Abstract
Synchronization in complex networks has been an active area of research in recent years. While much effort has been devoted to networks with the small-world and scale-free topology, structurally they are often assumed to have a single, densely connected component. Recently it has also become apparent that many networks in social, biological, and technological systems are clustered, as characterized by a number (or a hierarchy) of sparsely linked clusters, each with dense and complex internal connections. Synchronization is fundamental to the dynamics and functions of complex clustered networks, but this problem has just begun to be addressed. This paper reviews some progress in this direction by focusing on the interplay between the clustered topology and network synchronizability. In particular, there are two parameters characterizing a clustered network: the intra-cluster and the inter-cluster link density. Our goal is to clarify the roles of these parameters in shaping network synchronizability. By using theoretical analysis and direct numerical simulations of oscillator networks, it is demonstrated that clustered networks with random inter-cluster links are more synchronizable, and synchronization can be optimized when inter-cluster and intra-cluster links match. The latter result has one counterintuitive implication: more links, if placed improperly, can actually lead to destruction of synchronization, even though such links tend to decrease the average network distance. It is hoped that this review will help attract attention to the fundamental problem of clustered structures/synchronization in network science.
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Lago-Fernandez L. F., Huerta R., Corbacho F., and Siguenza J. A., Phys. Rev. Lett., 2000, 84(12): 2758
Gade P. M. and Hu C.-K., Phys. Rev. E, 2000, 62(5): 6409
Wang X. F. and Chen G., Int. J. of Bifur. Chaos, 2002, 12: 187
Wang X. F. and Chen G., IEEE Trans. on Circ. Sys., Part I, 2002, 49: 54
Hong H., Choi M. Y., and Kim B. J., Phys. Rev. E, 2002, 65(2): 026139
Jalan S. and Amritkar R. E., Phys. Rev. Lett., 2003, 90(1): 014101
Barahona M. and Pecora L. M., Phys. Rev. Lett., 2002, 89: 054101
Lv J., Yu X., Chen G., and Cheng D., IEEE Trans. on Circ. Sys., Part I, 2004, 51: 787
Fan J. and Wang X. F., Physica A, 2005, 349: 443
Gong B., Yang L., and Yang K., Phys. Rev. E, 2005, 72: 037101
Nishikawa T., Motter A. E., Lai Y.-C., and Hoppensteadt F. C., Phys. Rev. Lett., 2003, 91: 014101
Motter A. E., Zhou C., and Kurths J., Europhys. Lett., 2005, 69(3): 334
Motter A. E., Zhou C., and Kurths J., Phys. Rev. E, 2005, 71: 016116
Zhou C., Motter A. E., and Kurths J., Phys. Rev. Lett., 2006, 96: 034101
Zhou C. and Kurths J., Phys. Rev. Lett., 2006, 96: 164102
Hwang D.-U., Chavez M., Amann A., and Boccaletti S., Phys. Rev. Lett., 2005, 94: 138701
Chavez M., Hwang D.-U., Amann A., Hentschel H. G. E., and Boccaletti S., Phys. Rev. Lett., 2005, 94: 218701
Huang D., Phys. Rev. E, 2006, 74: 046208
Chavez M., Hwang D.-U., Martinerie J., and Boccaletti S., Phys. Rev. E, 2006, 74: 066107
Wang X., Lai Y.-C., and Lai C.-H., Phys. Rev. E, 2007, 75: 056205
Nishikawa T. and Motter A. E., Phys. Rev. E, 2006, 73: 065106
Watts D. J. and Strogatz S. H., Nature, 1998, 393: 440
Erdös P. and Rényi A., Publ. Math. Inst. Hung. Acad. Sci., 1960, 5: 17; Bollobaás B., Random Graphs, London: Academic, 1985
Barabási A.-L. and Albert R., Science, 1999, 286: 509
Zhao M., Zhou T., Wang B.-H., and Wang W.-X., Phys. Rev. E, 2005, 72: 057102
Yin C.-Y., Wang W.-X., Chen G., and Wang B.-H., Phys. Rev. E, 2006, 74: 047102
Atay F. M. and Bıyıkoğlu T., Phys. Rev. E, 2005, 72: 016217
Donetti L., Hurtado I., and Muñoz M. A., Phys. Rev. Lett., 2005, 95: 188701
Atay F. M., Bıyıkoğlu T., and Jost J., IEEE Trans. Circuits Syst. I: Regular Papers, 2006, 53: 92
Wang X. F. and Chen G., J. Systems Science and Complexity, 2003, 16: 1
Boccaletti S., Hwang D.-U., Chavez M., Amann A., Kurths J., and Pecora L. M., Phys. Rev. E, 2006, 74: 016102
Restrepo J. G., Ott E., and Hunt B. R., Phys. Rev. Lett., 2006, 97: 094102
Oh E., Rho K., Hong H., and Kahng B., Phys. Rev. E, 2005, 72: 047101
Park K., Lai Y.-C., Gupte S., and Kim J.-W., Chaos, 2006, 6: 015105
Huang L., Park K., Lai Y.-C., Yang L., and Yang K., Phys. Rev. Lett., 2006, 97: 164101
Huang L., Lai Y.-C., Park K., and Gatenby R.A., submitted
Watts D. J., Dodds S., and Newman M. E. J., Science, 2002, 296: 1302
Girvan M. and Newman M. E. J., Proc. Natl. Acad. Sci. USA, 2002, 99: 7821
Motter A. E., Nishikawa T., and Lai Y.-C., Phys. Rev. E, 2003, 68: 036105
Spirin V. and Mirny L. A., Proc. Natl. Acad. Sci. USA, 2003, 100: 12123
Ravasz E., Somera A. L., Mongru D. A., Oltvai Z., and Barabási A.-L., Science, 2002, 297: 1551
Palla G., Derényi I., Farkas I., and Vicsek T., Nature, 2005, 435: 814
Milo R., Shen-Orr S., Itzkovitz S., Kashtan N., Chklovskii D., and Alon U., Science, 2002, 298(5594): 824
Vázquez A., Pastor-Satorras R., and Vespignani A., Phys. Rev. E, 2002, 65(6): 066130
Eriksen K. A., Simonsen I., Maslov S., and Sneppen K., Phys. Rev. Lett., 2003, 90: 148701
Zachary W. W., J. Anthropol. Res., 1977, 33:452
Fujisaka H. and Yamada T., Prog. Theor. Phys., 1983, 69: 32
Pecora L. M. and Carroll T. L., Phys. Rev. Lett., 1998, 80: 2109
Jost J. and Joy M. P., Phys. Rev. E, 2002, 65: 016201
Fink K. S., Johnson G., Carroll T., Mar D., and Pecora L., Phys. Rev. E, 2000, 61: 5080
Monasson R., Eur. Phys. J. B, 1999, 12: 555
Restrepo J. G., Ott E., and Hunt B. R., Phys. Rev. Lett., 2004, 93: 114101
Restrepo J. G., Ott E., and Hunt B. R., Phys. Rev. E, 2004, 69: 66215
Wigner E. P., Ann. Math., 1955, 62: 548
Wigner E. P., Ann. Math., 1957, 65: 203
Mehta M. L., Random Matrices, 2nd ed., New York: Academic, 1991
Farkas I. J., Derényi I., Barabási A.-L., and Vicsek T., Phys. Rev. E, 2001, 64: 026704
Barabási A.-L. and Oltvai Z. N., Nature Reviews—Genetics, 2004, 5: 101
Huang L., Lai Y.-C., and Gatenby R. A., submitted
Toroczkai Z. and Bassler K. E., Nature, 2004, 428: 716
Park K., Lai Y.-C., Zhao L., and Ye N., Phys. Rev. E, 2005, 71: 065105
Kocarev L. and Parlitz U., Phys. Rev. Lett., 1996, 76: 1816
Wang X., Huang L., Lai Y.-C., and Lai C.-H., submitted
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Huang, L., Lai, YC., Park, K. et al. Synchronization in complex clustered networks. Front. Phys. China 2, 446–459 (2007). https://doi.org/10.1007/s11467-007-0056-x
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DOI: https://doi.org/10.1007/s11467-007-0056-x