Joint Power Control and Rate Adaptation for Video Streaming in Wireless Networks With Time-Varying Interference

This paper considers a cross-layer optimization framework for video streaming in multinode wireless networks with a time-varying interference environment. We develop a distributed joint power control and rate adaptation framework that exploits the time diversity of the wireless channels, satisfies the hard delay constraints associated with video applications, and respects a certain fairness criterion among the nodes. The proposed framework performs power allocation at the physical/media access control layers to achieve a certain target signal-to-interference-plus-noise ratio, such that the difference between the arrival and the departure rates at the queues is very small, and performs video rate adaptation at the video coding layer (upper layer) according to the nodes' demanded video quality, their channel conditions, and a given fairness criterion. A main challenge here is that the adaptation of the video rate and the power control is not performed at the same time scale. We deal with this issue and model the power and rate variations of the nodes as linear stochastic dynamic equations and formulate a risk-sensitive control problem that captures the hard delay constraints of the video services and the fairness criterion for resource utilization. We provide an optimal solution for this control problem and illustrate the performance of our framework through simulations.

[1]  Laurence B. Milstein,et al.  Resource Allocation and Performance Analysis for Multiuser Video Transmission Over Doubly Selective Channels , 2015, IEEE Transactions on Wireless Communications.

[2]  P. Whittle Risk-Sensitive Optimal Control , 1990 .

[3]  Dina Katabi,et al.  A cross-layer design for scalable mobile video , 2011, MobiCom.

[4]  Tommaso Melodia,et al.  Video Transmission Over Lossy Wireless Networks: A Cross-Layer Perspective , 2015, IEEE Journal of Selected Topics in Signal Processing.

[5]  Matthew R. James,et al.  NONLINEAR DISCRETE‐TIME RISK‐SENSITIVE OPTIMAL CONTROL , 1996 .

[6]  Dongfeng Yuan,et al.  On the Effect of Cooperative Relaying on the Performance of Video Streaming Applications in Cognitive Radio Networks , 2011, 2011 IEEE International Conference on Communications (ICC).

[7]  Mihaela van der Schaar,et al.  End-to-end stochastic scheduling of scalable video overtime-varying channels , 2010, ACM Multimedia.

[8]  P. Pirinen STATISTICAL POWER SUM ANALYSIS FOR NONIDENTICALLY DISTRIBUTED CORRELATED LOGNORMAL SIGNALS , 2003 .

[9]  Jingxian Wu,et al.  Approximating a Sum of Random Variables with a Lognormal , 2007, IEEE Transactions on Wireless Communications.

[10]  Yu Sun,et al.  Video transcoding: an overview of various techniques and research issues , 2005, IEEE Transactions on Multimedia.

[11]  Gordon L. Stuber,et al.  Principles of Mobile Communication , 1996 .

[12]  Aggelos K. Katsaggelos,et al.  Resource Allocation for Downlink Multiuser Video Transmission Over Wireless Lossy Networks , 2007, 2007 IEEE International Conference on Image Processing.

[13]  Weifa Liang,et al.  Cross-Layer Framework for QoS Support in Wireless Multimedia Sensor Networks , 2012, IEEE Transactions on Multimedia.

[14]  Hamidou Tembine,et al.  Risk Sensitive Resource Control Approach for Delay Limited Traffic in Wireless Networks , 2011, 2011 IEEE Global Telecommunications Conference - GLOBECOM 2011.

[15]  Aggelos K. Katsaggelos,et al.  Content-aware resource allocation and packet scheduling for video transmission over wireless networks , 2007, IEEE Journal on Selected Areas in Communications.

[16]  Chang Wen Chen,et al.  Distributed Robust Optimization for Scalable Video Multirate Multicast Over Wireless Networks , 2012, IEEE Transactions on Circuits and Systems for Video Technology.

[17]  Norman C. Beaulieu,et al.  An optimal lognormal approximation to lognormal sum distributions , 2004, IEEE Transactions on Vehicular Technology.

[18]  L. Fenton The Sum of Log-Normal Probability Distributions in Scatter Transmission Systems , 1960 .

[19]  Wenjun Zeng,et al.  Fast Bitstream Switching Algorithms for Real-Time Adaptive Video Multicasting , 2007, IEEE Transactions on Multimedia.

[20]  A. Murat Tekalp,et al.  Minimum delay content adaptive video streaming over variable bitrate channels with a novel stream switching solution , 2005, IEEE International Conference on Image Processing 2005.

[21]  Baohua Zhao,et al.  Scalable Video Multicast With Adaptive Modulation and Coding in Broadband Wireless Data Systems , 2012, IEEE/ACM Transactions on Networking.

[22]  William A. Janos,et al.  Tail of the distribution of sums of log-normal variates , 1970, IEEE Trans. Inf. Theory.

[23]  Itu-T and Iso Iec Jtc Advanced video coding for generic audiovisual services , 2010 .

[24]  Jens-Rainer Ohm,et al.  Advances in Scalable Video Coding , 2005, Proceedings of the IEEE.

[25]  Aggelos K. Katsaggelos,et al.  Joint Source Adaptation and Resource Allocation for Multi-User Wireless Video Streaming , 2008, IEEE Transactions on Circuits and Systems for Video Technology.

[26]  Gauthier Lafruit,et al.  Scheduling and Resource Allocation for SVC Streaming Over OFDM Downlink Systems , 2009, IEEE Transactions on Circuits and Systems for Video Technology.

[27]  A. Subramanian,et al.  Joint rate and power control algorithms for wireless networks , 2005, IEEE Transactions on Signal Processing.

[28]  Yingsong Huang,et al.  Analysis and Design of a Proportional-Integral Rate Controller for Streaming Videos , 2009, GLOBECOM 2009 - 2009 IEEE Global Telecommunications Conference.

[29]  Chetna Singhal,et al.  Joint Optimization of User-Experience and Energy-Efficiency in Wireless Multimedia Broadcast , 2014, IEEE Transactions on Mobile Computing.

[30]  Fortunato Santucci,et al.  On SIR fade statistics in Rayleigh-lognormal channels , 2002, 2002 IEEE International Conference on Communications. Conference Proceedings. ICC 2002 (Cat. No.02CH37333).

[31]  Cheng-Hsin Hsu,et al.  Flexible Broadcasting of Scalable Video Streams to Heterogeneous Mobile Devices , 2011, IEEE Transactions on Mobile Computing.

[32]  Hari Balakrishnan,et al.  Cross-layer wireless bit rate adaptation , 2009, SIGCOMM '09.

[33]  Sampath Rangarajan,et al.  Cross-layer optimization for streaming scalable video over fading wireless networks , 2010, IEEE Journal on Selected Areas in Communications.

[34]  Dongfeng Yuan,et al.  Jointly Optimal Rate Control and Relay Selection for Cooperative Wireless Video Streaming , 2013, IEEE/ACM Transactions on Networking.

[35]  Luca De Cicco,et al.  Feedback control for adaptive live video streaming , 2011, MMSys.

[36]  Young-Joo Suh,et al.  Design of Efficient Multicast Protocol for IEEE 802.11n WLANs and Cross-Layer Optimization for Scalable Video Streaming , 2012, IEEE Transactions on Mobile Computing.

[37]  Jian Yang,et al.  Receiver-Driven Adaptive Enhancement Layer Switching Algorithm for Scalable Video Transmission Over Link-adaptive Networks , 2013, IEEE Signal Processing Letters.

[38]  Hsiao-Hwa Chen,et al.  Energy-Spectrum Efficiency Tradeoff for Video Streaming over Mobile Ad Hoc Networks , 2013, IEEE Journal on Selected Areas in Communications.

[39]  Thomas Stockhammer,et al.  Dynamic adaptive streaming over HTTP --: standards and design principles , 2011, MMSys.

[40]  Holger Karl,et al.  Cross-layer scheduling for multi-quality video streaming in cellular wireless networks , 2013, 2013 9th International Wireless Communications and Mobile Computing Conference (IWCMC).

[41]  Bessem Sayadi,et al.  Joint Encoder and Buffer Control for Statistical Multiplexing of Multimedia Contents , 2010, 2010 IEEE Global Telecommunications Conference GLOBECOM 2010.

[42]  Moncef Gabbouj,et al.  Rate adaptation for adaptive HTTP streaming , 2011, MMSys.

[43]  Heiko Schwarz,et al.  Overview of the Scalable Video Coding Extension of the H.264/AVC Standard , 2007, IEEE Transactions on Circuits and Systems for Video Technology.

[44]  Mihaela van der Schaar,et al.  Optimized scalable video streaming over IEEE 802.11 a/e HCCA wireless networks under delay constraints , 2006, IEEE Transactions on Mobile Computing.

[45]  Cheng-Hsin Hsu,et al.  Distortion-Aware Scalable Video Streaming to Multinetwork Clients , 2013, IEEE/ACM Transactions on Networking.

[46]  Kate Ching-Ju Lin,et al.  Dependency-aware quality-differentiated wireless video multicast , 2013, 2013 IEEE Wireless Communications and Networking Conference (WCNC).

[47]  Yingsong Huang,et al.  A Control-Theoretic Approach to Rate Control for Streaming Videos , 2009, IEEE Transactions on Multimedia.