LDPC Code Design for the Two-User Gaussian Multiple Access Channel

被引:27
作者
Sharifi, Shahrouz [1 ,2 ]
Tanc, A. Korhan [3 ]
Duman, Tolga M. [4 ]
机构
[1] Arizona State Univ, Sch Elect Comp & Energy Engn ECEE, Tempe, AZ 85287 USA
[2] Maxlinear, Carlsbad, CA USA
[3] Kirklareli Univ, Dept Elect & Elect Engn, TR-39100 Kayali, Kirklareli, Turkey
[4] Bilkent Univ, Dept Elect & Elect Engn, TR-06800 Ankara, Turkey
基金
美国国家科学基金会;
关键词
Low-density parity-check codes; code design; multiple access channels; iterative decoding; Gaussian mixture; common outage capacity; PARITY-CHECK CODES; MODULATION;
D O I
10.1109/TWC.2015.2511749
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We study code design for two-user Gaussian multiple access channels (GMACs) under fixed channel gains and under quasi-static fading. We employ low-density parity-check (LDPC) codes with BPSK modulation and utilize an iterative joint decoder. Adopting a belief propagation (BP) algorithm, we derive the PDF of the log-likelihood-ratios (LLRs) fed to the component LDPC decoders. Via examples, it is illustrated that the characterized PDF resembles a Gaussian mixture (GM) distribution, which is exploited in predicting the decoding performance of LDPC codes over GMACs. Based on the GM assumption, we propose variants of existing analysis methods, named modified density evolution (DE) andmodified extrinsic information transfer (EXIT). We derive a stability condition on the degree distributions of the LDPC code ensembles and utilize it in the code optimization. Under fixed channel gains, the newly optimized codes are shown to perform close to the capacity region boundary outperforming the existing designs and the off-the-shelf point-to-point (P2P) codes. Under quasi-static fading, optimized codes exhibit consistent improvements upon the P2P codes as well. Finite block length simulations of specific codes picked from the designed ensembles are also carried out and it is shown that optimized codes perform close to the outage limits.
引用
收藏
页码:2833 / 2844
页数:12
相关论文
共 21 条
[1]   Achieving general points in the 2-user Gaussian MAC without time-sharing or rate-splitting by means of iterative coding [J].
Amraoui, A ;
Dusad, S ;
Urbanke, R .
ISIT: 2002 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, PROCEEDINGS, 2002, :334-334
[2]  
[Anonymous], 2011, NETWORK INFORM THEOR
[3]   LDPC codes for fading Gaussian broadcast channels [J].
Berlin, P ;
Tuninetti, D .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2005, 51 (06) :2173-2182
[4]   On the design of low-density parity-check codes within 0.0045 dB of the Shannon limit [J].
Chung, SY ;
Forney, GD ;
Richardson, TJ ;
Urbanke, R .
IEEE COMMUNICATIONS LETTERS, 2001, 5 (02) :58-60
[5]   Serial concatenation of LDPC codes and differential modulations [J].
Franceschini, M ;
Ferrari, G ;
Raheli, R ;
Curtoni, A .
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2005, 23 (09) :1758-1768
[6]   LOW-DENSITY PARITY-CHECK CODES [J].
GALLAGER, RG .
IRE TRANSACTIONS ON INFORMATION THEORY, 1962, 8 (01) :21-&
[7]  
Hagenauer Joachim, 2004, 2004 12th European Signal Processing Conference (EUSIPCO), P1541
[8]  
Han X., 2003, Computational Inverse Techniques in Nondestructive Evaluation
[9]   Capacity-approaching bandwidth-efficient coded modulation schemes based on low-density parity-check codes [J].
Hou, JL ;
Siegel, PH ;
Milstein, LB ;
Pfister, HD .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2003, 49 (09) :2141-2155
[10]   Low density parity check codes over wireless relay channels [J].
Hu, Jun ;
Duman, Tolga M. .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2007, 6 (09) :3384-3394