A Complex Systems Science Perspective on Wireless Networks

被引:7
作者
Macaluso, Irene [1 ]
Galiotto, Carlo [1 ]
Marchetti, Nicola [1 ]
Doyle, Linda [1 ]
机构
[1] Trinity Coll Dublin, CTVR Telecommun Res Ctr, Dublin, Ireland
关键词
Dynamic spectrum access; excess entropy; robustness; self organising wireless networks;
D O I
10.1007/s11424-016-4122-8
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The paper targets a future world where all wireless networks are self-organising entities and in which the predominant mode of spectrum access is dynamic. The paper explores whether the behaviour of a collection of autonomous self-organising wireless systems can be treated as a complex system and whether complex systems science can shed light on the design and deployment of these networks. The authors focus on networks that self-organise from a frequency perspective to understand the behaviour of a collection of wireless self-organising nodes. Each autonomous network is modelled as a cell in a lattice and follows a simple set of self-organisation rules. Two scenarios are considered, one in which each cell is based on cellular automata and which provides an abstracted view of interference and a second in which each cell uses a self-organising technique which more accurately accounts for interference. The authors use excess entropy to measure complexity and in combination with entropy gain an understanding of the structure emerging in the lattice for the self-organising networks. The authors show that the self-organising systems presented here do exhibit complex behaviour. Finally, the authors look at the robustness of these complex systems and show that they are robust against changes in the environment.
引用
收藏
页码:1034 / 1056
页数:23
相关论文
共 24 条
[1]  
3GPP, 2010, document TR 36
[2]  
AHMED F, 2010, HINDAWI J ELECT COMP, P1, DOI DOI 10.1097/MCG.0B013E3181F656FB
[3]   NeXt generation/dynamic spectrum access/cognitive radio wireless networks: A survey [J].
Akyildiz, Ian F. ;
Lee, Won-Yeol ;
Vuran, Mehmet C. ;
Mohanty, Shantidev .
COMPUTER NETWORKS, 2006, 50 (13) :2127-2159
[4]  
[Anonymous], 2007, LECT NETW COMPL SYST
[5]  
Beigy H, 2003, LECT NOTES COMPUT SC, V2690, P119
[6]  
Beigy H, 2009, J COMPUTATIONAL INTE, V8, P310
[7]   Uncovering individual and collective human dynamics from mobile phone records [J].
Candia, Julian ;
Gonzalez, Marta C. ;
Wang, Pu ;
Schoenharl, Timothy ;
Madey, Greg ;
Barabasi, Albert-Laszlo .
JOURNAL OF PHYSICS A-MATHEMATICAL AND THEORETICAL, 2008, 41 (22)
[8]  
Feldman D. P., 2003, STAT PHYS PLASMAS FL, V67, P1
[9]   Learning and Reasoning in Cognitive Radio Networks [J].
Gavrilovska, Liljana ;
Atanasovski, Vladimir ;
Macaluso, Irene ;
DaSilva, Luiz A. .
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2013, 15 (04) :1761-1777
[10]  
Herzen J, 2013, IEEE INFOCOM SER, P1573