Modeling the Dynamics of Coalition Formation Games for Cooperative Spectrum Sharing in an Interference Channel

被引:25
|
作者
Khan, Zaheer [1 ]
Glisic, Savo [2 ]
DaSilva, Luiz A. [3 ,4 ]
Lehtomaki, Janne [1 ]
机构
[1] Univ Oulu, Ctr Wireless Commun, Oulu 90014, Finland
[2] Univ Oulu, Telecommun Lab, Oulu 90014, Finland
[3] Trinity Coll Dublin, Ctr Telecommun Value Chain Res, Dept Elect & Elect Engn, Dublin, Ireland
[4] Virginia Tech, Bradley Dept Elect & Comp Engn, Blacksburg, VA 24060 USA
关键词
Ad hoc wireless networks; coalition formation; game theory; network dynamics; resource allocation; ALLOCATION;
D O I
10.1109/TCIAIG.2010.2080358
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Although establishing cooperation in a wireless network is a dynamic process, most game theoretic coalition formation models proposed in the literature are static. We analyze a dynamic coalition formation game based on a Markovian model for the spectrum sharing problem in an interference channel. Our model is dynamic in the sense that distributed transmitter/receiver pairs, with partial channel knowledge, reach stable coalition structures (CSs) through a time-evolving sequence of steps. Depending on an interference environment, we show that the game process either converges to the absorbing state of the grand coalition or to the absorbing state of internal and external stability. We also show that, due to myopic links, it is possible that the core of the game is nonempty, but links cannot form the grand coalition to utilize the core rate allocations. We then formulate a condition for the formation of the stable grand coalition. Using simulation we show that coalition formation yields significant gains in terms of average rates per link for different network sizes. We also show average maximum coalition sizes for different distances between the transmitters and their own receivers. Finally, we analyze the mean and variance of the time for the game to reach the stable coalition structures.
引用
收藏
页码:17 / 30
页数:14
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