IEEE Circuits and Systems Magazine - Q2 2019 - 31

Founding Director of the Centre for Chaos and Complex
Networks at the City University of Hong Kong since year
2000, prior to that he was a tenured Full Professor at the
University of Houston, Texas. He was awarded the 2011
Euler Gold Medal, Russia, and conferred Honorary Doctorate by the Saint Petersburg State University, Russia
in 2011 and by the University of Le Havre, Normandy,
France in 2014. He is a Member of the Academia of Europe and a Fellow of The World Academy of Sciences,
and is a Highly Cited Researcher in Engineering according to Thomson Reuters.
References
[1] R. E. Kalman, "Mathematical description of linear dynamical systems," J. Soc. Ind. Appl. Math. Ser. A, vol. 1, no. 2, pp. 152-192, 1963.
[2] C. K. Chui and G. Chen, Linear Systems and Optimal Control. New York:
Springer-Verlag, 1989.
[3] C. W. Wu, "Synchronization and convergence of linear dynamics in
random directed networks," IEEE Trans. Autom. Control, vol. 51, no. 7,
pp. 1207-1210, 2006.
[4] X. F. Wang, X. Li, and J. Lü, "Control and flocking of networked systems via pinning," IEEE Circuits Syst. Mag., vol. 10, no. 3, pp. 83-91, 2010.
[5] G. Chen, "Pinning control and controllability of complex dynamical
networks," Int. J. Autom. Comput., vol. 14, no. 1, pp. 1-9, 2017.
[6] W. Ren, R. W. Beard, and E. M. Atkins, "Information consensus in
multivehicle cooperative control," IEEE Control Syst. Mag., vol. 27, no.
2, pp. 71-82, 2007.
[7] F. Chen and W. Ren, "Distributed consensus in networks," Wiley
Encycl. Elect. Electron. Eng., pp. 1-15, 2016. doi: 10.1002/047134608X
.W8314.
[8] C.-T. Lin, "Structural controllability," IEEE Trans. Autom. Control, vol.
19, no. 3, pp. 201-208, 1974.
[9] C.-T. Lin, "System structure and minimal structure controllability,"
IEEE Trans. Autom. Control, vol. 22, no. 5, pp. 855-862, 1977.
[10] H. Mayeda and T. Yamada, "Strong structural controllability," SIAM
J. Control Optim., vol. 17, no. 1, pp. 123-138, 1979.
[11] H. G. Tanner, "On the controllability of nearest neighbor interconnections," in Proc. 43rd IEEE Conf. Decision Control, Dec. 2004, pp. 2467-
2472.
[12] M. Ji, A. Muhammad, and M. Egerstedt, "Leader-based multi-agent
coordination: controllability and optimal control," in Proc. American
Control Conf., June 2006, pp. 1358-1363.
[13] A. Rahmani and M. Mesbahi, "On the controlled agreement problem," in Proc. American Control Conf., June 2006, pp. 1376-1381.
[14] A. Rahmani and M. Mesbahi, "Pulling the strings on agreement: anchoring, controllability, and graph automorphisms," in Proc. American
Control Conf., July 2007, pp. 2738-2743.
[15] M. Ji and M. Egerstedt, "A graph-theoretic characterization of controllability for multi-agent systems," in Proc. American Control Conf.,
July 2007, pp. 4588-4593.
[16] A. Rahmani, M. Ji, M. Mesbahi, and M. Egerstedt, "Controllability of
multi-agent systems from a graph-theoretic perspective," SIAM J. Control Optim., vol. 48, no. 1, pp. 162-186, 2009.
[17] S. Martini, M. Egerstedt, and A. Bicchi, "Controllability analysis of
multi-agent systems using relaxed equitable partitions," Int. J. Syst. Control Commun., vol. 2, no. 1/2/3, pp. 100-121, 2010.
[18] S. Zhang, M. Cao, and M. K. Camlibel, "Upper and lower bounds for
controllable subspaces of networks of diffusively coupled agents," IEEE
Trans. Autom. Control, vol. 59, no. 3, pp. 745-750, 2014.
[19] M. Cao, S. Zhang, and M. K. Camlibel, "A class of uncontrollable
diffusively coupled multiagent systems with multichain topologies,"
IEEE Trans. Autom. Control, vol. 58, no. 2, pp. 465-469, 2013.
[20] M. K. Camlibel, S. Zhang, and M. Cao, "Comments on 'Controllability analysis of multi-agent systems using relaxed equitable partitions,"
Int. J. Syst. Control Commun., vol. 4, no. 1/2, pp. 72-75, 2012.
[21] Y. C. Lou and Y. G. Hong, "Controllability analysis of multi-agent
systems with directed and weighted interconnection," Int. J. Control,
vol. 85, no. 10, pp. 1486-1496, 2012.
sEcOnd QuartEr 2019

[22] Z. J. Ji and H. S. Yu, "A new perspective to graphical characterization of multiagent controllability," IEEE Trans. Cybern., vol. 47, no. 6,
pp. 1471-1483, 2017.
[23] N. Cai and Y. S. Zhong, "Formation controllability of high-order linear time-invariant swarm systems," IET Control Theory Appl., vol. 4, no.
4, pp. 646-654, 2010.
[24] Y.-Y. Liu, J.-J. Slotine, and A.-L. Barabási, "Controllability of complex networks," Nature, vol. 473, pp. 167-173, 2011.
[25] M. Pósfai, Y.-Y. Liu, J.-J. Slotine, and A.-L. Barabási, "Effect of correlations on network controllability," Sci. Rep., vol. 3, no. 1067, p. 1067, 2013.
[26] G. Menichetti, L. Dall'Asta, and G. Bianconi, "Network controllability is determined by the density of low in-degree and out-degree nodes,"
Phys. Rev. Lett., vol. 113, no. 7, p. 078701, 2014.
[27] Y. P. Wang, J. Xiang, Y. J. Li, and M. Z. Q. Chen, "Controllability of
dynamic-edge multi-agent systems," IEEE Trans. Control Netw. Syst., vol.
5, no. 3, pp. 857-567, 2017. doi: 10.1109/TCNS.2017.2648513.
[28] Z. C. Hong, F. Chen, L. Y. Xiang, and W. Lan, "A study on the relationship between consensus of edge dynamics and node dynamics," in
Proc. Youth Academic Annu. Conf. Chinese Association Automation, May
2017, pp. 1183-1187.
[29] X. L. Wang, H. S. Su, L. Wang, and X. F. Wang, "Edge consensus on
complex networks: a structural analysis," Int. J. Control, vol. 90, no. 8,
pp. 1584-1596, 2017.
[30] X. L. Wang, H. S. Su, X. F. Wang, and G. Chen, "Nonnegative edge
quasi-consensus of networked dynamical systems," IEEE Trans. Circuits
Syst. II, vol. 64, no. 3, pp. 304-308, 2017.
[31] T. Nepusz and T. Vicsek, "Controlling edge dynamics in complex
networks," Nat. Phys., vol. 8, no. 7, pp. 568-573, 2012.
[32] S.-P. Pang, W.-X. Wang, F. Hao, and Y.-C. Lai, "Universal framework for
edge controllability of complex networks," Sci. Rep., vol. 7, p. 4224, 2017.
[33] Z. Z. Yuan, C. Zhao, Z. R. Di, W.-X. Wang, and Y.-C. Lai, "Exact controllability of complex networks," Nat. Commun., vol. 4, p. 2447, 2013.
[34] J. W. Li, Z. Z. Yuan, Y. Fan, W.-X. Wang, and Z. R. Di, "Controllability
of fractal networks: an analytical approach," Europhys. Lett., vol. 105,
no. 5, p. 58001, 2014.
[35] M. Xu, C.-Y. Xu, H. Wang, C.-Z. Deng, and K.-F. Cao, "Analytical controllability of deterministic scale-free networks and Cayley trees," Eur.
Phys. J. B, vol. 88, p. 168, 2015.
[36] Z. Z. Yuan, C. Zhao, W.-X. Wang, Z. R. Di, and Y.-C. Lai, "Exact controllability of multiplex networks," New J. Phys., vol. 16, p. 103036, 2014.
[37] S. Nie, X. W. Wang, and B. H. Wang, "Effect of degree correlation
on exact controllability of multiplex networks," Physica A, vol. 436,
pp. 98-102, 2015.
[38] N. J. Cowan, E. J. Chastain, D. A. Vilhena, J. S. Freudenberg, and C. T.
Bergstrom, "Nodal dynamics, not degree distributions, determine the structural controllability of complex networks," PLoS One, vol. 7, no. 6, p. e38398,
2012.
[39] C. Zhao, W.-X. Wang, Y.-Y. Liu, and J.-J. Slotine, "Intrinsic dynamics induce
global symmetry in network controllability," Sci. Rep., vol. 5, p. 8422, 2015.
[40] L. Wang, G. Chen, X. F. Wang, and W. K. S. Tang, "Controllability of
networked MIMO systems," Automatica, vol. 69, pp. 405-409, 2016.
[41] Y. Q. Hao, Z. S. Duan, and G. Chen, "Further on the controllability of
networked MIMO LTI systems," Int. J. Robust Nonlinear Control, vol. 28,
no. 5, pp. 1778-1788, 2018.
[42] L. Y. Xiang, P. R. Wang, F. Chen, and G. Chen, "Controllability of heterogeneous directed networked MIMO systems," arXiv:1812.03302v2,
2018.
[43] L. Wang, X. F. Wang, and G. Chen, "Controllability of networked
higher-dimensional systems with one-dimensional communication,"
Phil. Trans. R. Soc. A, vol. 375, p. 20160215, 2017.
[44] L. Y. Xiang, J. J. H. Zhu, F. Chen, and G. Chen, "Controllability of
weighted and directed networks with nonidentical node dynamics,"
Math. Probl. Eng., vol. 2013, p. 405034, 2013.
[45] W. Ren and R. W. Beard, "Consensus seeking in multiagent systems
under dynamically changing interaction topologies," IEEE Trans. Autom. Control, vol. 50, no. 5, pp. 655-661, 2005.
[46] P. Holme and J. Saramäki, "Temporal networks," Phys. Rep., vol. 519,
no. 3, pp. 97-125, 2012.
[47] Y. J. Pan and X. Li, "Structural controllability and controlling centrality of temporal networks," PLoS One, vol. 9, no. 4, p. e94998, 2014.
[48] B. Y. Hou, X. Li, and G. Chen, "Structural controllability of temporally switching networks," IEEE Trans. Circuits Syst. I, vol. 63, no. 10,
pp. 1771-1781, 2016.
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IEEE Circuits and Systems Magazine - Q2 2019

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