Utility-optimal random-access control

被引:90
作者
Lee, Jang-Won
Chiang, Mung
Calderbank, A. Robert
机构
[1] Yonsei Univ, Dept Elect & Elect Engn, Seoul 120749, South Korea
[2] Princeton Univ, Dept Elect Engn, Princeton, NJ 08544 USA
[3] Princeton Univ, Program Appl & Computat Math, Princeton, NJ 08544 USA
[4] Princeton Univ, Dept Comp Sci, Princeton, NJ 08544 USA
[5] Princeton Univ, Dept Math, Princeton, NJ 08544 USA
基金
美国国家科学基金会;
关键词
Wireless network; medium access control (MAC); mathematical programming/optimization; network utility maximization; network control by pricing;
D O I
10.1109/TWC.2007.05991
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
This paper designs medium access control (MAC) protocols for wireless networks through the network utility maximization (NUM) framework. A network-wide utility maximization problem is formulated, using a collision/persistence-probabilistic model and aligning selfish utility with total social welfare. By adjusting the parameters in the utility objective functions of the NUM problem, we can also control the tradeoff between efficiency and fairness of radio resource allocation. We develop two distributed algorithms to solve the utility-optimal random-access control problem, which lead to random access protocols that have slightly more message passing overhead than the current exponential-backoff protocols, but significant potential for efficiency and fairness improvement. We provide readily-verifiable sufficient conditions under which convergence of the proposed algorithms to a global optimality of network utility can be guaranteed, and numerical experiments that illustrate the value of the NUM approach to the complexity-performance tradeoff in MAC design.
引用
收藏
页码:2741 / 2751
页数:11
相关论文
共 22 条
[1]  
[Anonymous], 2010, IEEE Standard 802.11a-1999
[2]  
Bertsekas D., 1999, NONLINEAR PROGRAMMIN
[3]  
CHEN L, P IEEE INFOCOM 2005, V3, P2212
[4]   Layering as optimization decomposition: A mathematical theory of network architectures [J].
Chiang, Mung ;
Low, Steven H. ;
Calderbank, A. Robert ;
Doyle, John C. .
PROCEEDINGS OF THE IEEE, 2007, 95 (01) :255-312
[5]  
FANG Z, P IEEE INFOCOM 2004, V2, P1284
[6]  
HUANG XL, P ACM MOBIHOC 2001, P221
[7]  
Jain R., 1984, DEC Research Report TR-301
[8]   Achieving proportional fairness using local information in Aloha networks [J].
Kar, K ;
Sarkar, S ;
Tassiulas, L .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2004, 49 (10) :1858-1862
[9]  
Kelly FP, 1998, J OPER RES SOC, V49, P237, DOI 10.1038/sj.jors.2600523
[10]   Utility-based rate control in the Internet for elastic traffic [J].
La, RJ ;
Anantharam, V .
IEEE-ACM TRANSACTIONS ON NETWORKING, 2002, 10 (02) :272-286