Adaptive Optimal Stochastic Control of Delay-Tolerant Networks

被引:5
作者
Altman, Eitan [1 ,2 ]
De Pellegrini, Francesco [3 ]
Miorandi, Daniele [4 ]
Neglia, Giovanni [5 ]
机构
[1] Univ Cote Azur, INRIA, 2004 Route Lucioles, F-06902 Sophia Antipolis, France
[2] LINCS, 23 Ave Italie, F-75013 Paris, France
[3] CREATE NET, Via Cascata 56-D, I-38123 Povo, Trento, Italy
[4] U Hopper Srl, Via Antonio da Trento 8, I-38122 Trento, Italy
[5] INRIA, 2004 Route Lucioles, F-06902 Sophia Antipolis, France
关键词
Stochastic optimal control; game theory; delay tolerant networks; stochastic approximations; MOBILITY; IMPACT;
D O I
10.1109/TMC.2016.2611507
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Optimal stochastic control of delay tolerant networks is studied in this paper. First, the structure of optimal two-hop forwarding policies is derived. In order to be implemented, such policies require knowledge of certain global system parameters such as the number of mobiles or the rate of contacts between mobiles. But, such parameters could be unknown at system design time or may even change over time. In order to address this problem, adaptive policies are designed that combine estimation and control: based on stochastic approximation techniques, such policies are proved to achieve optimal performance in spite of lack of global information. Furthermore, the paper studies interactions that may occur in the presence of several DTNs which compete for the access to a gateway node. The latter problem is formulated as a cost-coupled stochastic game and a unique Nash equilibrium is found. Such equilibrium corresponds to the system configuration in which each DTN adopts the optimal forwarding policy determined for the single network problem.
引用
收藏
页码:1815 / 1829
页数:15
相关论文
共 38 条
[1]  
Altman E., 1998, STOCH MODELS, V14, P1051, DOI DOI 10.1080/15326349808807514
[2]   Constrained cost-coupled stochastic games with independent state processes [J].
Altman, Eitan ;
Avrachenkov, Konstantin ;
Bonneau, Nicolas ;
Debbah, Merouane ;
El-Azouzi, Rachid ;
Menasche, Daniel Sadoc .
OPERATIONS RESEARCH LETTERS, 2008, 36 (02) :160-164
[3]   Decentralized Stochastic Control of Delay Tolerant Networks [J].
Altman, Eitan ;
Neglia, Giovanni ;
De Pellegrini, Francesco ;
Miorandi, Dandele .
IEEE INFOCOM 2009 - IEEE CONFERENCE ON COMPUTER COMMUNICATIONS, VOLS 1-5, 2009, :1134-+
[4]  
[Anonymous], P IFIP WIR DAYS OCT
[5]  
[Anonymous], LCAREPORT2006127 EPF
[6]  
[Anonymous], P 3 INT C PERF EV ME
[7]  
[Anonymous], P 29 INT TEL C SEP 1
[8]  
[Anonymous], 1999, STOCH MODEL SER, DOI 10.1201/9781315140223
[9]  
[Anonymous], 2006, Proceedings of the 2006 SIGCOMM workshop on Challenged networks
[10]  
[Anonymous], 2000, HDB SYSTEMIC AUTOIMM