cache Management for HTTP Adaptive Bit Rate Streaming Over Wireless Networks , 2012, IEEE Transactions on Multimedia.

[16]  Bo Li,et al.  Collaborative Caching in Wireless Video Streaming Through Resource Auctions , 2012, IEEE Journal on Selected Areas in Communications.

[17]  Lav Gupta,et al.  Survey of Important Issues in UAV Communication Networks , 2016, IEEE Communications Surveys & Tutorials.

[18]  Yonggang Wen,et al.  Spectrum Allocation and Bitrate Adjustment for Mobile Social Video Sharing: Potential Game With Online QoS Learning Approach , 2017, IEEE Journal on Selected Areas in Communications.

[19]  Mingquan Wu,et al.  Performance Optimization on Dynamic Adaptive Streaming over HTTP in Multi-User MIMO LTE Networks , 2018, IEEE Transactions on Mobile Computing.

[20]  Zhi-Quan Luo,et al.  A Unified Algorithmic Framework for Block-Structured Optimization Involving Big Data: With applications in machine learning and signal processing , 2015, IEEE Signal Processing Magazine.

[21]  Peter Reichl,et al.  Logarithmic laws in service quality perception: where microeconomics meets psychophysics and quality of experience , 2013, Telecommun. Syst..

[22]  Rui Zhang,et al.  UAV-Aided Offloading for Cellular Hotspot , 2017, IEEE Transactions on Wireless Communications.

[23]  Jing Wang,et al.  Green 5G Heterogeneous Networks Through Dynamic Small-Cell Operation , 2016, IEEE Journal on Selected Areas in Communications.

[24]  Yonggang Wen,et al.  Deepqoe: A Unified Framework for Learning to Predict Video QoE , 2018, 2018 IEEE International Conference on Multimedia and Expo (ICME).

[25]  Yonggang Wen,et al.  Budget-Efficient Viral Video Distribution Over Online Social Networks: Mining Topic-Aware Influential Users , 2018, IEEE Transactions on Circuits and Systems for Video Technology.

[26]  Yongdong Zhang,et al.  STAT: Spatial-Temporal Attention Mechanism for Video Captioning , 2020, IEEE Transactions on Multimedia.

[27]  Tao Jiang,et al.  Rate-Adaptive Feedback With Bayesian Compressive Sensing in Multiuser MIMO Beamforming Systems , 2016, IEEE Transactions on Wireless Communications.

[28]  Lingyang Song,et al.  Joint Trajectory and Power Optimization for UAV Relay Networks , 2018, IEEE Communications Letters.

[29]  Sofie Pollin,et al.  Ultra Reliable UAV Communication Using Altitude and Cooperation Diversity , 2017, IEEE Transactions on Communications.

[30]  Antonios Argyriou,et al.  Green video delivery in LTE-based heterogeneous cellular networks , 2015, 2015 IEEE 16th International Symposium on A World of Wireless, Mobile and Multimedia Networks (WoWMoM).

[31]  Han Hu,et al.  Transmission Rate Allocation for Reliable Video Transmission in Aerial Vehicle Networks , 2018, 2018 14th International Wireless Communications & Mobile Computing Conference (IWCMC).

[32]  Bo Li,et al.  eTime: Energy-efficient transmission between cloud and mobile devices , 2013, 2013 Proceedings IEEE INFOCOM.

[33]  Jun Wu,et al.  Toward a Network Slice Design for Ultra High Definition Video Broadcasting in 5G , 2018, IEEE Wireless Communications.

[34]  Ying Li,et al.  Analog Coded SoftCast: A Network Slice Design for Multimedia Broadcast/Multicast , 2017, IEEE Transactions on Multimedia.