본문 바로가기
KERD
논문KCI 등재

EXISTENCE AND GLOBAL EXPONENTIAL STABILITY OF A PERIODIC SOLUTION TO DISCRETE-TIME COHEN-GROSSBERG BAM NEURAL TWORKS

3

조회

0

다운로드

0

인용

0

참고문헌

키워드

주제분류수학

초록

By employing coincidence degree theory and using Halanay-type inequality technique, a sufficient condition is given to guarantee the existence and global exponential stability of periodic solutions for the two-dimensional discrete-time Cohen-Grossberg BAM neural networks. Compared with the results in existing papers, in our result on the exis-tence of periodic solution, the boundedness conditions on the activation are replaced with global Lipschitz conditions. In our result on the exis-tence and global exponential stability of periodic solution, the assump-tions in existing papers that the value of activation functions at zero is zero are removed.

Abstract

By employing coincidence degree theory and using Halanay-type inequality technique, a sufficient condition is given to guarantee the existence and global exponential stability of periodic solutions for the two-dimensional discrete-time Cohen-Grossberg BAM neural networks. Compared with the results in existing papers, in our result on the exis-tence of periodic solution, the boundedness conditions on the activation are replaced with global Lipschitz conditions. In our result on the exis-tence and global exponential stability of periodic solution, the assump-tions in existing papers that the value of activation functions at zero is zero are removed.

참고문헌 (45)

  1. S. Arik, "Global stability analysis of Cohen-Grossberg neural networks with time varying delays", Phys. Lett. A, 341(5), pp.410~421 (2005)
  2. J. Cao, "Boundedness and stability of Cohen-Grossberg neural networks with time-varying delays", J. Math. Anal. Appl, 296(2), pp.665~685 (2004)
  3. A. P. Chen, "Periodic bi-directional Cohen-Grossberg neural networks with distributed delays", Nonlinear Anal, 66(12), pp.2947~2961 (2007)
  4. A. P. Chen, "Periodic solution to BAM neural network with delays on time scalesNeurocomputing", 73(1), pp.274~282 (2009)
  5. A. P. Chen, "Periodic bidirectional associative memory neural networks with distributed delays", J. Math. Anal. Appl, 317(1), pp.80~102 (2006)
  6. T. Chen, "Delay-independent stability analysis of Cohen-Grossberg neural networks", Phys. Lett. A, 317(5), pp.436~449 (2003)
  7. Z. Chen, "Discrete analogue of high-order periodic Cohen- Grossberg neural networks with delays", Appl. Math. Comput, 214(1), pp.210~217 (2009)
  8. M. Cohen, "Absolute stability and global pattern formation and parallel memory storage by competitive neural networks", IEEE Trans. Systems Man Cybernet, 13(5), pp.815~826 (1983)
  9. B. T. Cui, "Global exponential stability of Cohen-Grossberg neural networks with distributed delays", Neurocomputing, 72(1), pp.386~391 (2008)
  10. J. Feng, "New criteria on global robust stability of Cohen-Grossberg neural networks with time varying delays", Neurocomputing, 72(1), pp.445~457 (2008)
  11. J. Feng, "Delay-dependent stability of neutral type neural networks with distributed delays", Neurocomputing, 72, pp.2576~2580 (2009)
  12. R. E. Gaines, "Coincidence Degree, and Nonlinear Differential Equa- tions" (1977), Springer Berlin
  13. Y. Li, "Existence and stability of periodic solutions for Cohen-Grossberg neural networks with multiple delays", Chaos Solitons Fractals, 20(3), pp.459~466 (2004)
  14. Y. K. Li, "Global stability and existence of periodic solutions of discrete delayed cellular neural networks", Phys. Lett. A, 333(1), pp.51~61 (2004)
  15. X. Liao, "Criteria for exponential stability of Cohen-Grossberg neural networks", Neural Networks, 17(10), pp.1401~1414 (2004)
  16. J. Liang, "Exponential stability of continuous-time and discrete-time bidirec- tional associative memory networks with delays", Chaos Solitons Fractals, 22(4), pp.773~785 (2004)
  17. L. Liang, "Discrete-time bidirectional associative memory neural networks with variable delays", Phys. Lett. A, 335, pp.226~234 (2005)
  18. J. A. Liu, "New delay-dependent asymptotic stability conditions concern- ing BAM neural networks of neutral type", Neurocomputing, 72, pp.2549~2555 (2009)
  19. W. L. Lu, "Rn + global stability of a Cohen-Grossberg network system with nonnegative equilibria", Neural Networks, 20(6), pp.714~722 (2007)
  20. K. N. Lu, "Global attraction and stability for Cohen-Grossberg neural networks with delays", Neural Networks, 19(10), pp.1538~1549 (2006)
  21. S. Mohamad, "Dynamics of a class of discrete time neural networks and their continuous time counterparts", Math. Comput. Simulation, 53(1), pp.1~39 (2000)
  22. S. Mohamad, "Exponential stability of continuous-time and discrete-time cellular neural net- works with delays", Appl. Math. Comput, 135(1), pp.17~38 (2003)
  23. S. Mohamad, "Discrete-time analogues of integrodifferential equations modelling bidirectional neural networks", J. Comput. Appl. Math, 138(1), pp.1~20 (2002)
  24. Ju H. Park, "Robust stability of bidirectional associative memory neural networks with time delays", PHYSICS LETTERS A, VOL.349,NO(6), pp.494~499 (2006), ELSEVIER SCIENCE BV
  25. Ju H. Park, "DELAY-DEPENDENT STABILITY CRITERION FOR BIDIRECTIONAL ASSOCIATIVE MEMORY NEURAL NETWORKS WITH INTERVAL TIME-VARYING DELAYS", MODERN PHYSICS LETTERS B, 23(1), pp.35~46 (2009), WORLD SCIENTIFIC PUBL CO PTE LTD
  26. Ju H. Park, "On exponential stability of associative memory neural networks with time-varying delays", Chaos Solitons Fractals, 39(3), pp.1083~1091 (2009)
  27. Ju H. Park, "A New Stability Criterion for Bidirectional Associative Memory Neural Networks of Neutral-Type", APPLIED MATHEMATICS AND COMPUTATION, 199(2)(2), pp.716~722 (2008), ELSEVIER SCIENCE INC
  28. L. B. Rong, "New results on the robust stability of Cohen-Grossberg neural networks with delays", Neural Process Lett, 24(3), pp.193~202 (2006)
  29. Q. K. Song, "Robust stability in Cohen-Grossberg neural networks with both time-varying and distributed delays", Neural Process Lett, 27(2), pp.179~196 (2008)
  30. C. Sun, "Discrete-time analogues of intergrodifferential equations mod- elling neural networks", Phys. Lett. A, 334, pp.180~191 (2005)
  31. J. Sun, "Global exponential stability and periodic solutions of Cohen- Grossberg neural networks with continuously distributed delays", Phys. D, 208(1), pp.1~20 (2005)
  32. L. Wang, "Stability of Cohen-Grossberg neural networks with distributed delays", Appl. Math. Comput, 160(1), pp.93~110 (2005)
  33. Z. D. Wang, "Stability analysis for stochastic Cohen-Grossberg neural networks with mixed time delays", IEEE Trans. Neural Networks, 17(3), pp.814~820 (2006)
  34. Z. D. Wang, "On global asymptotic stability of neural networks with discrete and distributed delays", Phys Lett. A, 345(4), pp.299~308 (2005)
  35. W. Wu, "Some criteria for asymptotic stability of Cohen- Grossberg neural networks with time varying delays", Neurocomputing, 70(4), pp.1085~1088 (2007)
  36. W. Xiong, "Global exponential stability of discrete-time Cohen-Grossberg neural networks", Neurocomputing, 64, pp.433~446 (2005)
  37. H. J. Xiang, "Exponential stability of periodic solution to Cohen-Grossberg type BAM neural networks with time-varying delays", Neurocomputing, 72(7), pp.1702~1711 (2009)
  38. W. W. Yu, "An LMI approach to global asymptotic stability of the delayed Cohen-Grossberg neural networks via nonsmooth analysis", Neural Networks, 20(7), pp.810~818 (2007)
  39. Z. G. Zeng, "Global exponential stability of recurrent networks with time-varying delays in the presence of strong external stimuli", Neural Networks, 19(10), pp.1528~1537 (2006)
  40. J. Zhang, "Global exponential stability of Cohen-Grossberg neural networks with variable delays", Phys. Lett. A, 338(1), pp.44~50 (2005)
  41. Z. Q. Zhang, "Existence and global exponential stability of a periodic solution for a discrete-time interval general BAM neural networks", J. Franklin Inst, 347(5), pp.763~780 (2010)
  42. H. Y. Zhao, "Hopf bifucation in Cohen-Grossberg neural network with discrete delays", Nonlinear Anal.: Real World Appli, 8(1), pp.73~89 (2007)
  43. H. Zhao, "Periodic oscillation of discrete-time bidirectional asso- ciative memory neural networks", Neurocomputing, 70, pp.2924~2930 (2007)
  44. T. Zhou, "Existence and global exponential stability of periodic solution for discrete time BAM neural networks", Appl. Math. Comput, 182(2), pp.1341~1354 (2006)
  45. Z. Orman, "New results for global stability of Cohen-Grossberg neural net- works with multiple time delays", Neurocomputing, 71(16), pp.3053~3063 (2008)

관련 논문AI추천

이 간행물의 다른 논문 (10건)