Towards an information theory of large networks: An achievable rate region

被引:221
作者
Gupta, P [1 ]
Kumar, PR
机构
[1] Lucent Technol, Bell Labs, Murray Hill, NJ 07974 USA
[2] Univ Illinois, Dept Elect & Comp Engn, Urbana, IL 61801 USA
[3] Univ Illinois, Coordinated Sci Lab, Urbana, IL 61801 USA
关键词
discrete memoryless channels (DMCs); Gaussian channels; multiuser communications; network information theory; relay networks; transport capacity; wireless networks;
D O I
10.1109/TIT.2003.814480
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We study communication networks of arbitrary size and topology and communicating over a general vector discrete memoryless channel (DMC). We propose an information-theoretic constructive scheme for obtaining an achievable rate region in such networks. Many well-known capacity-defining achievable rate regions can be derived as special cases of the proposed scheme. A few such examples are the physically degraded and reversely degraded relay channels, the Gaussian multiple-access channel, and the Gaussian broadcast channel. The proposed scheme also leads to inner bounds for the multicast and allcast capacities. Applying the proposed scheme to a specific wireless network of n nodes located in a region of unit area, we show that a transport capacity of Theta (n) bit-meters per second (bit-meters/s) is feasible in a certain family of networks, as compared to the best possible transport capacity of Theta(rootn) bit-meters/s in [16], where the receiver capabilities were limited. Even though the improvement is shown for a specific class of networks, a clear implication is that designing and employing more sophisticated multiuser coding schemes can provide sizable gains in at least some large wireless networks.
引用
收藏
页码:1877 / 1894
页数:18
相关论文
共 30 条
[1]   Network information flow [J].
Ahlswede, R ;
Cai, N ;
Li, SYR ;
Yeung, RW .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2000, 46 (04) :1204-1216
[2]  
Ahlswede R., 1971, P 2 INT S INF THEOR, P23
[3]   A survey on sensor networks [J].
Akyildiz, IF ;
Su, WL ;
Sankarasubramaniam, Y ;
Cayirci, E .
IEEE COMMUNICATIONS MAGAZINE, 2002, 40 (08) :102-114
[4]  
[Anonymous], P IEEE INT S INF THE
[5]   COOPERATIVE BROADCASTING [J].
BERGMANS, PP ;
COVER, TM .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1974, 20 (03) :317-324
[6]   RANDOM CODING THEOREM FOR BROADCAST CHANNELS WITH DEGRADED COMPONENTS [J].
BERGMANS, PP .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1973, 19 (02) :197-207
[7]   Fading channels: Information-theoretic and communications aspects [J].
Biglieri, E ;
Proakis, J ;
Shamai, S .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1998, 44 (06) :2619-2692
[8]  
Cover T. M., 2005, ELEM INF THEORY, DOI 10.1002/047174882X
[9]   Comments on broadcast channels [J].
Cover, TM .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1998, 44 (06) :2524-2530
[10]  
COVER TM, 1979, IEEE T INFORM THEORY, V25, P572, DOI 10.1109/TIT.1979.1056084