Joint Source, Channel, and Space-Time Coding of Progressive Bitstream in MIMO Channels

The optimization of joint source and channel coding for a sequence of numerous progressive packets has been 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 channel codes and space-time codes to progressive packets is much larger than that of solely assigning channel codes to the packets. To our knowledge, there is no complete and feasible solution for the optimization of joint source, channel, and space-time coding of progressive packets. This paper applies a parametric approach to address such a highly nonlinear optimization problem in MIMO systems. We use the parametric methodology and derive some relevant properties, which are exploited to propose an efficient 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 proposed method linearly increases in the number of packets, whereas that of the exhaustive search exponentially increases in the number of packets. The numerical results show that the proposed method significantly improves the peak-signal-to-noise ratio performance of the conventional rate-based optimal solution in a MIMO system.

[1]  Lizhong Zheng,et al.  Diversity and multiplexing: a fundamental tradeoff in multiple-antenna channels , 2003, IEEE Trans. Inf. Theory.

[2]  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.

[3]  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.

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

[5]  Stéphane Mallat,et al.  Analysis of low bit rate image transform coding , 1998, IEEE Trans. Signal Process..

[6]  Babak Hassibi,et al.  High-rate codes that are linear in space and time , 2002, IEEE Trans. Inf. Theory.

[7]  Seok-Ho Chang,et al.  Optimization of Joint Progressive Source and Channel Coding for MIMO Systems , 2017, GLOBECOM 2017 - 2017 IEEE Global Communications Conference.

[8]  Thomas R. Fischer,et al.  Robust image transmission using JPEG2000 and turbo-codes , 2000, IEEE Signal Processing Letters.

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

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

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

[12]  Robert W. Heath,et al.  Linear dispersion codes for MIMO systems based on frame theory , 2002, IEEE Trans. Signal Process..

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

[14]  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.

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

[16]  Thomas M. Cover,et al.  Elements of information theory (2. ed.) , 2006 .

[17]  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.

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

[19]  Amir H. Banihashemi,et al.  A distortion optimal rate allocation algorithm for transmission of embedded bitstreams over noisy channels , 2007, IEEE Transactions on Communications.

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

[21]  Xiaodong Wang,et al.  Adaptive Mode- and Diversity-Control for Video Transmission on MIMO Wireless Channels , 2009, IEEE Transactions on Signal Processing.

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

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

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

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

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

[27]  Emanuele Viterbo,et al.  The golden code: a 2×2 full-rate space-time code with nonvanishing determinants , 2004, IEEE Trans. Inf. Theory.

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

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

[30]  Paul L. Zador,et al.  Asymptotic quantization error of continuous signals and the quantization dimension , 1982, IEEE Trans. Inf. Theory.

[31]  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.

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

[33]  Douglas L. Jones,et al.  Joint source channel matching for a wireless communications link , 1998, Proceedings DCC '98 Data Compression Conference (Cat. No.98TB100225).

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

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

[36]  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.

[37]  Allen Gersho,et al.  Pseudo-Gray coding , 1990, IEEE Trans. Commun..

[38]  Xue-Bin Liang,et al.  Orthogonal designs with maximal rates , 2003, IEEE Trans. Inf. Theory.

[39]  Emanuele Viterbo,et al.  The golden code: a 2 x 2 full-rate space-time code with non-vanishing determinants , 2004, International Symposium onInformation Theory, 2004. ISIT 2004. Proceedings..

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

[41]  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.

[42]  Laurence B. Milstein,et al.  Optimized Unequal Error Protection Using Multiplexed Hierarchical Modulation , 2012, IEEE Transactions on Information Theory.

[43]  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.

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

[45]  Jun Won Choi,et al.  Scalable Source Transmission With Unequal Frequency Reuse in MIMO Cellular Networks , 2017, IEEE Transactions on Communications.

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

[47]  Dietmar Saupe,et al.  Model-based real-time progressive transmission of images over noisy channels , 2003, 2003 IEEE Wireless Communications and Networking, 2003. WCNC 2003..

[48]  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.