Skip to main content
Erschienen in: Neural Processing Letters 1/2020

20.06.2020

Intra-layer Synchronization in Duplex Networks with Time-Varying Delays and Stochastic Perturbations Under Impulsive Control

verfasst von: Jinsen Zhuang, Yan Zhou, Yonghui Xia

Erschienen in: Neural Processing Letters | Ausgabe 1/2020

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This paper concerns the intra-layer synchronization in duplex networks with stochastic perturbations under impulsive control. In this paper, we proposed a dynamical system on a duplex network with impulsive control, where delay of interactions within each layer, delay of interactions between layers, and environmental noises are included. Different from Tang et al. (Sci China Technol Sci 61(12):1907–1914, 2018), we used different topology structures for the two layers of the duplex network. Different from the model of Shen and Tang (Chin Phys B 27(10):100503, 2018), delays in the node interactions within or between the layers are allowed. Besides, the environmental noises are included. Moreover, due to the superior efficiency of impulsive control, we use it to control the synchronization of the duplex network even if the dynamical system exhibits chaos phenomena. Finally, we obtain some interesting simulation results by applying our theoretic results to the Chua–Chua chaotic system to show the effectiveness of our control schemes.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Tang L, Lu J, Lü J (2018) A threshold effect of coupling delays on intra-layer synchronization in duplex networks. Sci China Technol Sci 61(12):1907–1914 Tang L, Lu J, Lü J (2018) A threshold effect of coupling delays on intra-layer synchronization in duplex networks. Sci China Technol Sci 61(12):1907–1914
2.
Zurück zum Zitat Shen J, Tang L (2018) Intra-layer synchronization in duplex networks. Chin Phys B 27(10):100503 Shen J, Tang L (2018) Intra-layer synchronization in duplex networks. Chin Phys B 27(10):100503
3.
Zurück zum Zitat Gambuzza LV, Frasca M, Gomez-Gardeñes J (2015) Intra-layer synchronization in multiplex networks. EPL Eur Lett 110(2):20010 Gambuzza LV, Frasca M, Gomez-Gardeñes J (2015) Intra-layer synchronization in multiplex networks. EPL Eur Lett 110(2):20010
4.
Zurück zum Zitat Jalan S, Singh A (2016) Cluster synchronization in multiplex networks. EPL Eur Lett 113(3):30002 Jalan S, Singh A (2016) Cluster synchronization in multiplex networks. EPL Eur Lett 113(3):30002
5.
Zurück zum Zitat Leyva I, Sevilla-Escoboza R, Sendiña-Nadal I, Gutiérrez R, Buldú J, Boccaletti S (2017) Inter-layer synchronization in non-identical multi-layer networks. Sci Rep 7(1):1–9MATH Leyva I, Sevilla-Escoboza R, Sendiña-Nadal I, Gutiérrez R, Buldú J, Boccaletti S (2017) Inter-layer synchronization in non-identical multi-layer networks. Sci Rep 7(1):1–9MATH
6.
Zurück zum Zitat Tang L, Lu J, Lü J (2019) Master stability functions for complete, intralayer, and interlayer synchronization in multiplex networks of coupled Rössler oscillators. Phys Rev E 99:012304 Tang L, Lu J, Lü J (2019) Master stability functions for complete, intralayer, and interlayer synchronization in multiplex networks of coupled Rössler oscillators. Phys Rev E 99:012304
7.
Zurück zum Zitat He W, Chen G, Han Q-L, Du W, Cao J, Qian F (2017) Multiagent systems on multilayer networks: Synchronization analysis and network design. IEEE Trans Syst Man Cybern Syst 47(7):1655–1667 He W, Chen G, Han Q-L, Du W, Cao J, Qian F (2017) Multiagent systems on multilayer networks: Synchronization analysis and network design. IEEE Trans Syst Man Cybern Syst 47(7):1655–1667
9.
Zurück zum Zitat Zhuang J, Cao J, Tang L, Xia Y, Perc M (2018) Synchronization analysis for stochastic delayed multi-layer network with additive couplings. IEEE Trans Syst Man Cybern Syst 99:1–10 Zhuang J, Cao J, Tang L, Xia Y, Perc M (2018) Synchronization analysis for stochastic delayed multi-layer network with additive couplings. IEEE Trans Syst Man Cybern Syst 99:1–10
10.
Zurück zum Zitat Li H, Xu X, Ding X (2019) Finite-time stability analysis of stochastic switched boolean networks with impulsive effect. Appl Math Comput 347:557–565MathSciNetMATH Li H, Xu X, Ding X (2019) Finite-time stability analysis of stochastic switched boolean networks with impulsive effect. Appl Math Comput 347:557–565MathSciNetMATH
11.
Zurück zum Zitat Liu X, Su H, Chen MZ (2015) A switching approach to designing finite-time synchronization controllers of coupled neural networks. IEEE Trans Neural Netw Learn Syst 27(2):471–482MathSciNet Liu X, Su H, Chen MZ (2015) A switching approach to designing finite-time synchronization controllers of coupled neural networks. IEEE Trans Neural Netw Learn Syst 27(2):471–482MathSciNet
12.
Zurück zum Zitat Liu X, Ho DW, Song Q, Xu W (2018) Finite/fixed-time pinning synchronization of complex networks with stochastic disturbances. IEEE Trans Cybern 49(6):2398–2403 Liu X, Ho DW, Song Q, Xu W (2018) Finite/fixed-time pinning synchronization of complex networks with stochastic disturbances. IEEE Trans Cybern 49(6):2398–2403
13.
Zurück zum Zitat Yang X, Lu J, Ho DWC, Song Q (2018) Synchronization of uncertain hybrid switching and impulsive complex networks. Appl Math Model 59:379–392MathSciNetMATH Yang X, Lu J, Ho DWC, Song Q (2018) Synchronization of uncertain hybrid switching and impulsive complex networks. Appl Math Model 59:379–392MathSciNetMATH
14.
Zurück zum Zitat Yang C, Huang L (2017) Finite-time synchronization of coupled time-delayed neural networks with discontinuous activations. Neurocomputing 249:64–71 Yang C, Huang L (2017) Finite-time synchronization of coupled time-delayed neural networks with discontinuous activations. Neurocomputing 249:64–71
15.
Zurück zum Zitat Yang X, Lam J, Ho DWC, Feng Z (2017) Fixed-time synchronization of complex networks with impulsive effects via nonchattering control. IEEE Trans Autom Control 62(11):5511–5521MathSciNetMATH Yang X, Lam J, Ho DWC, Feng Z (2017) Fixed-time synchronization of complex networks with impulsive effects via nonchattering control. IEEE Trans Autom Control 62(11):5511–5521MathSciNetMATH
16.
Zurück zum Zitat Xia Y, Yang Z, Han M (2009) Lag synchronization of unknown chaotic delayed yang-yang-type fuzzy neural networks with noise perturbation based on adaptive control and parameter identification. IEEE Trans Neural Netw 20(7):1165–1180 Xia Y, Yang Z, Han M (2009) Lag synchronization of unknown chaotic delayed yang-yang-type fuzzy neural networks with noise perturbation based on adaptive control and parameter identification. IEEE Trans Neural Netw 20(7):1165–1180
17.
Zurück zum Zitat Wu X, Zhao X, Jinhu L, Tang L, Lu J-A (2016) Identifying topologies of complex dynamical networks with stochastic perturbations. IEEE Trans Control Netw Syst 3(4):379–389MathSciNetMATH Wu X, Zhao X, Jinhu L, Tang L, Lu J-A (2016) Identifying topologies of complex dynamical networks with stochastic perturbations. IEEE Trans Control Netw Syst 3(4):379–389MathSciNetMATH
18.
Zurück zum Zitat Yu W, Cao J (2007) Synchronization control of stochastic delayed neural networks. Phys A Stat Mech Appl 373:252–260 Yu W, Cao J (2007) Synchronization control of stochastic delayed neural networks. Phys A Stat Mech Appl 373:252–260
19.
Zurück zum Zitat Song Y, Xu J (2012) Inphase and antiphase synchronization in a delay-coupled system with applications to a delay-coupled fitzhugh-nagumo system. IEEE Trans Neural Netw 23(10):1659–1670 Song Y, Xu J (2012) Inphase and antiphase synchronization in a delay-coupled system with applications to a delay-coupled fitzhugh-nagumo system. IEEE Trans Neural Netw 23(10):1659–1670
20.
Zurück zum Zitat Li X, Cao J (2008) Adaptive synchronization for delayed neural networks with stochastic perturbation. J Frankl Inst 345(7):779–791MathSciNetMATH Li X, Cao J (2008) Adaptive synchronization for delayed neural networks with stochastic perturbation. J Frankl Inst 345(7):779–791MathSciNetMATH
21.
Zurück zum Zitat Huang C, Cao J (2017) Active control strategy for synchronization and anti-synchronization of a fractional chaotic financial system. Phys A Stat Mech Appl 473:262–275MathSciNetMATH Huang C, Cao J (2017) Active control strategy for synchronization and anti-synchronization of a fractional chaotic financial system. Phys A Stat Mech Appl 473:262–275MathSciNetMATH
22.
Zurück zum Zitat Al-sawalha MM, Noorani MSM (2012) Chaos reduced-order anti-synchronization of chaotic systems with fully unknown parameters. Commun Nonlinear Sci Numer Simul 17(4):1908–1920MathSciNetMATH Al-sawalha MM, Noorani MSM (2012) Chaos reduced-order anti-synchronization of chaotic systems with fully unknown parameters. Commun Nonlinear Sci Numer Simul 17(4):1908–1920MathSciNetMATH
23.
Zurück zum Zitat Liu Y, Li B, Lu J, Cao J (2017) Pinning control for the disturbance decoupling problem of Boolean networks. IEEE Trans Autom Control 62(12):6595–6601MathSciNetMATH Liu Y, Li B, Lu J, Cao J (2017) Pinning control for the disturbance decoupling problem of Boolean networks. IEEE Trans Autom Control 62(12):6595–6601MathSciNetMATH
24.
Zurück zum Zitat Wang T, Zhao S, Zhou W, Yu W (2016) Almost sure synchronization control for stochastic delayed complex networks based on pinning adaptive method. Adv Differ Equ 306:1–16MathSciNetMATH Wang T, Zhao S, Zhou W, Yu W (2016) Almost sure synchronization control for stochastic delayed complex networks based on pinning adaptive method. Adv Differ Equ 306:1–16MathSciNetMATH
25.
Zurück zum Zitat Cheng Z, Xin Y, Cao J, Yu X, Lu G (2018) Selecting pinning nodes to control complex networked systems. Sci China Technol Sci 61(10):1537–1545 Cheng Z, Xin Y, Cao J, Yu X, Lu G (2018) Selecting pinning nodes to control complex networked systems. Sci China Technol Sci 61(10):1537–1545
26.
Zurück zum Zitat Tang Z, Park JH, Zheng W-X (2018) Distributed impulsive synchronization of Lur’e dynamical networks via parameter variation methods. Int J Robust Nonlinear Control 28(3):1001–1015MathSciNetMATH Tang Z, Park JH, Zheng W-X (2018) Distributed impulsive synchronization of Lur’e dynamical networks via parameter variation methods. Int J Robust Nonlinear Control 28(3):1001–1015MathSciNetMATH
27.
Zurück zum Zitat Li Y, Wu X, Lu J-A, Jinhu L (2016) Synchronizability of duplex networks. IEEE Trans Circuits Syst II Brief Pap 63(2):206–210 Li Y, Wu X, Lu J-A, Jinhu L (2016) Synchronizability of duplex networks. IEEE Trans Circuits Syst II Brief Pap 63(2):206–210
28.
Zurück zum Zitat Lu J, Ho DWC (2010) Globally exponential synchronization and synchronizability for general dynamical networks. IEEE Trans Syst Man Cybern Part B Cybern 40(2):350–361 Lu J, Ho DWC (2010) Globally exponential synchronization and synchronizability for general dynamical networks. IEEE Trans Syst Man Cybern Part B Cybern 40(2):350–361
29.
Zurück zum Zitat Li X, O’Regan D, Akca H (2015) Global exponential stabilization of impulsive neural networks with unbounded continuously distributed delays. IMA J Appl Math 80(1):85–99MathSciNetMATH Li X, O’Regan D, Akca H (2015) Global exponential stabilization of impulsive neural networks with unbounded continuously distributed delays. IMA J Appl Math 80(1):85–99MathSciNetMATH
30.
Zurück zum Zitat Li X, Shen J, Rakkiyappan R (2018) Persistent impulsive effects on stability of functional differential equations with finite or infinite delay. Appl Math Comput 329:14–22MathSciNetMATH Li X, Shen J, Rakkiyappan R (2018) Persistent impulsive effects on stability of functional differential equations with finite or infinite delay. Appl Math Comput 329:14–22MathSciNetMATH
31.
Zurück zum Zitat Li X, Yang X, Huang T (2019) Persistence of delayed cooperative models: Impulsive control method. Appl Math Comput 342:130–146MathSciNetMATH Li X, Yang X, Huang T (2019) Persistence of delayed cooperative models: Impulsive control method. Appl Math Comput 342:130–146MathSciNetMATH
32.
Zurück zum Zitat Lu J, Cao J, Ho DWC, Kurths J (2012) Pinning impulsive stabilization of nonlinear dynamical networks with time-varying delay. Int J Bifur Chaos 22(7):1250176MATH Lu J, Cao J, Ho DWC, Kurths J (2012) Pinning impulsive stabilization of nonlinear dynamical networks with time-varying delay. Int J Bifur Chaos 22(7):1250176MATH
33.
Zurück zum Zitat Stamov G, Stamova I (2015) Impulsive fractional functional differential systems and Lyapunov method for the existence of almost periodic solutions. Rep Math Phys 75(1):73–84MathSciNetMATH Stamov G, Stamova I (2015) Impulsive fractional functional differential systems and Lyapunov method for the existence of almost periodic solutions. Rep Math Phys 75(1):73–84MathSciNetMATH
34.
Zurück zum Zitat Stamova I (2014) Global Mittag–Leffler stability and synchronization of impulsive fractional-order neural networks with time-varying delays. Nonlinear Dyn 77(1):1251–1260MathSciNetMATH Stamova I (2014) Global Mittag–Leffler stability and synchronization of impulsive fractional-order neural networks with time-varying delays. Nonlinear Dyn 77(1):1251–1260MathSciNetMATH
35.
Zurück zum Zitat Yu L, Yu Z (2018) Synchronization of stochastic impulsive discrete-time delayed networks via pinning control. Neurocomputing 286:31–40 Yu L, Yu Z (2018) Synchronization of stochastic impulsive discrete-time delayed networks via pinning control. Neurocomputing 286:31–40
36.
Zurück zum Zitat Liu Y, Tong L, Lou J, Lu J, Cao J (2019) Sampled-data control for the synchronization of Boolean control networks. IEEE Trans Syst Man Cybern 49(2):726–732 Liu Y, Tong L, Lou J, Lu J, Cao J (2019) Sampled-data control for the synchronization of Boolean control networks. IEEE Trans Syst Man Cybern 49(2):726–732
38.
Zurück zum Zitat Zhang B, Zhuang J, Liu H, Cao J, Xia Y (2018) Master-slave synchronization of a class of fractional-order Takagi-Sugeno fuzzy neural networks. Adv Differ Equ 2018(1):473MathSciNetMATH Zhang B, Zhuang J, Liu H, Cao J, Xia Y (2018) Master-slave synchronization of a class of fractional-order Takagi-Sugeno fuzzy neural networks. Adv Differ Equ 2018(1):473MathSciNetMATH
39.
Zurück zum Zitat Guo B, Wu Y, Xiao Y, Zhang C (2018) Graph-theoretic approach to synchronizing stochastic coupled systems with time-varying delays on networks via periodically intermittent control. Appl Math Comput 331:341–357MathSciNetMATH Guo B, Wu Y, Xiao Y, Zhang C (2018) Graph-theoretic approach to synchronizing stochastic coupled systems with time-varying delays on networks via periodically intermittent control. Appl Math Comput 331:341–357MathSciNetMATH
40.
Zurück zum Zitat Wang J, Feng J, Xu C, Zhao Y (2013) Exponential synchronization of stochastic perturbed complex networks with time-varying delays via periodically intermittent pinning. Commun Nonlinear Sci Numer Simul 18(11):3146–3157MathSciNetMATH Wang J, Feng J, Xu C, Zhao Y (2013) Exponential synchronization of stochastic perturbed complex networks with time-varying delays via periodically intermittent pinning. Commun Nonlinear Sci Numer Simul 18(11):3146–3157MathSciNetMATH
41.
Zurück zum Zitat Liu L, Perc M, Cao J (2019) Aperiodically intermittent stochastic stabilization via discrete time or delay feedback control. Sci China Inf Sci 62(7):72201MathSciNet Liu L, Perc M, Cao J (2019) Aperiodically intermittent stochastic stabilization via discrete time or delay feedback control. Sci China Inf Sci 62(7):72201MathSciNet
42.
Zurück zum Zitat Tan X, Cao J, Li X, Alsaedi A (2018) Leader-following mean square consensus of stochastic multi-agent systems with input delay via event-triggered control. IET Control Theory Appl 12(1):299–309MathSciNet Tan X, Cao J, Li X, Alsaedi A (2018) Leader-following mean square consensus of stochastic multi-agent systems with input delay via event-triggered control. IET Control Theory Appl 12(1):299–309MathSciNet
43.
Zurück zum Zitat Wu Z, Xu Y, Pan Y, Su H, Tang Y (2018) Event-triggered control for consensus problem in multi-agent systems with quantized relative state measurements and external disturbance. IEEE Trans Circuits Syst I Reg Pap 65(7):2232–2242MathSciNet Wu Z, Xu Y, Pan Y, Su H, Tang Y (2018) Event-triggered control for consensus problem in multi-agent systems with quantized relative state measurements and external disturbance. IEEE Trans Circuits Syst I Reg Pap 65(7):2232–2242MathSciNet
44.
Zurück zum Zitat Wu Z, Xu Y, Pan Y, Shi P, Wang Q (2018) Event-triggered pinning control for consensus of multiagent systems with quantized information. IEEE Trans Syst Man Cybern Syst 48(11):1929–1938 Wu Z, Xu Y, Pan Y, Shi P, Wang Q (2018) Event-triggered pinning control for consensus of multiagent systems with quantized information. IEEE Trans Syst Man Cybern Syst 48(11):1929–1938
45.
Zurück zum Zitat Zhu Q (2019) Stabilization of stochastic nonlinear delay systems with exogenous disturbances and the event-triggered feedback control. IEEE Trans Autom Control 9(2):3764–3771MathSciNetMATH Zhu Q (2019) Stabilization of stochastic nonlinear delay systems with exogenous disturbances and the event-triggered feedback control. IEEE Trans Autom Control 9(2):3764–3771MathSciNetMATH
46.
Zurück zum Zitat Zhu Q, Wang H (2018) Output feedback stabilization of stochastic feedforward systems with unknown control coefficients and unknown output function. Automatica 87(2):166–175MathSciNetMATH Zhu Q, Wang H (2018) Output feedback stabilization of stochastic feedforward systems with unknown control coefficients and unknown output function. Automatica 87(2):166–175MathSciNetMATH
47.
Zurück zum Zitat Mao X (2011) Stochastic Differential Equations and Applications, 2nd edn. Woodhead Publishing, Cambridge Mao X (2011) Stochastic Differential Equations and Applications, 2nd edn. Woodhead Publishing, Cambridge
48.
Zurück zum Zitat Cao J, Yuan K, Li H-X (2006) Global asymptotical stability of recurrent neural networks with multiple discrete delays and distributed delays. IEEE Trans Neural Netw 17(6):1646–1651 Cao J, Yuan K, Li H-X (2006) Global asymptotical stability of recurrent neural networks with multiple discrete delays and distributed delays. IEEE Trans Neural Netw 17(6):1646–1651
49.
Zurück zum Zitat Li X, Bohner M (2012) An impulsive delay differential inequality and applications. Comput Math Appl 64(6):1875–1881MathSciNetMATH Li X, Bohner M (2012) An impulsive delay differential inequality and applications. Comput Math Appl 64(6):1875–1881MathSciNetMATH
50.
Zurück zum Zitat Pecora LM, Carroll TL (1998) Master stability functions for synchronized coupled systems. Phys Rev Lett 80(10):2109 Pecora LM, Carroll TL (1998) Master stability functions for synchronized coupled systems. Phys Rev Lett 80(10):2109
51.
Zurück zum Zitat Cao J, Wang Z, Sun Y (2007) Synchronization in an array of linearly stochastically coupled networks with time delays. Phys A Stat Mech Appl 385(2):718–728MathSciNet Cao J, Wang Z, Sun Y (2007) Synchronization in an array of linearly stochastically coupled networks with time delays. Phys A Stat Mech Appl 385(2):718–728MathSciNet
52.
Zurück zum Zitat Li X, Song S (2014) Research on synchronization of chaotic delayed neural networks with stochastic perturbation using impulsive control method. Commun Nonlinear Sci Numer Simul 19(10):3892–3900MathSciNetMATH Li X, Song S (2014) Research on synchronization of chaotic delayed neural networks with stochastic perturbation using impulsive control method. Commun Nonlinear Sci Numer Simul 19(10):3892–3900MathSciNetMATH
53.
Zurück zum Zitat Wu Y, Fu S, Li W (2019) Exponential synchronization for coupled complex networks with time-varying delays and stochastic perturbations via impulsive control. J Frankl Inst 356(1):492–513MathSciNetMATH Wu Y, Fu S, Li W (2019) Exponential synchronization for coupled complex networks with time-varying delays and stochastic perturbations via impulsive control. J Frankl Inst 356(1):492–513MathSciNetMATH
54.
Zurück zum Zitat Zhu Q, Cao J (2011) Adaptive synchronization under almost every initial data for stochastic neural networks with time-varying delays and distributed delays. Commun Nonlinear Sci Numer Simul 16(4):2139–2159MathSciNetMATH Zhu Q, Cao J (2011) Adaptive synchronization under almost every initial data for stochastic neural networks with time-varying delays and distributed delays. Commun Nonlinear Sci Numer Simul 16(4):2139–2159MathSciNetMATH
55.
Zurück zum Zitat Raj S, Ramachandran R, Rajendiran S, Cao J, Li X (2018) Passivity analysis of uncertain stochastic neural network with leakage and distributed delays under impulsive perturbations. Kybernetika 54(1):3–29MathSciNetMATH Raj S, Ramachandran R, Rajendiran S, Cao J, Li X (2018) Passivity analysis of uncertain stochastic neural network with leakage and distributed delays under impulsive perturbations. Kybernetika 54(1):3–29MathSciNetMATH
56.
Zurück zum Zitat Zhao X, Zhou J, Lü J-A (2018) Pinning synchronization of multiplex delayed networks with stochastic perturbations. IEEE Trans Cybern 99:1–9 Zhao X, Zhou J, Lü J-A (2018) Pinning synchronization of multiplex delayed networks with stochastic perturbations. IEEE Trans Cybern 99:1–9
57.
Zurück zum Zitat Watts DJ, Strogatz SH (1998) Collective dynamics of ‘small-world’ networks. Nature 393(6684):440–442MATH Watts DJ, Strogatz SH (1998) Collective dynamics of ‘small-world’ networks. Nature 393(6684):440–442MATH
58.
Zurück zum Zitat Higham DJ (2001) An algorithmic introduction to numerical simulation of stochastic differential equations. SIAM Rev 43(3):525–546MathSciNetMATH Higham DJ (2001) An algorithmic introduction to numerical simulation of stochastic differential equations. SIAM Rev 43(3):525–546MathSciNetMATH
Metadaten
Titel
Intra-layer Synchronization in Duplex Networks with Time-Varying Delays and Stochastic Perturbations Under Impulsive Control
verfasst von
Jinsen Zhuang
Yan Zhou
Yonghui Xia
Publikationsdatum
20.06.2020
Verlag
Springer US
Erschienen in
Neural Processing Letters / Ausgabe 1/2020
Print ISSN: 1370-4621
Elektronische ISSN: 1573-773X
DOI
https://doi.org/10.1007/s11063-020-10281-0

Weitere Artikel der Ausgabe 1/2020

Neural Processing Letters 1/2020 Zur Ausgabe

Neuer Inhalt