BLMA: A Blind Matching Algorithm With Application to Cognitive Radio Networks

被引:15
作者
Hamza, Doha [1 ]
Shamma, Jeff S. [1 ]
机构
[1] King Abdullah Univ Sci & Technol, Comp Elect & Math Sci & Engn Div, RISC Lab, Thuwal 239556900, Saudi Arabia
关键词
Decentralized matching; generalized assignment games; one-to-one matching; epsilon-pairwise stability; epsilon-core; cognitive radio; ASSIGNMENT; ALLOCATION; STABILITY;
D O I
10.1109/JSAC.2017.2659098
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 consider a two-sided one-to-one abstract matching problem with a defined notion of pairwise stability. The formulated problem is shown to encompass the ordinal and cardinal utility markets. We propose a distributed blind matching algorithm (BLMA) to solve the problem. The BLMA is characterized by random activations of agents, and by generic negotiation and aspiration (utility) update processes. We prove that the solution produced by the BLMA will converge to an epsilon-pairwise stable, equivalently epsilon-core, outcome with probability one. We then consider three BLMA applications in cognitive radio networks. We propose a simple BLMA negotiation and aspiration update dynamic to produce an epsilon-pairwise stable solution for the case of quasi-convex and quasi-concave utilities. In the case of more general utility forms, we show another BLMA process to provide equilibrium. We also consider the use of the BLMA in an ordinal utility market. In all applications of the BLMA, we impose a limited information exchange in the network so that agents can only calculate their own utilities, but no information is available about the utilities of any other user in the network.
引用
收藏
页码:302 / 316
页数:15
相关论文
共 35 条
[1]   UNCOORDINATED TWO-SIDED MATCHING MARKETS [J].
Ackermann, Heiner ;
Goldberg, Paul W. ;
Mirrokni, Vahab S. ;
Roeglin, Heiko ;
Voecking, Berthold .
SIAM JOURNAL ON COMPUTING, 2011, 40 (01) :92-106
[2]  
An C., 2009, WIR COMM NETW MOB CO, P1
[3]  
[Anonymous], 1992, 2 SIDED MATCHING STU
[4]  
[Anonymous], Probability, Random Variables and Stochastic Processes
[5]  
[Anonymous], THESIS
[6]  
[Anonymous], 2006, Theoretical Economics
[7]   Dynamic decentralised algorithms for cognitive radio relay networks with multiple primary and secondary users utilising matching theory [J].
Bayat, Siavash ;
Louie, Raymond H. Y. ;
Vucetic, Branka ;
Li, Yonghui .
TRANSACTIONS ON EMERGING TELECOMMUNICATIONS TECHNOLOGIES, 2013, 24 (05) :486-502
[8]  
Biro P., 2007, THESIS
[9]   Multi-antenna transmission for underlay and overlay cognitive radio with explicit message-learning phase [J].
Blasco-Serrano, Ricardo ;
Lv, Jing ;
Thobaben, Ragnar ;
Jorswieck, Eduard ;
Skoglund, Mikael .
EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2013,
[10]  
Boyd S, 2004, CONVEX OPTIMIZATION