Skip to main content

2014 | OriginalPaper | Buchkapitel

5. Equilibria of Neural Networks with Impact Activations and Piecewise Constant Argument

verfasst von : Marat Akhmet, Enes Yılmaz

Erschienen in: Neural Networks with Discontinuous/Impact Activations

Verlag: Springer New York

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

search-config
loading …

Abstract

In this chapter we introduce two different types of impulsive neural networks with piecewise constant argument of generalized type called (θ, θ)−type neural networks and (θ, τ)−type neural networks, respectively. For these types, sufficient conditions for existence of a unique equilibrium are obtained, existence and uniqueness of solutions and an equivalence lemma for such systems are established, and stability criterion for the equilibrium based on linear approximation is proposed.

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
10.
Zurück zum Zitat Akça H, Alassar R, Covachev V, Covacheva Z, Al-Zahrani E (2004) Continuous-time additive Hopfield-type neural networks with impulses. J Math Anal Appl 290:436–451MathSciNetCrossRefMATH Akça H, Alassar R, Covachev V, Covacheva Z, Al-Zahrani E (2004) Continuous-time additive Hopfield-type neural networks with impulses. J Math Anal Appl 290:436–451MathSciNetCrossRefMATH
13.
Zurück zum Zitat Akhmet MU (2006) On the integral manifolds of the differential equations with piecewise constant argument of generalized type. In: Agarval RP, Perera K (eds) Proceedings of the conference on differential and difference equations at the florida institute of technology, Melbourne, Florida, 1–5 August 2005. Hindawi Publishing Corporation, Nasr City, pp 11–20 Akhmet MU (2006) On the integral manifolds of the differential equations with piecewise constant argument of generalized type. In: Agarval RP, Perera K (eds) Proceedings of the conference on differential and difference equations at the florida institute of technology, Melbourne, Florida, 1–5 August 2005. Hindawi Publishing Corporation, Nasr City, pp 11–20
14.
Zurück zum Zitat Akhmet MU (2007) Integral manifolds of differential equations with piecewise constant argument of generalized type. Nonlin Anal 66:367–383MathSciNetCrossRefMATH Akhmet MU (2007) Integral manifolds of differential equations with piecewise constant argument of generalized type. Nonlin Anal 66:367–383MathSciNetCrossRefMATH
15.
Zurück zum Zitat Akhmet MU (2007) On the reduction principle for differential equations with piecewise constant argument of generalized type. J Math Anal Appl 336:646–663MathSciNetCrossRefMATH Akhmet MU (2007) On the reduction principle for differential equations with piecewise constant argument of generalized type. J Math Anal Appl 336:646–663MathSciNetCrossRefMATH
18.
Zurück zum Zitat Akhmet MU (2008) Stability of differential equations with piecewise constant arguments of generalized type. Nonlinear Anal 68:794–803MathSciNetCrossRefMATH Akhmet MU (2008) Stability of differential equations with piecewise constant arguments of generalized type. Nonlinear Anal 68:794–803MathSciNetCrossRefMATH
23.
24.
Zurück zum Zitat Akhmet M (2011) Nonlinear hybrid continuous/discrete time models. Atlantis, Amsterdam-ParisCrossRef Akhmet M (2011) Nonlinear hybrid continuous/discrete time models. Atlantis, Amsterdam-ParisCrossRef
29.
Zurück zum Zitat Akhmet MU, Aruğaslan D (2009) Lyapunov-Razumikhin method for differential equations with piecewise constant argument. Discrete Contin Dyn Syst 25(2):457–466MathSciNetCrossRefMATH Akhmet MU, Aruğaslan D (2009) Lyapunov-Razumikhin method for differential equations with piecewise constant argument. Discrete Contin Dyn Syst 25(2):457–466MathSciNetCrossRefMATH
39.
Zurück zum Zitat Akhmet MU, Yılmaz E (2010) Impulsive Hopfield-type neural network system with piecewise constant argument. Nonlin Anal Real World Appl 11:2584–2593CrossRefMATH Akhmet MU, Yılmaz E (2010) Impulsive Hopfield-type neural network system with piecewise constant argument. Nonlin Anal Real World Appl 11:2584–2593CrossRefMATH
45.
Zurück zum Zitat Akhmet MU, Aruğaslan D, Yılmaz E (2010) Stability analysis of recurrent neural networks with piecewise constant argument of generalized type. Neural Network 23:305–311CrossRef Akhmet MU, Aruğaslan D, Yılmaz E (2010) Stability analysis of recurrent neural networks with piecewise constant argument of generalized type. Neural Network 23:305–311CrossRef
68.
72.
Zurück zum Zitat Cao JD, Zhou DM (1998) Stability analysis of delayed cellular neural networks. Neural Networks 11: 1601–1605CrossRef Cao JD, Zhou DM (1998) Stability analysis of delayed cellular neural networks. Neural Networks 11: 1601–1605CrossRef
78.
Zurück zum Zitat Chua LO, Roska T (1992) Cellular neural networks with nonlinear and delay type template elements and non-uniform grids. Int J Circuit Theory Appl 20:449–451CrossRef Chua LO, Roska T (1992) Cellular neural networks with nonlinear and delay type template elements and non-uniform grids. Int J Circuit Theory Appl 20:449–451CrossRef
80.
83.
Zurück zum Zitat Civalleri PP, Gilli M, Pandolfi L (1993) On stability of cellular neural networks with delay. IEEE Trans Circuits Syst I 40:157–164MathSciNetCrossRefMATH Civalleri PP, Gilli M, Pandolfi L (1993) On stability of cellular neural networks with delay. IEEE Trans Circuits Syst I 40:157–164MathSciNetCrossRefMATH
84.
Zurück zum Zitat Cohen MA, Grossberg S (1983) Absolute stability of global pattern formation and parallel memory storage by competitive neural networks. IEEE Transact SMC-13 pp 815–826MathSciNet Cohen MA, Grossberg S (1983) Absolute stability of global pattern formation and parallel memory storage by competitive neural networks. IEEE Transact SMC-13 pp 815–826MathSciNet
93.
Zurück zum Zitat Coombes S, Bressloff PC (2000) Solitary waves in a model of dendritic cable with active spines. SIAM J Appl Math 61(2):432–453MathSciNetCrossRefMATH Coombes S, Bressloff PC (2000) Solitary waves in a model of dendritic cable with active spines. SIAM J Appl Math 61(2):432–453MathSciNetCrossRefMATH
100.
Zurück zum Zitat Driessche PVD, Zou X (1998) Global attractivity in delayed Hopfield neural network models. SIAM J Appl Math 58(6):1878–1890MathSciNetCrossRefMATH Driessche PVD, Zou X (1998) Global attractivity in delayed Hopfield neural network models. SIAM J Appl Math 58(6):1878–1890MathSciNetCrossRefMATH
102.
108.
Zurück zum Zitat Gopalsamy K (1992) Stability and oscillation in delay differential equations of population dynamics. Kluwer Academic Publishers, DordrechtCrossRef Gopalsamy K (1992) Stability and oscillation in delay differential equations of population dynamics. Kluwer Academic Publishers, DordrechtCrossRef
117.
Zurück zum Zitat Guan ZH, Chen G (1999) On delayed impulsive Hopfield neural networks. Neural Netw 12:273–280CrossRef Guan ZH, Chen G (1999) On delayed impulsive Hopfield neural networks. Neural Netw 12:273–280CrossRef
118.
Zurück zum Zitat Guan ZH, Lam J, Chen G (2000) On impulsive autoassociative neural networks. Neural Netw 13:63–69CrossRef Guan ZH, Lam J, Chen G (2000) On impulsive autoassociative neural networks. Neural Netw 13:63–69CrossRef
141.
Zurück zum Zitat Hopfield JJ (1984) Neurons with graded response have collective computational properties like those of two-stage neurons. Proc Nat Acad Sci Biol 81:3088–3092CrossRef Hopfield JJ (1984) Neurons with graded response have collective computational properties like those of two-stage neurons. Proc Nat Acad Sci Biol 81:3088–3092CrossRef
148.
Zurück zum Zitat Huang H, Cao J, Wang J (2002) Global exponential stability and periodic solutions of recurrent neural networks with delays. Phys Lett A 298:393–404MathSciNetCrossRefMATH Huang H, Cao J, Wang J (2002) Global exponential stability and periodic solutions of recurrent neural networks with delays. Phys Lett A 298:393–404MathSciNetCrossRefMATH
149.
Zurück zum Zitat Huang H, Hob DWC, Cao J (2005) Analysis of global exponential stability and periodic solutions of neural networks with time-varying delays. Neural Netw 18:161–170CrossRef Huang H, Hob DWC, Cao J (2005) Analysis of global exponential stability and periodic solutions of neural networks with time-varying delays. Neural Netw 18:161–170CrossRef
153.
Zurück zum Zitat Huang Z, Wang X, Xia Y (2009) A topological approach to the existence of solutions for nonlinear differential equations with piecewise constant argument. Chaos Soliton Fract 39(3):1121–1131MathSciNetCrossRefMATH Huang Z, Wang X, Xia Y (2009) A topological approach to the existence of solutions for nonlinear differential equations with piecewise constant argument. Chaos Soliton Fract 39(3):1121–1131MathSciNetCrossRefMATH
156.
Zurück zum Zitat Keener JP, Hoppensteadt FC, Rinzel J (1981) Integrate-and-fire models of nerve membrane response to oscillatory input. SIAM J Appl Math 41(3):503–517MathSciNetCrossRef Keener JP, Hoppensteadt FC, Rinzel J (1981) Integrate-and-fire models of nerve membrane response to oscillatory input. SIAM J Appl Math 41(3):503–517MathSciNetCrossRef
171.
Zurück zum Zitat Lakshmikantham V, Bainov DD, Simeonov PS (1989) Theory of impulsive differential equations. Modern applied mathematics, World Scientific, SingaporeCrossRefMATH Lakshmikantham V, Bainov DD, Simeonov PS (1989) Theory of impulsive differential equations. Modern applied mathematics, World Scientific, SingaporeCrossRefMATH
175.
Zurück zum Zitat Li XM, Huang L, Zhu H (2003) Global stability of cellular neural networks with constant and variable delays. Nonlinear Anal 53:319–333MathSciNetCrossRefMATH Li XM, Huang L, Zhu H (2003) Global stability of cellular neural networks with constant and variable delays. Nonlinear Anal 53:319–333MathSciNetCrossRefMATH
189.
192.
193.
Zurück zum Zitat Mohammad S (2007) Exponential stability in Hopfield-type neural networks with impulses. Chaos Solitons Fract 32:456–467CrossRef Mohammad S (2007) Exponential stability in Hopfield-type neural networks with impulses. Chaos Solitons Fract 32:456–467CrossRef
217.
Zurück zum Zitat Pavlidis T (1965) A new model for simple neural nets and its application in the design of a neural oscillator. B Math Biol 27(2):215–229MathSciNetMATH Pavlidis T (1965) A new model for simple neural nets and its application in the design of a neural oscillator. B Math Biol 27(2):215–229MathSciNetMATH
231.
Zurück zum Zitat Samoilenko AM, Perestyuk NA (1995) Impulsive differential equations. World Scientific, SingaporeMATH Samoilenko AM, Perestyuk NA (1995) Impulsive differential equations. World Scientific, SingaporeMATH
242.
243.
Zurück zum Zitat Townley S, Ilchmann A, Weib MG, Mcclements W, Ruiz AC, Owens DH, Pratzel-Wolters D (2000) Existence and learning of oscillations in recurrent neural networks. IEEE Trans Neural Networks 11(1):205–214CrossRef Townley S, Ilchmann A, Weib MG, Mcclements W, Ruiz AC, Owens DH, Pratzel-Wolters D (2000) Existence and learning of oscillations in recurrent neural networks. IEEE Trans Neural Networks 11(1):205–214CrossRef
261.
Zurück zum Zitat Wiener J (1993) Generalized solutions of functional differential equations. World Scientific, SingaporeMATH Wiener J (1993) Generalized solutions of functional differential equations. World Scientific, SingaporeMATH
275.
279.
Zurück zum Zitat Xu S, Chu Y, Lu J (2006) New results on global exponential stability of recurrent neural networks with time-varying delays. Phys Lett A 352:371–379CrossRefMATH Xu S, Chu Y, Lu J (2006) New results on global exponential stability of recurrent neural networks with time-varying delays. Phys Lett A 352:371–379CrossRefMATH
286.
Zurück zum Zitat Yang Y, Cao J (2007) Stability and periodicity in delayed cellular neural networks with impulsive effects. Nonlinear Anal:Real World Appl 8:362–374MathSciNetCrossRefMATH Yang Y, Cao J (2007) Stability and periodicity in delayed cellular neural networks with impulsive effects. Nonlinear Anal:Real World Appl 8:362–374MathSciNetCrossRefMATH
292.
Zurück zum Zitat Yucel E, Arik S (2004) New exponential stability results for delayed neural networks with time varying delays. Physica D 191:14–322MathSciNetCrossRef Yucel E, Arik S (2004) New exponential stability results for delayed neural networks with time varying delays. Physica D 191:14–322MathSciNetCrossRef
294.
Zurück zum Zitat Zeng Z, Wang J (2006) Improved conditions for global exponential stability of recurrent neural networks with time-varying delays. IEEE Transact On Neural Netw 17(3):623–635MathSciNetCrossRef Zeng Z, Wang J (2006) Improved conditions for global exponential stability of recurrent neural networks with time-varying delays. IEEE Transact On Neural Netw 17(3):623–635MathSciNetCrossRef
298.
Zurück zum Zitat Zhang Y, Sun J (2005) Stability of impulsive neural networks with time delays. Phys Lett A 348:44–50CrossRefMATH Zhang Y, Sun J (2005) Stability of impulsive neural networks with time delays. Phys Lett A 348:44–50CrossRefMATH
Metadaten
Titel
Equilibria of Neural Networks with Impact Activations and Piecewise Constant Argument
verfasst von
Marat Akhmet
Enes Yılmaz
Copyright-Jahr
2014
Verlag
Springer New York
DOI
https://doi.org/10.1007/978-1-4614-8566-7_5

Premium Partner