Skip to main content

2019 | OriginalPaper | Buchkapitel

5. Impulsive Neural Networks Towards Image Protection

verfasst von : Zhi-Hong Guan, Bin Hu, Xuemin (Sherman) Shen

Erschienen in: Introduction to Hybrid Intelligent Networks

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

Inspired by security applications in the Industrial Internet of Things (IIoT), this chapter focuses on the usage of impulsive neural network synchronization technique for intelligent image protection against illegal swiping and abuse. A class of nonlinear interconnected neural networks with transmission delay and random impulse effect is first introduced. In order to make network protocols more flexible, a randomized broadcast impulsive coupling scheme is integrated into the protocol design. Impulsive synchronization criteria are then derived for the chaotic neural networks in presence of nonlinear protocol and random broadcast impulse, with the impulse effect discussed. Illustrative examples are provided to verify the developed impulsive synchronization results and to show its potential application in image encryption and decryption.

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 J. A. Stankovic, “Research directions for the Internet of Things,” IEEE Internet Things J., vol. 1, no. 1, pp. 3–9, 2014.MathSciNetCrossRef J. A. Stankovic, “Research directions for the Internet of Things,” IEEE Internet Things J., vol. 1, no. 1, pp. 3–9, 2014.MathSciNetCrossRef
2.
Zurück zum Zitat A. R. Sadeghi, C. Wachsmann, and M. Waidner, “Security and privacy challenges in Industrial Internet of Things,” in 52nd ACM/EDAC/IEEE Design Automation Conf., 2015, pp. 1–6. A. R. Sadeghi, C. Wachsmann, and M. Waidner, “Security and privacy challenges in Industrial Internet of Things,” in 52nd ACM/EDAC/IEEE Design Automation Conf., 2015, pp. 1–6.
3.
Zurück zum Zitat G. R. Chen and X. N. Dong, “From Chaos to Order: Methodologies, Perspectives and Applications,” Singapore: World Scientific, 1998. G. R. Chen and X. N. Dong, “From Chaos to Order: Methodologies, Perspectives and Applications,” Singapore: World Scientific, 1998.
4.
Zurück zum Zitat G. Chen, Y. Mao, and C. K. Chui, “A symmetric image encryption scheme based on 3D chaotic cat maps,” Chaos, Solitons and Fractals, vol. 21, no. 3, pp. 749–761, 2004.MathSciNetCrossRef G. Chen, Y. Mao, and C. K. Chui, “A symmetric image encryption scheme based on 3D chaotic cat maps,” Chaos, Solitons and Fractals, vol. 21, no. 3, pp. 749–761, 2004.MathSciNetCrossRef
5.
Zurück zum Zitat E. Cherrier, M. Boutayeb, and J. Ragot, “Observers-based synchronization and input recovery for a class of nonlinear chaotic models,” IEEE Trans. Circuits Syst. I, vol. 53, no. 9, pp. 1977–1988, 2006.CrossRef E. Cherrier, M. Boutayeb, and J. Ragot, “Observers-based synchronization and input recovery for a class of nonlinear chaotic models,” IEEE Trans. Circuits Syst. I, vol. 53, no. 9, pp. 1977–1988, 2006.CrossRef
6.
Zurück zum Zitat Z.-H. Guan, F. Huang, and W. Guan, “Chaos-based image encryption algorithm,” Phy. Lett. A, vol. 346, no. 1–3, pp. 153–157, 2005.CrossRef Z.-H. Guan, F. Huang, and W. Guan, “Chaos-based image encryption algorithm,” Phy. Lett. A, vol. 346, no. 1–3, pp. 153–157, 2005.CrossRef
7.
Zurück zum Zitat A. Proskurnikov and M. Cao, “Synchronization of Goodwin’s oscillators under boundedness and nonnegativeness constraints for solutions,” IEEE Trans. Autom. Contr., vol. 62, no. 1, pp. 372–378, 2017.MathSciNetCrossRef A. Proskurnikov and M. Cao, “Synchronization of Goodwin’s oscillators under boundedness and nonnegativeness constraints for solutions,” IEEE Trans. Autom. Contr., vol. 62, no. 1, pp. 372–378, 2017.MathSciNetCrossRef
8.
Zurück zum Zitat W. Lu and T. Chen, “Synchronization of coupled connected neural networks with delays,” IEEE Trans. Circuits Syst. I, vol. 54, no. 6, pp. 1317–1326, 2004. W. Lu and T. Chen, “Synchronization of coupled connected neural networks with delays,” IEEE Trans. Circuits Syst. I, vol. 54, no. 6, pp. 1317–1326, 2004.
9.
Zurück zum Zitat C. Yang, Y. Jiang, Z. Li, W. He, and C. Su, “Neural control of bimanual robots with guaranteed global stability and motion precision,” IEEE Trans. Ind. Informat., vol. 13, no. 3, pp. 1162–1171, 2017.CrossRef C. Yang, Y. Jiang, Z. Li, W. He, and C. Su, “Neural control of bimanual robots with guaranteed global stability and motion precision,” IEEE Trans. Ind. Informat., vol. 13, no. 3, pp. 1162–1171, 2017.CrossRef
10.
Zurück zum Zitat O. Machado, P. M. Sanchez, F. J. Rodriguez, and E. Bueno, “A neural network-based dynamic cost function for the implementation of a predictive current controller,” IEEE Trans. Ind. Informat., vol. 13, no. 6, pp. 2946–2955, 2017.CrossRef O. Machado, P. M. Sanchez, F. J. Rodriguez, and E. Bueno, “A neural network-based dynamic cost function for the implementation of a predictive current controller,” IEEE Trans. Ind. Informat., vol. 13, no. 6, pp. 2946–2955, 2017.CrossRef
11.
Zurück zum Zitat D. Chen, “Research on traffic flow prediction in the big data environment based on the improved RBF neural network,” IEEE Trans. Ind. Informat., vol. 13, no. 4, pp. 2000–2008, 2017.CrossRef D. Chen, “Research on traffic flow prediction in the big data environment based on the improved RBF neural network,” IEEE Trans. Ind. Informat., vol. 13, no. 4, pp. 2000–2008, 2017.CrossRef
12.
Zurück zum Zitat J. Lu, D. W. C. Ho, and J. Cao, “A unified synchronization criterion for impulsive dynamical networks,” Automatica, vol. 46, no. 7, pp. 1215–1221, 2010.MathSciNetCrossRef J. Lu, D. W. C. Ho, and J. Cao, “A unified synchronization criterion for impulsive dynamical networks,” Automatica, vol. 46, no. 7, pp. 1215–1221, 2010.MathSciNetCrossRef
13.
Zurück zum Zitat B. Hu, Z.-H. Guan, T.-H. Qian, and G. Chen, “Dynamic analysis of hybrid impulsive delayed neural networks with uncertainties,” IEEE Trans. Neural Netw. Learn. Syst., vol. 29, no. 9, pp. 4370–4384, 2018.CrossRef B. Hu, Z.-H. Guan, T.-H. Qian, and G. Chen, “Dynamic analysis of hybrid impulsive delayed neural networks with uncertainties,” IEEE Trans. Neural Netw. Learn. Syst., vol. 29, no. 9, pp. 4370–4384, 2018.CrossRef
14.
Zurück zum Zitat S. Boccaletti, J. Kurths, G. Osipov, D. L. Valladares, and C. S. Zhou, “The synchronization of chaotic systems,” Phy. Reports, vol. 366, no. 1–2, pp. 1–101, 2002.MathSciNetMATH S. Boccaletti, J. Kurths, G. Osipov, D. L. Valladares, and C. S. Zhou, “The synchronization of chaotic systems,” Phy. Reports, vol. 366, no. 1–2, pp. 1–101, 2002.MathSciNetMATH
15.
Zurück zum Zitat A. Arenas, A. Diaz-Guilera, J. Kurths, Y. Morenob, and C. Zhou, “Synchronization in complex networks,” Phy. Reports, vol. 469, no. 3, pp. 93–153, 2008.MathSciNetCrossRef A. Arenas, A. Diaz-Guilera, J. Kurths, Y. Morenob, and C. Zhou, “Synchronization in complex networks,” Phy. Reports, vol. 469, no. 3, pp. 93–153, 2008.MathSciNetCrossRef
16.
Zurück zum Zitat Z. Wu, P. Shi, H. Su, and J. Chu, “Stochastic synchronization of Markovian jump neural networks with time-varying delay using sampled data,” IEEE Trans. Cybern., vol. 43, no. 6, pp. 1796–1806, 2013.CrossRef Z. Wu, P. Shi, H. Su, and J. Chu, “Stochastic synchronization of Markovian jump neural networks with time-varying delay using sampled data,” IEEE Trans. Cybern., vol. 43, no. 6, pp. 1796–1806, 2013.CrossRef
17.
Zurück zum Zitat K. Gopalsamy and I. Leung, “Delay induced periodicity in a neural netlet of excitation and inhibition,” Physica D, vol. 89, no. 3–4, pp. 395–426, 1996.MathSciNetCrossRef K. Gopalsamy and I. Leung, “Delay induced periodicity in a neural netlet of excitation and inhibition,” Physica D, vol. 89, no. 3–4, pp. 395–426, 1996.MathSciNetCrossRef
18.
Zurück zum Zitat Y. Liu, Z. Wang, J. Liang, and X. Liu, “Synchronization of coupled neutral-type neural networks with jumping-mode-dependent discrete and unbounded distributed delays,” IEEE Trans. Cybern., vol. 43, no. 1, pp. 102–114, 2013.CrossRef Y. Liu, Z. Wang, J. Liang, and X. Liu, “Synchronization of coupled neutral-type neural networks with jumping-mode-dependent discrete and unbounded distributed delays,” IEEE Trans. Cybern., vol. 43, no. 1, pp. 102–114, 2013.CrossRef
19.
Zurück zum Zitat M. Stern, H. Sompolinsky, and L. F. Abbott, “Dynamics of random neural networks with bistable units,” Phy. Rev. E, vol. 90, no. 062710, pp. 1–7, 2014. M. Stern, H. Sompolinsky, and L. F. Abbott, “Dynamics of random neural networks with bistable units,” Phy. Rev. E, vol. 90, no. 062710, pp. 1–7, 2014.
20.
Zurück zum Zitat Z.-H. Guan, Z.-W. Liu, G. Feng, and Y.-W. Wang, “Synchronization of complex dynamical networks with time-varying delays via impulsive distributed control,” IEEE Trans. Circuits Syst. I, vol. 57, no. 8, pp. 2182–2195, 2010.MathSciNetCrossRef Z.-H. Guan, Z.-W. Liu, G. Feng, and Y.-W. Wang, “Synchronization of complex dynamical networks with time-varying delays via impulsive distributed control,” IEEE Trans. Circuits Syst. I, vol. 57, no. 8, pp. 2182–2195, 2010.MathSciNetCrossRef
21.
Zurück zum Zitat Z.-H. Guan, B. Hu, M. Chi, D.-X. He, and X.-M. Cheng, “Guaranteed performance consensus in second-order multi-agent systems with hybrid impulsive control,” Automatica, vol. 50, no. 9, pp. 2415–2418, 2014.MathSciNetCrossRef Z.-H. Guan, B. Hu, M. Chi, D.-X. He, and X.-M. Cheng, “Guaranteed performance consensus in second-order multi-agent systems with hybrid impulsive control,” Automatica, vol. 50, no. 9, pp. 2415–2418, 2014.MathSciNetCrossRef
22.
Zurück zum Zitat W. K. Wong, W. Zhang, Y. Tang, and X. Wu, “Stochastic synchronization of complex networks with mixed impulses,” IEEE Trans. Circuits Syst. I, vol. 60, no. 10, pp. 2657–2667, 2013.MathSciNetCrossRef W. K. Wong, W. Zhang, Y. Tang, and X. Wu, “Stochastic synchronization of complex networks with mixed impulses,” IEEE Trans. Circuits Syst. I, vol. 60, no. 10, pp. 2657–2667, 2013.MathSciNetCrossRef
23.
Zurück zum Zitat W.-H. Chen, S. Luo, and W. X. Zheng, “Impulsive synchronization of reaction-diffusion neural networks with mixed delays and its application to image encryption,” IEEE Trans. Neural Netw. Learn. Syst., vol. 27, no. 12, pp. 2696–2710, 2016.CrossRef W.-H. Chen, S. Luo, and W. X. Zheng, “Impulsive synchronization of reaction-diffusion neural networks with mixed delays and its application to image encryption,” IEEE Trans. Neural Netw. Learn. Syst., vol. 27, no. 12, pp. 2696–2710, 2016.CrossRef
24.
Zurück zum Zitat A. Mosebach and J. Lunze, “A deterministic gossiping algorithm for the synchronization of multi-agent systems,” in 5th IFAC Workshop on Distributed Estimation and Control in Netw. Syst., 2015, pp. 1–7. A. Mosebach and J. Lunze, “A deterministic gossiping algorithm for the synchronization of multi-agent systems,” in 5th IFAC Workshop on Distributed Estimation and Control in Netw. Syst., 2015, pp. 1–7.
25.
Zurück zum Zitat S. Boyd, A. Ghosh, B. Prabhakar, and D. Shah, “Randomized gossip algorithms,” IEEE Trans. Inform. Theory, vol. 52, no. 6, pp. 2508–2530, 2006.MathSciNetCrossRef S. Boyd, A. Ghosh, B. Prabhakar, and D. Shah, “Randomized gossip algorithms,” IEEE Trans. Inform. Theory, vol. 52, no. 6, pp. 2508–2530, 2006.MathSciNetCrossRef
26.
Zurück zum Zitat T. Aysal, M. Yildiz, A. Sarwate, and A. Scaglione, “Broadcast gossip algorithms for consensus,” IEEE Trans. Signal Process., vol. 57, no. 7, pp. 2748–2761, 2009.MathSciNetCrossRef T. Aysal, M. Yildiz, A. Sarwate, and A. Scaglione, “Broadcast gossip algorithms for consensus,” IEEE Trans. Signal Process., vol. 57, no. 7, pp. 2748–2761, 2009.MathSciNetCrossRef
27.
Zurück zum Zitat J.-L. Wang, H.-N. Wu, T. Huang, S.-Y. Ren, and J. Wu, “Pinning control for synchronization of coupled reaction-diffusion neural networks with directed topologies,” IEEE Trans. Syst., Man, Cybern., Syst., vol. 46, no. 8, pp. 1109–1120, 2016.CrossRef J.-L. Wang, H.-N. Wu, T. Huang, S.-Y. Ren, and J. Wu, “Pinning control for synchronization of coupled reaction-diffusion neural networks with directed topologies,” IEEE Trans. Syst., Man, Cybern., Syst., vol. 46, no. 8, pp. 1109–1120, 2016.CrossRef
28.
Zurück zum Zitat X. Liu and T. Chen, “Synchronization of nonlinear coupled networks via aperiodically intermittent pinning control,” IEEE Trans. Neural Netw. Learn. Syst., vol. 26, no. 1, pp. 113–126, 2015.MathSciNetCrossRef X. Liu and T. Chen, “Synchronization of nonlinear coupled networks via aperiodically intermittent pinning control,” IEEE Trans. Neural Netw. Learn. Syst., vol. 26, no. 1, pp. 113–126, 2015.MathSciNetCrossRef
29.
Zurück zum Zitat H. Lu, “Chaotic attractors in delayed neural networks,” Phys. Lett. A, vol. 298, no. 2–3, pp. 109–116, 2002.CrossRef H. Lu, “Chaotic attractors in delayed neural networks,” Phys. Lett. A, vol. 298, no. 2–3, pp. 109–116, 2002.CrossRef
30.
Zurück zum Zitat L. Moreau, “Stability of multiagent systems with time-dependent communication links,” IEEE Trans. Autom. Contr., vol. 50, no. 2, pp. 169–182, 2005.MathSciNetCrossRef L. Moreau, “Stability of multiagent systems with time-dependent communication links,” IEEE Trans. Autom. Contr., vol. 50, no. 2, pp. 169–182, 2005.MathSciNetCrossRef
31.
Zurück zum Zitat J. P. Hespanha and A. S. Morse, “Stability of switched systems with average dwell-time,” in 38th IEEE conf. decision contr., 1999, pp. 2655–2660. J. P. Hespanha and A. S. Morse, “Stability of switched systems with average dwell-time,” in 38th IEEE conf. decision contr., 1999, pp. 2655–2660.
Metadaten
Titel
Impulsive Neural Networks Towards Image Protection
verfasst von
Zhi-Hong Guan
Bin Hu
Xuemin (Sherman) Shen
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-02161-0_5

Premium Partner