Joint Source, Channel and Space-time Coding of Progressive Sources in MIMO Systems

The optimization of joint source and channel coding for a sequence of numerous progressive packets is a challenging problem. Further, the problem becomes more complicated if the space-time coding is also involved with the optimization in a multiple-input multiple-output (MIMO) system. This is because the number of ways of jointly assigning channels codes and space-time codes to progressive packets is much larger than that of solely assigning channel codes to the packets. We are unaware of any feasible and complete solution for such optimization of joint source, channel, and space-time coding of progressive packets. This paper applies a parametric approach to address that complex joint optimization problem in a MIMO system. We use the parametric methodology to derive some useful theoretical results, and then exploit those results to propose an optimization method where the joint assignment of channel codes and space-time codes to the packets can be optimized in a packet-by-packet manner. As a result, the computational complexity of the optimization is exponentially reduced, compared to the conventional exhaustive search. The numerical results show that the proposed method significantly improves the peak-signal-to-noise ratio performance of the rate-based optimal solution in a MIMO system.

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

[2]  Laurence B. Milstein,et al.  Optimal Transmission of Progressive Sources Based on the Error Probability Analysis of SM and OSTBC , 2014, IEEE Transactions on Vehicular Technology.

[3]  Chang Wen Chen,et al.  Scalable H.264/AVC Video Transmission Over MIMO Wireless Systems With Adaptive Channel Selection Based on Partial Channel Information , 2007, IEEE Transactions on Circuits and Systems for Video Technology.

[4]  Fabrizio Frescura,et al.  Error Protection and Interleaving for Wireless Transmission of JPEG 2000 Images and Video , 2009, IEEE Transactions on Image Processing.

[5]  Yao Wang,et al.  On the Performance of Space–Time Block-Coded MIMO Video Communications , 2007, IEEE Transactions on Vehicular Technology.

[6]  Nariman Farvardin,et al.  Progressive transmission of images over memoryless noisy channels , 2000, IEEE Journal on Selected Areas in Communications.

[7]  Zixiang Xiong,et al.  Fast algorithm for distortion-based error protection of embedded image codes , 2005, IEEE Transactions on Image Processing.

[8]  Laurence B. Milstein,et al.  Iterative Channel Decoding of FEC-Based Multiple-Description Codes , 2012, IEEE Transactions on Image Processing.

[9]  Hyuk-Jae Lee,et al.  A Block-Based Pass-Parallel SPIHT Algorithm , 2012, IEEE Transactions on Circuits and Systems for Video Technology.

[10]  Maria Fresia,et al.  Determination of Optimal Distortion-Based Protection in Progressive Image Transmission: A Heuristic Approach , 2007, IEEE Transactions on Image Processing.

[11]  Qionghai Dai,et al.  A Novel JSCC Framework With Diversity-Multiplexing-Coding Gain Tradeoff for Scalable Video Transmission Over Cooperative MIMO , 2010, IEEE Transactions on Circuits and Systems for Video Technology.

[12]  Aria Nosratinia,et al.  Source-channel rate allocation for progressive transmission of images , 2003, IEEE Trans. Commun..

[13]  Tianyi Xu,et al.  Two Designs of Space-Time Block Codes Achieving Full Diversity With Partial Interference Cancellation Group Decoding , 2012, IEEE Transactions on Information Theory.

[14]  Aria Nosratinia,et al.  Rate allocation criteria in source-channel coding of images , 2001, Proceedings 2001 International Conference on Image Processing (Cat. No.01CH37205).

[15]  A. Robert Calderbank,et al.  Space-Time block codes from orthogonal designs , 1999, IEEE Trans. Inf. Theory.

[16]  Laurence B. Milstein,et al.  Superposition MIMO Coding for the Broadcast of Layered Sources , 2011, IEEE Transactions on Communications.

[17]  Giuseppe Caire,et al.  Asymptotic Performance of Linear Receivers in MIMO Fading Channels , 2008, IEEE Transactions on Information Theory.

[18]  Lei Cao On the Unequal Error Protection for Progressive Image Transmission , 2007, IEEE Transactions on Image Processing.

[19]  K. J. Ray Liu,et al.  Robust progressive image transmission over OFDM systems using space-time block code , 2002, IEEE Trans. Multim..

[20]  Xiang-Gen Xia,et al.  On Diversity and Multiplexing Tradeoff of Two-Layer D-BLAST with Group Zero-Forcing Detection , 2012, IEEE Transactions on Communications.

[21]  Laurence B. Milstein,et al.  Optimization of Scalable Broadcast for a Large Number of Antennas , 2017, IEEE Transactions on Vehicular Technology.

[22]  Thomas R. Fischer,et al.  Robust image transmission using JPEG2000 and turbo-codes , 2002 .

[23]  Dietmar Saupe,et al.  Fast algorithm for rate-based optimal error protection of embedded codes , 2003, IEEE Trans. Commun..

[24]  Zixiang Xiong,et al.  Progressive video delivery over wideband wireless channels using space-time differentially coded OFDM systems , 2006, IEEE Transactions on Mobile Computing.

[25]  Xiang Pan,et al.  A fast trellis-based rate-allocation algorithm for robust transmission of progressively coded images over noisy channels , 2006, IEEE Trans. Commun..

[26]  Thomas M. Cover,et al.  Elements of Information Theory , 2005 .

[27]  Xiang Pan,et al.  A fast trellis-based rate-allocation algorithm for robust transmission of progressively coded images over noisy channels , 2006, IEEE Transactions on Communications.

[28]  Andrea J. Goldsmith,et al.  Joint Source and Channel Coding for MIMO Systems: Is it Better to be Robust or Quick? , 2008, IEEE Transactions on Information Theory.

[29]  Gerard J. Foschini,et al.  Layered space-time architecture for wireless communication in a fading environment when using multi-element antennas , 1996, Bell Labs Technical Journal.

[30]  Fabrizio Frescura,et al.  Error Protection and Interleaving for Wireless Transmission of JPEG 2000 Images and Video , 2009 .

[31]  Laurence B. Milstein,et al.  Optimization of Multimedia Progressive Transmission Over MIMO Channels , 2016, IEEE Transactions on Vehicular Technology.

[32]  Erwin Riegler,et al.  On the Ergodic Capacity of Correlated Rician Fading MIMO Channels With Interference , 2011, IEEE Transactions on Information Theory.

[33]  Michael W. Marcellin,et al.  Joint source/channel coding for image transmission with JPEG2000 over memoryless channels , 2005, IEEE Transactions on Image Processing.

[34]  Yuhong Yang Elements of Information Theory (2nd ed.). Thomas M. Cover and Joy A. Thomas , 2008 .

[35]  Nihar Jindal,et al.  Transmit diversity vs. spatial multiplexing in modern MIMO systems , 2008, IEEE Transactions on Wireless Communications.