Abstract
This paper concerns the synchronization of drive-response Boolean control networks (BCNs) under event-triggered control. The algebraic form of drive-response BCNs can be acquired with the help of semi-tensor product of matrices. Using the algebraic form, a necessary and sufficient condition is obtained for the synchronization of drive-response BCNs. Then, a constructive procedure is presented to design event-triggered controllers for the drive-response BCNs. Moreover, we also design event-triggered controllers such that an array of drive-response BCNs achieve synchronization. Finally, an numerical example is given for the illustration of the result.
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Kauffman, S.A.: Metabolic stabitlity and epigenesis in randomly constructed genetic nets. J. Theor. Biol. 22(3), 437–467 (1969)
Akutsu, T., Hayashida, M., Ching, W.K., Ng, M.K.: Control of Boolean networks: hardness results and algorithms for tree structured networks. J. Theor. Biol. 244(4), 670–679 (2007)
Li, H.T., Wang, Y.Z.: Output tracking of switched Boolean networks under open-loop/closed-loop switching signals. Nonlinear Anal. Hybrid Syst. 22, 137–146 (2016)
Lu, J.Q., Li, M.L., Huang, T.W., Liu, Y., Cao, J.D.: The transformation between the Galois NLFSRs and the Fibonacci NLFSRs via semi-tensor product of matrices. Automatica 96, 393–397 (2018)
Cheng, D.Z., Qi, H.S.: Analysis and Control of Dynamics of Boolean Ne‘tworks. Springer, Berlin (2010)
Cheng, D.Z., Qi, H.S.: A linear representation of dynamics of Boolean networks. IEEE Trans. Autom. Control 55(10), 2251–2258 (2010)
Lu, J.Q., Li, H.T., Liu, Y., Li, F.F.: Survey on semi-tensor product method with its applications in logical networks and other finite-valued systems. IET Control Theory Appl. 11(13), 2040–2047 (2017)
Laschov, D., Margaliot, M.: On Boolean control networks with maximal topological entropy. Automatica 50(11), 2924–2928 (2014)
Cheng, D.Z., Qi, H.S., Li, Z.Q.: Analysis and Control of Boolean Networks: a Semi-tensor Product Approach. Springer, New York (2011)
Zhu, Q.X., Liu, Y., Lu, J.Q., Cao, J.D.: Further results on the controllability of Boolean control networks. IEEE Trans. Autom. Control 64, 440–442 (2019)
Lu, J.Q., Zhong, J., Huang, C., Cao, J.D.: On pinning controllability of Boolean control networks. IEEE Trans. Autom. Control 61(6), 1658–1663 (2016)
Li, H.T., Wang, Y.Z.: Controllability analysis and control design for switched Boolean networks with state and input constraints. SIAM J. Control Optim. 53(5), 2955–2979 (2015)
Lu, J.Q., Zhong, J., Ho, D.W.C., Tang, Y., Cao, J.D.: On controllability of delayed Boolean control networks. SIAM J. Control Optim. 54(2), 2955–2979 (2016)
Lu, J.Q., Sun, L.J., Liu, Y., Ho, D.W.C., Cao, J.D.: Stabilization of Boolean control networks under aperiodic sampled-data control. SIAM J. Control Optim. 56(6), 4385–4404 (2018)
Li, H.T., Wang, Y.Z.: Output feedback stabilization control design for Boolean control networks. Automatica 49(12), 3641–3645 (2013)
Li, Y.Y., Li, B.W., Liu, Y., Lu, J.Q., Wang, Z., Alsaadi, F.E.: Set stability and set stabilization of switched Boolean networks with state-based switching. IEEE Access 6, 35624–35630 (2018)
Li, X.H., Lu, J.Q., Qiu, J.L., Chen, X.Y., Li, X.D., Alsaadi, F.E.: Set stability for switched Boolean networks with open-loop and closed-loop switching signals. Sci. China Inf. Sci. 61(9), 092207 (2018)
Li, B.W., Lou, J.G., Liu, Y., Wang, Z.: Robust invariant set analysis of Boolean networks. Complexity 2019, 2731395 (2019)
Tong, L.Y., Liu, Y., Li, Y.Y., Lu, J.Q., Wang, Z., Alsaadi, F.E.: Robust control invariance of probabilistic Boolean control networks via event-triggered control. IEEE Access 6, 37767–37774 (2018)
Li, F.F., Sun, J.T.: Controllability and optimal control of a temporal Boolean network. Neural Netw. 34(4), 10–17 (2012)
Meng, M., Feng, J.: Optimal control problem of singular Boolean control networks. Int. J. Control Autom. Syst. 13(2), 266–273 (2015)
Zhu, Q.X., Liu, Y., Lu, J.Q., Cao, J.D.: On the optimal control of Boolean control networks. SIAM J. Control Optim. 56(2), 1321–1341 (2018)
Zhong, J., Lu, J.Q., Huang, T.W., Ho, D.W.C.: Controllability and synchronization analysis of identical-hierarchy mixed-valued logical control networks. IEEE Trans. Cybern. 47(11), 3482–3493 (2017)
Li, R., Chu, T.G.: Complete synchronization of Boolean networks. IEEE Trans. Neural Netw. Learn. Syst. 23, 840–846 (2012)
Li, Y.Y., Zhong, J., Lu, J.Q., Ho, D.W.C., Cao, J.D.: On robust synchronization of drive-response Boolean control networks with disturbances. Math. Probl. Eng. 2018, 1737685 (2018)
Ma, J., Tang, J.: A review for dynamics in neuron and neuronal network. Nonlinear Dyn. 89(3), 1569–1578 (2017)
Ma, J., Mi, L., Zhou, P., Xu, Y., Hayat, T.: Phase synchronization between two neurons induced by coupling of electromagnetic field. Appl. Math. Comput. 307, 321–328 (2017)
Li, Y.Y.: Impulsive synchronization of stochastic neural networks via controlling partial states. Neural Process. Lett. 46, 59–69 (2017)
Ma, J., Tang, J.: A review for dynamics of collective behaviors of network of neurons. Sci. China Technol. Sci. 58(12), 2038–2045 (2015)
Ma, J., Wu, F.Q., Wang, C.N.: Synchronization behaviors of coupled neurons under electromagnetic radiation. Int. J. Mod. Phys. B 31(2), 1650251 (2017)
Arenas, A., Díaz-Guilera, A., Kurths, J., Moreno, Y., Zhou, C.S.: Synchronization in complex networks. Phys. Rep. 469(3), 93–153 (2008)
Lu, J.Q., Guo, X., Huang, T.W., Wang, Z.: Consensus of signed networked multi-agent systems with nonlinear coupling and communication delays. Appl. Math. Comput. 350, 153–162 (2019)
Li, Y.Y., Lou, J.G., Wang, Z., Alsaadi, F.E.: Synchronization of nonlinearly coupled dynamical networks under hybrid pinning impulsive controllers. J. Frankl. Inst. 355, 6520–6530 (2018)
Liang, K., Dai, M.C., Shen, H., Wang, J., Wang, Z., Chen, B.: \({\cal{L}}_2-{\cal{L}}_\infty \) synchronization for singularly perturbed complex networks with semi-Markov jump topology. Appl. Math. Comput. 321, 450–462 (2018)
Zhang, J.H., Sun, J.T.: Exponential synchronization of complex networks with continuous dynamics and Boolean mechanism. Neurocomputing 307, 146–152 (2018)
Li, F.F.: Pinning control design for the synchronization of two coupled Boolean networks. IEEE Trans. Circuits Syst. II Express Briefs 63(3), 309–313 (2016)
Li, R., Yang, M., Chu, T.: Synchronization design of Boolean networks via the semi-tensor product method. IEEE Trans. Neural Netw. Learn. Syst. 24(6), 996–1001 (2013)
Åström, K.J., Bo, B.: Comparison of periodic and event based sampling for first order stochastic systems. Proceedings of Ifac World Congress, (1999)
Heemels, W.P.M.H., Donkers, M.C.F., Teel, A.R.: Periodic event-triggered control for linear systems. IEEE Trans. Autom. Control 58(4), 847–861 (2013)
Zhu, S.Y., Lou, J.G., Liu, Y., Li, Y.Y., Wang, Z.: Event-triggered control for the stabilization of probabilistic Boolean control networks. Complexity 2018, 9259348 (2018)
Wu, Y.Q., Meng, X.Y., Xie, L.H., Lu, R.Q., Su, H.Y., Wu, Z.G.: An input-based triggering approach to leader-following problems. Automatica 75, 221–228 (2017)
Li, Y.L., Li, H.T., Sun, W.W.: Event-triggered control for robust set stabilization of logical control networks. Automatica 95, 556–560 (2018)
Li, Q., Shen, B., Liu, Y.R., Alsaadi, F.E.: Event-triggered \( H_\infty \) state estimation for discrete-time stochastic genetic regulatory networks with Markovian jumping parameters and time-varying delays. Neurocomputing 174, 912–920 (2016)
Yue, D.D., Guan, Z.H., Li, T., Liao, R.Q., Liu, F., Lai, Q.: Event-based cluster synchronization of coupled genetic regulatory networks. Phys. A 482, 649–665 (2017)
Cheng, D.Z., Qi, H.S., Zhao, Y.: An Introduction to Semi-Tensor Product of Matrices and its Applications. World Scientific, Singapore (2012)
Acknowledgements
This work was supported by the National Natural Science Foundation of China under Grant Nos. 61573102 and 61573008, the Natural Science Foundation of Jiangsu Province of China under Grant BK20170019, and China Postdoctoral Science Foundation under Grant Nos. 2014M560377 and 2015T80483, Jiangsu Province Six Talent Peaks Project under Grant 2015-ZNDW-002, the Fundamental Research Funds for the Central Universities under Grants JZ2017HGTB0188, and SDUST Research Fund (Nos. 2014TDJH102, 2018TDJH101).
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Yang, J., Lu, J., Li, L. et al. Event-triggered control for the synchronization of Boolean control networks. Nonlinear Dyn 96, 1335–1344 (2019). https://doi.org/10.1007/s11071-019-04857-2
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DOI: https://doi.org/10.1007/s11071-019-04857-2