Optimization of Joint Progressive Source and Channel Coding for 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 channel codes and space-time codes to progressive packets is much larger than that of solely assigning channel codes to the packets. This paper applies a parametric approach to address that complex joint optimization problem in a MIMO system. Employing the parametric distortion-rate function, 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 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]  Thomas M. Cover,et al.  Elements of information theory (2. ed.) , 2006 .

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

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

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

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

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

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

[8]  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.

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

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

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

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

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

[14]  Seok-Ho Chang,et al.  Joint Source, Channel and Space-time Coding of Progressive Sources in MIMO Systems , 2016, ArXiv.

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

[16]  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.

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

[18]  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.

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

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

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

[22]  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.

[23]  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..

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

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

[26]  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.