Abstract
This paper deals with the problem for synchronization of a nonlinear time delayed complex spatio-temporal network (CSN), modelled by semi-linear parabolic partial differential-difference equations. A boundary controller relying to distributed measurement is designed. Multiple time-invariant delays are firstly considered. By employing Lyapunov’s direct method and Wirtingers inequality, synchronization criteria of the CSN are presented in terms of LMIs. And then, multiple time-varying delays are respectively considered using the boundary controller and synchronization criteria are obtained. Finally, an example illustrates the effectiveness of the proposed method.
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References
Huang T, Li C, Yu W, Chen G (2009) Synchronization of delayed chaotic systems with parameter mismatches by using intermittent linear state feedback. Nonlinearity 22(3):569
Liu Y, Tong L, Lou J, Lu J, Cao J (2018) Sampled-data control for the synchronization of Boolean control networks. IEEE Trans Cybern. https://doi.org/10.1109/TCYB.2017.2779781
Lu J, Ho DWC, Wu L (2009) Exponential stabilization of switched stochastic dynamical networks. Nonlinearity 22:889–911
Lu J, Ho DWC (2011) Stabilization of complex dynamical networks with noise disturbance under performance constraint. Nonlinear Anal Ser B Real World Appl 12:1974–1984
Wang J, Liu Y, Sun C (2018) Pointwise exponential stabilization of a linear parabolic PDE system using non-collocated pointwise observation. Automatica 93:197–210
Yang C, Zhang A, Chen X, Chen X, Qiu J (2017) Stability and stabilization of a delayed PIDE system via SPID control. Neural Comput Appl 28(12):4139–4145
Wang J, Liu Y, Sun C (2017) Observer-based dynamic local piecewise control of a linear parabolic PDE using non-collocated local piecewise observation. IET Control Theory Appl. 12(3):346–358
Wang J, Wu H (2018) Exponential pointwise stabilization of semi-linear parabolic distributed parameter systems via the Takagi–Sugeno fuzzy pde model. IEEE Trans Fuzzy Syst 26:155–173
Lu J, Ding C, Lou J, Cao J (2015) Outer synchronization of partially coupled dynamical networks via pinning impulsive controllers. J Frankl Inst 352(11):5024–5041
Li Y (2017) Impulsive synchronization of stochastic neural networks via controlling partial states. Neural Process Lett 46(1):59–69
Li H, Hu C, Jiang H, Teng Z, Jiang Y-L (2017) Synchronization of fractional-order complex dynamical networks via periodically intermittent pinning control. Chaos Solitons Fractals 103:357–363
Yao J, Wang HO, Guan Z, Xu W (2009) Passive stability and synchronization of complex spatio-temporal switching networks with time delays. Automatica 45(7):1721–1728
Kanakov O, Osipov G, Chan C-K, Kurths J (2007) Cluster synchronization and spatio-temporal dynamics in networks of oscillatory and excitable Luo-Rudy cells. Chaos 17(1):015111
Chen W, Luo S, Zheng WX (2016) Impulsive synchronization of reaction–diffusion neural networks with mixed delays and its application to image encryption. IEEE Trans Neural Netw Learn Syst 27(12):2696–2710
Wang J, Wu H, Huang T, Ren S (2016) Pinning control strategies for synchronization of linearly coupled neural networks with reaction–diffusion terms. IEEE Trans Neural Netw Learn Syst 27(4):749–761
Xu M, Wang J, Wei P (2017) Synchronization for coupled reaction-diffusion neural networks with and without multiple time-varying delays via pinning-control. Neurocomputing 227:82–91
Pilloni A, Pisano A, Orlov Y, Usai E (2016) Consensus-based control for a network of diffusion PDEs with boundary local interaction. IEEE Trans Autom Control 61(9):2708–2713
Yang C, He H, Huang T, Zhang A, Qiu J, Cao J, Li X (2017) Consensus for non-linear multi-agent systems modelled by PDEs based on spatial boundary communication. IET Control Theory Appl 11(17):3196–3200
Lu J, Wang Z, Cao J, Ho DW, Kurths J (2012) Pinning impulsive stabilization of nonlinear dynamical networks with time-varying delay. Int J Bifurc Chaos 22(07):1250176
He W, Qian F, Cao J (2017) Pinning-controlled synchronization of delayed neural networks with distributed-delay coupling via impulsive control. Neural Netw 85:1–9
Cao J, Li R (2017) Fixed-time synchronization of delayed memristor-based recurrent neural networks. Sci China Inf Sci 60(3):032201
Xiong W, Patel R, Cao J, Zheng W (2017) Synchronization of hierarchical time-varying neural networks based on asynchronous and intermittent sampled-data control. IEEE Trans Neural Netw Learn Syst 28(11):2837–2843
Li N, Cao J (2018) Synchronization criteria for multiple memristor-based neural networks with time delay and inertial term. Sci China Technol Sci 61:612–622
Zhou C, Zhang W, Yang X, Xu C, Feng J (2017) Finite-time synchronization of complex-valued neural networks with mixed delays and uncertain perturbations. Neural Process Lett 46(1):271–291
Wan Y, Cao J, Wen G, Yu W (2016) Robust fixed-time synchronization of delayed Cohen–Grossberg neural networks. Neural Netw 73:86–94
Lu B, Jiang H, Hu C, Abdurahman A (2018) Synchronization of hybrid coupled reaction-diffusion neural networks with time delays via generalized intermittent control with spacial sampled-data. Neural Netw 105:75–87
Wu K, Li C, Chen B, Yao Y (2013) Robust \( {H}_\infty \) synchronization of coupled partial differential systems with spatial coupling delay. IEEE Trans Circuit Syst II 60(7):451–455
Sheng Y, Zhang H, Zeng Z (2016) Synchronization of reaction-diffusion neural networks with Dirichlet boundary conditions and infinite delays. IEEE Trans Cybern 47(10):3005–3017
Tu Z, Ding N, Li L, Feng Y, Zou L, Zhang W (2017) Adaptive synchronization of memristive neural networks with time-varying delays and reaction–diffusion term. Appl Math Comput 311:118–128
Yang X, Cao J, Yang Z (2013) Synchronization of coupled reaction–diffusion neural networks with time-varying delays via pinning-impulsive controller. SIAM J Control Optim 51(5):3486–3510
Dharani S, Rakkiyappan R, Park JH (2017) Pinning sampled-data synchronization of coupled inertial neural networks with reaction–diffusion terms and time-varying delays. Neurocomputing 227:101–107
Luo S, Deng F, Chen W-H (2017) Pointwise-in-space stabilization and synchronization of a class of reaction–diffusion systems with mixed time delays via aperiodically impulsive control. Nonlinear Dyn 88(4):2899–2914
Li T, Rao B (2013) Exact synchronization for a coupled system of wave equations with Dirichlet boundary controls. Chin Ann Math Ser B 34(1):139–160
Wu K, Tian T, Wang L, Wang W (2016) Asymptotical synchronization for a class of coupled time-delay partial differential systems via boundary control. Neurocomputing 197:113–118
Wu K, Tian T, Wang L (2016) Synchronization for a class of coupled linear partial differential systems via boundary control. J Frankl Inst 353(16):4062–4073
Dou H, Wang S (2014) A boundary control for motion synchronization of a two-manipulator system with a flexible beam. Automatica 50(12):3088–3099
Yang C, Cao J, Huang T, Zhang J, Qiu J (2018) Guaranteed cost boundary control for cluster synchronization of complex spatio-temporal dynamical networks with community structure. Sci China Inf Sci 61(5):052203
Yang C, Huang T, Li Z, Zhang J, Qiu J, Alsaadi FE (2018) Synchronization of nonlinear complex spatio-temporal networks using adaptive boundary control and pinning adaptive boundary control. IEEE Access 6:38216–38224
Xia W, Luo Y, Zhou B, Liu G (2017) Exponential synchronization of a class of \(N\)-coupled complex partial differential systems with time-varying delay. Complexity 2017:5982365
Wang J, Tsai S, Li H, Lam HK (2018) Spatially piecewise fuzzy control design for sampled-data exponential stabilization of semi-linear parabolic PDE systems. IEEE Trans Fuzzy Syst. https://doi.org/10.1109/TFUZZ.2018.2809686
Wang J, Wu H, Li H (2014) Fuzzy boundary control design for a class of nonlinear parabolic distributed parameter systems. IEEE Trans Fuzzy Syst 22:642–652
Yang C, Qiu J, He H (2015) Exponential synchronization for a class of complex spatio-temporal networks with space-varying coefficients. Neurocomputing 151:40–47
Acknowledgements
The authors would like to thank the editor and anonymous reviewers for their valuable comments and suggestions. This work was jointly supported by the National Natural Science Foundation of China (Grant Nos. 61703193, 61773193 and 61503171), the Natural Science Foundation of Shandong Province (Grant Nos. ZR2017MF022, ZR2016JL021 and ZR2015FL021), the Key Research and Development Project of Shandong Province (Grant No. 2016GGX109001), the Key Research and Development Project of Linyi City (Grant No. 2017GGH009), the Funding of Young Teacher Growth Plan of Shandong Province, and the National Priority Research Project from the Qatar National Research Fund (Grant No. 9-166-1-031).
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Yang, C., Huang, T., Yi, K. et al. Synchronization for Nonlinear Complex Spatio-Temporal Networks with Multiple Time-Invariant Delays and Multiple Time-Varying Delays. Neural Process Lett 50, 1051–1064 (2019). https://doi.org/10.1007/s11063-018-9900-y
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DOI: https://doi.org/10.1007/s11063-018-9900-y