Skip to main content
Erschienen in: International Journal of Machine Learning and Cybernetics 4/2015

01.08.2015 | Original Article

New results of stability analysis for a class of neutral-type neural network with mixed time delays

verfasst von: Deyou Liu, Yue Du

Erschienen in: International Journal of Machine Learning and Cybernetics | Ausgabe 4/2015

Einloggen

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

search-config
loading …

Abstract

In this paper, by using Lyapunov–Krasovskii functionals involving triple terms, we investigate the global exponential robust stability for uncertain neutral-type neutral networks with discrete and distributed delays. Several stability criteria are derived for the delayed neural networks in terms of LMIs. Some numerical examples are given to illustrate the applicability of the obtained results by using LMI control toolbox in MATLAB.

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!

Weitere Produktempfehlungen anzeigen
Literatur
1.
Zurück zum Zitat Bouzerdoum A, Pattison TR (1993) Neural networks for quadratic optimization with bound constrains. IEEE Trans Neural Netw 4:293–303CrossRef Bouzerdoum A, Pattison TR (1993) Neural networks for quadratic optimization with bound constrains. IEEE Trans Neural Netw 4:293–303CrossRef
2.
Zurück zum Zitat Forti M, Tesi A (1995) New conditions for global stability of neural networks with application to linear and quadratic programming problems. IEEE Trans Circuits Syst I 42:354–336MathSciNetCrossRefMATH Forti M, Tesi A (1995) New conditions for global stability of neural networks with application to linear and quadratic programming problems. IEEE Trans Circuits Syst I 42:354–336MathSciNetCrossRefMATH
3.
4.
Zurück zum Zitat Ramesh M, Narayanan S (2001) Chaos control of Bonhoeffer-van der Pol oscillator using neural networks. Chaos Solitons Fractals 12:2395–2405CrossRefMATH Ramesh M, Narayanan S (2001) Chaos control of Bonhoeffer-van der Pol oscillator using neural networks. Chaos Solitons Fractals 12:2395–2405CrossRefMATH
5.
Zurück zum Zitat Chen CJ, Liao TL, Hwang CC (2005) Exponential synchronization of a class of chaotic neural networks. Chaos Solitons Fractals 24:197–206MathSciNetCrossRef Chen CJ, Liao TL, Hwang CC (2005) Exponential synchronization of a class of chaotic neural networks. Chaos Solitons Fractals 24:197–206MathSciNetCrossRef
6.
Zurück zum Zitat Maundy B, Ei-Masry EI (1990) A switched capacitor bidirectional associative memory. IEEE Trans Circuits Syst I 37:1568–1572CrossRef Maundy B, Ei-Masry EI (1990) A switched capacitor bidirectional associative memory. IEEE Trans Circuits Syst I 37:1568–1572CrossRef
7.
Zurück zum Zitat Mahmoud MS (2005) Abdulla Ismail, New results on delay-dependent control of time-delay systems. IEEE Trans Autom Control 50:95–100CrossRef Mahmoud MS (2005) Abdulla Ismail, New results on delay-dependent control of time-delay systems. IEEE Trans Autom Control 50:95–100CrossRef
8.
Zurück zum Zitat Chen Y, Fei S, Zhang K (2012) Improved asymptotic stability conditions for neural networks with discrete and distributed delays. Int J Comput Math 89:1938–1951MathSciNetCrossRefMATH Chen Y, Fei S, Zhang K (2012) Improved asymptotic stability conditions for neural networks with discrete and distributed delays. Int J Comput Math 89:1938–1951MathSciNetCrossRefMATH
9.
10.
Zurück zum Zitat Ensari T, Arik S (2010) New results for robust stability of dynamical neural networks with discrete time delays. Expert Syst Appl 37:5925–5930CrossRef Ensari T, Arik S (2010) New results for robust stability of dynamical neural networks with discrete time delays. Expert Syst Appl 37:5925–5930CrossRef
11.
Zurück zum Zitat Cao J, Li X (2005) Stability in delayed Cohen-Grossberg neural networks: LMI optimization approach. Physica D 212(1–2):54–65MathSciNetCrossRefMATH Cao J, Li X (2005) Stability in delayed Cohen-Grossberg neural networks: LMI optimization approach. Physica D 212(1–2):54–65MathSciNetCrossRefMATH
12.
Zurück zum Zitat Liu Y, Wang Z, Liu X (2009) Asymptotic stability for neural networks with mixed time-delays: the discrete-time case. Neural Netw 22:67–74CrossRef Liu Y, Wang Z, Liu X (2009) Asymptotic stability for neural networks with mixed time-delays: the discrete-time case. Neural Netw 22:67–74CrossRef
13.
Zurück zum Zitat Bao H, Cao J (2011) Delay-distribution-dependent state estimation for discrete-time stochastic neural networks with random delay. Neural Netw 24:19–28CrossRefMATH Bao H, Cao J (2011) Delay-distribution-dependent state estimation for discrete-time stochastic neural networks with random delay. Neural Netw 24:19–28CrossRefMATH
14.
Zurück zum Zitat Shen Y, Wang J (2008) An improved algebraic criterion for global exponential stability of recurrent neural networks with time-varying delays. IEEE Trans Neural Netw 19:528–531CrossRef Shen Y, Wang J (2008) An improved algebraic criterion for global exponential stability of recurrent neural networks with time-varying delays. IEEE Trans Neural Netw 19:528–531CrossRef
15.
Zurück zum Zitat Cao J, Yuan K, Li H (2006) Global asymptotical stability of recurrent neural networks with multiple discrete delays and distributed delays. IEEE Trans Neural Netw 17:1646–1651CrossRef Cao J, Yuan K, Li H (2006) Global asymptotical stability of recurrent neural networks with multiple discrete delays and distributed delays. IEEE Trans Neural Netw 17:1646–1651CrossRef
16.
Zurück zum Zitat Wu A, Zeng Z (2013) Anti-synchronization control of a class of memristive recurrent neural networks. Commun Nonlinear Sci Numer Simul 18:373–385MathSciNetCrossRefMATH Wu A, Zeng Z (2013) Anti-synchronization control of a class of memristive recurrent neural networks. Commun Nonlinear Sci Numer Simul 18:373–385MathSciNetCrossRefMATH
18.
Zurück zum Zitat Shu Z, Lam J (2008) Global exponential estimates of stochastic interval neural networks with discrete and distributed delays. Neurocomputing 71(3–5):2950–2963CrossRef Shu Z, Lam J (2008) Global exponential estimates of stochastic interval neural networks with discrete and distributed delays. Neurocomputing 71(3–5):2950–2963CrossRef
19.
Zurück zum Zitat Rakkiyappan R, Balasubramaniam P (2009) LMI conditions for stability of stochastic recurrent neural networks with distributed selays. Chaos Solitons Fractals 40(4):1688–1696MathSciNetCrossRefMATH Rakkiyappan R, Balasubramaniam P (2009) LMI conditions for stability of stochastic recurrent neural networks with distributed selays. Chaos Solitons Fractals 40(4):1688–1696MathSciNetCrossRefMATH
20.
Zurück zum Zitat Zhang Y, Yue D, Tian E (2009) Robust delay-distribution-dependent stability of discrete-time stochastic neural networks with time-varying delay. Neurocomputing 72(4–6):1265–1273CrossRef Zhang Y, Yue D, Tian E (2009) Robust delay-distribution-dependent stability of discrete-time stochastic neural networks with time-varying delay. Neurocomputing 72(4–6):1265–1273CrossRef
21.
Zurück zum Zitat Syed Ali M (2014) Stability analysis of Markovian Jumping stochastic Cohen-Grossberg neural networks with discrete and distributed time varying delays. Chin Phys B 23(6): 060702CrossRef Syed Ali M (2014) Stability analysis of Markovian Jumping stochastic Cohen-Grossberg neural networks with discrete and distributed time varying delays. Chin Phys B 23(6): 060702CrossRef
22.
Zurück zum Zitat Orman Zeynep (2012) New sufficient conditions for global stability of neutral-type neural networks with time delays. Neurocomputing 97:141–148CrossRef Orman Zeynep (2012) New sufficient conditions for global stability of neutral-type neural networks with time delays. Neurocomputing 97:141–148CrossRef
23.
Zurück zum Zitat Zhou QH, Wan L (2010) Global robust asymptotic stability analysis of BAM neural networks with time delay and impulse: an LMI approach. Appl Math Comput 216:1538–1545MathSciNetCrossRefMATH Zhou QH, Wan L (2010) Global robust asymptotic stability analysis of BAM neural networks with time delay and impulse: an LMI approach. Appl Math Comput 216:1538–1545MathSciNetCrossRefMATH
24.
Zurück zum Zitat Liu LP, Han ZZ, Li WL (2009) Global stability analysis of interval neural networks with discrete and distributed delays of neutral type. Expert Syst Appl 36:7328–7331CrossRef Liu LP, Han ZZ, Li WL (2009) Global stability analysis of interval neural networks with discrete and distributed delays of neutral type. Expert Syst Appl 36:7328–7331CrossRef
25.
Zurück zum Zitat Park JH, Kwon OM, Lee SM (2008) LMI optimization approach on stability for delayed neural networks of neutral-type. Sciencedirect 196: 236–244MathSciNetMATH Park JH, Kwon OM, Lee SM (2008) LMI optimization approach on stability for delayed neural networks of neutral-type. Sciencedirect 196: 236–244MathSciNetMATH
26.
Zurück zum Zitat Rakkiyappan R, Balasubramaniam P (2008) LMI conditions for global asymptotic stability results for neutral-type neural networks with distributed time delays. Appl Math Comput 204:317–324MathSciNetCrossRefMATH Rakkiyappan R, Balasubramaniam P (2008) LMI conditions for global asymptotic stability results for neutral-type neural networks with distributed time delays. Appl Math Comput 204:317–324MathSciNetCrossRefMATH
27.
Zurück zum Zitat Lee SM, Kwon OM, Park Ju H (2010) A novel delay-dependent criterion for delayed neural networks of neutral type. Phys Lett A 374:1843–1848MathSciNetCrossRefMATH Lee SM, Kwon OM, Park Ju H (2010) A novel delay-dependent criterion for delayed neural networks of neutral type. Phys Lett A 374:1843–1848MathSciNetCrossRefMATH
28.
Zurück zum Zitat Park JH, Kwon OM (2009) Further results on state estimation for neural networks of neutral-type with time-varying delay. Appl Math Comput 208: 69–75MathSciNetCrossRefMATH Park JH, Kwon OM (2009) Further results on state estimation for neural networks of neutral-type with time-varying delay. Appl Math Comput 208: 69–75MathSciNetCrossRefMATH
29.
Zurück zum Zitat Lakshmanan S, Balasubramaniam P (2011) New results of robust stability analysis for neutral-type neural networks with time-varying delays and Markovian jumping parameters. Can J Phys 89:827–840CrossRef Lakshmanan S, Balasubramaniam P (2011) New results of robust stability analysis for neutral-type neural networks with time-varying delays and Markovian jumping parameters. Can J Phys 89:827–840CrossRef
30.
Zurück zum Zitat Su WW, Chen YM (2009) Global asymptotic stability analysis for neutral stochastic neural networks with time-varying delays. Commun Nonlinear Sci Numer Simul 14:1576–1581MathSciNetCrossRefMATH Su WW, Chen YM (2009) Global asymptotic stability analysis for neutral stochastic neural networks with time-varying delays. Commun Nonlinear Sci Numer Simul 14:1576–1581MathSciNetCrossRefMATH
31.
Zurück zum Zitat Botmart T, Niamsup P (2010) Robust exponential stability and stabilizability of linear parameter dependent systems with delays. Appl Math Comput 217:2551–2566MathSciNetCrossRefMATH Botmart T, Niamsup P (2010) Robust exponential stability and stabilizability of linear parameter dependent systems with delays. Appl Math Comput 217:2551–2566MathSciNetCrossRefMATH
32.
Zurück zum Zitat Mao WH, Deng FQ, Wan AH (2012) Delay-Dependent robust exponential stability for uncertain neutral stochastic systems with interval time-varying delay. J Appl Math 2012:593780. doi:10.1155/2012/593780 Mao WH, Deng FQ, Wan AH (2012) Delay-Dependent robust exponential stability for uncertain neutral stochastic systems with interval time-varying delay. J Appl Math 2012:593780. doi:10.​1155/​2012/​593780
33.
Zurück zum Zitat Mahmoud MS, Ismail A (2010) Improved results on robust exponential stability criteria for neutral-type delayed neural networks. Appl Math Comput 217:3011–3019MathSciNetCrossRefMATH Mahmoud MS, Ismail A (2010) Improved results on robust exponential stability criteria for neutral-type delayed neural networks. Appl Math Comput 217:3011–3019MathSciNetCrossRefMATH
34.
Zurück zum Zitat Zhu J, Zhang QL, Yang CY (2009) Delay-dependent robust stability for Hopfield neural networks of neutral-type. Neurocomputing 72:2609–2617CrossRef Zhu J, Zhang QL, Yang CY (2009) Delay-dependent robust stability for Hopfield neural networks of neutral-type. Neurocomputing 72:2609–2617CrossRef
35.
Zurück zum Zitat Liu GQ, Yang SX, Fu W (2012) Stability analysis for uncertain stochastic delayed neural networks of neutral-type with discrete and distributed delays. J Comput 7(1):264–271 Liu GQ, Yang SX, Fu W (2012) Stability analysis for uncertain stochastic delayed neural networks of neutral-type with discrete and distributed delays. J Comput 7(1):264–271
36.
Zurück zum Zitat Cao J, Zhong S, Hu Y (2007) Global stability analysis for a class of neutral networks with varying delays and control input. Appl Math Comput 189(2):1480–1490MathSciNetCrossRefMATH Cao J, Zhong S, Hu Y (2007) Global stability analysis for a class of neutral networks with varying delays and control input. Appl Math Comput 189(2):1480–1490MathSciNetCrossRefMATH
37.
Zurück zum Zitat Feng J, Xu S, Zou Y (2009) Delay-dependent stability of neutral type neural networks with distributed delays. Neurocomputing 72:2576–2580CrossRef Feng J, Xu S, Zou Y (2009) Delay-dependent stability of neutral type neural networks with distributed delays. Neurocomputing 72:2576–2580CrossRef
38.
Zurück zum Zitat Samlia R, Arik S (2009) New results for global stability of a class of neutral-type neural systems with time delays. Appl Math Comput 210:564–570MathSciNetCrossRef Samlia R, Arik S (2009) New results for global stability of a class of neutral-type neural systems with time delays. Appl Math Comput 210:564–570MathSciNetCrossRef
39.
Zurück zum Zitat Syed Ali M (2014) Robust stability of stochastic fuzzy impulsive recurrent neural networks with time-varying delays. Iran J Fuzzy Syst 11:1–13MathSciNet Syed Ali M (2014) Robust stability of stochastic fuzzy impulsive recurrent neural networks with time-varying delays. Iran J Fuzzy Syst 11:1–13MathSciNet
40.
Zurück zum Zitat Syed Ali M (2014) Robust stability of stochastic uncertain recurrent neural networks with Markovian jumping parameters and time-varying delays. Int J Mach Learn Cybern 5:13–22CrossRef Syed Ali M (2014) Robust stability of stochastic uncertain recurrent neural networks with Markovian jumping parameters and time-varying delays. Int J Mach Learn Cybern 5:13–22CrossRef
41.
Zurück zum Zitat Sun J, Liu GP, Chen J (2009) Delay-dependent stability and stabilization of neutral time-delay systems. Int J Robust Nonlinear Control 19:1364–1375MathSciNetCrossRefMATH Sun J, Liu GP, Chen J (2009) Delay-dependent stability and stabilization of neutral time-delay systems. Int J Robust Nonlinear Control 19:1364–1375MathSciNetCrossRefMATH
42.
Zurück zum Zitat Singh V (2004) Robust stability of cellular neural networks with delay: Linear matrix inequality approach. Proc Inst Electr Eng Control Theory Appl 151(1):125–129CrossRef Singh V (2004) Robust stability of cellular neural networks with delay: Linear matrix inequality approach. Proc Inst Electr Eng Control Theory Appl 151(1):125–129CrossRef
43.
Zurück zum Zitat Boyd S, Ghaoui LE, Feron E, Balakrishnan V (1994) Linear matrix inequalities in system and control theory. SIAM, PhiladelphiaCrossRefMATH Boyd S, Ghaoui LE, Feron E, Balakrishnan V (1994) Linear matrix inequalities in system and control theory. SIAM, PhiladelphiaCrossRefMATH
44.
Zurück zum Zitat Xia JW, Sun CY, Teng X, Zhang HB (2014) Delay-segment-dependent robust stability for uncertain discrete stochastic Markovian jumping systems with interval time delay. Int J Syst Sci 45:271–282 Xia JW, Sun CY, Teng X, Zhang HB (2014) Delay-segment-dependent robust stability for uncertain discrete stochastic Markovian jumping systems with interval time delay. Int J Syst Sci 45:271–282
Metadaten
Titel
New results of stability analysis for a class of neutral-type neural network with mixed time delays
verfasst von
Deyou Liu
Yue Du
Publikationsdatum
01.08.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
International Journal of Machine Learning and Cybernetics / Ausgabe 4/2015
Print ISSN: 1868-8071
Elektronische ISSN: 1868-808X
DOI
https://doi.org/10.1007/s13042-014-0302-9

Weitere Artikel der Ausgabe 4/2015

International Journal of Machine Learning and Cybernetics 4/2015 Zur Ausgabe