Small-World Regular Networks for Communication

A network with a homogeneous degree distribution is considered as a better topology to design a communication network. This is due to equal sharing of the communication channels and the network capacity that improves parallel search and other communication activities. A Regular Network (RN) uses such a topology and gains the benefits offered by the homogeneity of the topology. However, it suffers from increased network delays due to high average path length and diameter. This brief proposes a novel algorithm to generate large size RNs of low diameter and average path length called Small-World Regular Networks (SWRN). The proposed algorithm uses the distribution of prime numbers in a given finite set of positive integers to generate a RN, then applies a random link-swapping mechanism to the network to reduce the diameter and the average path-length, keeping the regularity (degrees) of the network unchanged. The performance of the proposed algorithm has been studied extensively and observed that the proposed algorithm outperforms the existing state-of-the-art algorithms from the literature in terms of networks with shorter diameter and paths while maintaining the properties of the RN.

[1]  M. A. Muñoz,et al.  Entangled networks, synchronization, and optimal network topology. , 2005, Physical review letters.

[2]  Robert Elsässer,et al.  Efficient randomised broadcasting in random regular networks with applications in peer-to-peer systems , 2016, Distributed Computing.

[3]  R. Olfati-Saber,et al.  Algebraic Connectivity Ratio of Ramanujan Graphs , 2007, 2007 American Control Conference.

[4]  Ian Dobson,et al.  Using Transmission Line Outage Data to Estimate Cascading Failure Propagation in an Electric Power System , 2008, IEEE Transactions on Circuits and Systems II: Express Briefs.

[5]  László Babai,et al.  Small-diameter Cayley Graphs for Finite Simple Groups , 1989, Eur. J. Comb..

[6]  Joseph G. Peters,et al.  Deterministic small-world communication networks , 2000, Inf. Process. Lett..

[7]  Ahmed Helmy,et al.  Analysis of Wired Short Cuts in Wireless Sensor Networks , 2004, The IEEE/ACS International Conference on Pervasive Services.

[8]  Alexandre Arenas,et al.  Optimal network topologies for local search with congestion , 2002, Physical review letters.

[9]  Jinde Cao,et al.  Pinning Synchronization of Nonlinear Coupled Lur’e Networks Under Hybrid Impulses , 2019, IEEE Transactions on Circuits and Systems II: Express Briefs.

[10]  T. Carroll,et al.  Master Stability Functions for Synchronized Coupled Systems , 1998 .

[11]  Hamid Mokhtar,et al.  A FEW FAMILIES OF CAYLEY GRAPHS AND THEIR EFFICIENCY AS COMMUNICATION NETWORKS , 2017, Bulletin of the Australian Mathematical Society.

[12]  Penna Traveling salesman problem and Tsallis statistics. , 1995, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[13]  N. Wormald Models of random regular graphs , 2010 .

[14]  A. Jamakovic,et al.  On the relationship between the algebraic connectivity and graph's robustness to node and link failures , 2007, 2007 Next Generation Internet Networks.

[15]  Won-Joo Hwang,et al.  Resource Allocation for Heterogeneous Traffic in Complex Communication Networks , 2016, IEEE Transactions on Circuits and Systems II: Express Briefs.

[16]  Magnus Egerstedt,et al.  Formation of Robust Multi-Agent Networks through Self-Organizing Random Regular Graphs , 2015, IEEE Transactions on Network Science and Engineering.

[17]  Liang Chen,et al.  Synchronization: An Obstacle to Identification of Network Topology , 2009, IEEE Transactions on Circuits and Systems II: Express Briefs.

[18]  N. Wormald,et al.  Models of the , 2010 .

[19]  Alan M. Frieze,et al.  Random graphs , 2006, SODA '06.

[20]  Béla Bollobás,et al.  The diameter of random regular graphs , 1982, Comb..

[21]  Makoto Imase,et al.  Connectivity of Regular Directed Graphs with Small Diameters , 1985, IEEE Transactions on Computers.

[22]  F. Göbel,et al.  Random walks on graphs , 1974 .

[23]  Pu Gao,et al.  Uniform Generation of Random Regular Graphs , 2015, 2015 IEEE 56th Annual Symposium on Foundations of Computer Science.

[24]  N. Linial,et al.  Expander Graphs and their Applications , 2006 .

[25]  Xin Yuan,et al.  Random Regular Graph and Generalized De Bruijn Graph with $k$ -Shortest Path Routing , 2016, IEEE Transactions on Parallel and Distributed Systems.

[26]  Junghun Ryu,et al.  Borel Cayley Graph-Based Topology Control for Consensus Protocol in Wireless Sensor Networks , 2013 .

[27]  Xin Yuan,et al.  Random Regular Graph and Generalized De Bruijn Graph with k-Shortest Path Routing , 2018, IEEE Trans. Parallel Distributed Syst..

[28]  Azer Bestavros,et al.  Small-world characteristics of Internet topologies and implications on multicast scaling , 2006, Comput. Networks.

[29]  J. Delvenne,et al.  Random walks on graphs , 2004 .

[30]  Xin Yuan,et al.  A Comparative Study of Topology Design Approaches for HPC Interconnects , 2018, 2018 18th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGRID).

[31]  Mahdi Jalili,et al.  Cascading Failure Tolerance of Modular Small-World Networks , 2011, IEEE Transactions on Circuits and Systems II: Express Briefs.

[32]  Mark Newman,et al.  Networks: An Introduction , 2010 .

[33]  M. Fiedler Algebraic connectivity of graphs , 1973 .