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Weighted Pseudo Almost-Automorphic Solutions of Quaternion-Valued RNNs With Mixed Delays

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Abstract

This work deals with a nonlinear differential equation for a quaternion-valued recurrent neural network. By using the contraction mapping principle and some differential inequalities, we directly studied the existence and the global exponential stability of weighted pseudo-almost automorphic solution for this class of quaternion-valued neural networks. Here, methods were applied without a real or a complex decomposition of the equation system. In addition, an application verifying our results and its numerical simulation was given. The generated results about the weighted pseudo-almost automorphic solution of the considered model are new.

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References

  1. Schuster M, Paliwal KK (1997) Bidirectional recurrent neural networks. IEEE Trans Signal Process 45(11):2673–2681

    Google Scholar 

  2. Mandic D, Chambers J (2001) Recurrent Neural Networks for Prediction: Learning Algorithms. Architectures and Stability. Wiley, New York

    Google Scholar 

  3. Xia Y, Wang J (2018) Robust regression estimation based on low-dimensional recurrent neural networks. IEEE Trans Neural Netw Learn Syst 29(12):5935–5946

    MathSciNet  Google Scholar 

  4. Şaylı M, Yılmaz E (2017) Anti-periodic solutions for state-dependent impulsive recurrent neural networks with time-varying and continuously distributed delays. Ann Oper Res 258(1):159–185

    MathSciNet  MATH  Google Scholar 

  5. Aouiti C, M’hamdi MS, Touati A (2017) Pseudo almost automorphic solutions of recurrent neural networks with time-varying coefficients and mixed delays. Neural Process Lett 45(1):121–140

    Google Scholar 

  6. Yang S, Yu J, Hu C, Jiang H (2018) Quasi-projective synchronization of fractional-order complex-valued recurrent neural networks. Neural Netw 104:104–113

    MATH  Google Scholar 

  7. Aouiti C, M’hamdi MS, Chérif F, Alimi AM (2018) Impulsive generalized high-order recurrent neural networks with mixed delays: Stability and periodicity. Neurocomputing 321:296–307

    Google Scholar 

  8. Liu Y, Zhang D, Lu J (2017) Global exponential stability for quaternion-valued recurrent neural networks with time-varying delays. Nonlinear Dynam 87(1):553–565

    MATH  Google Scholar 

  9. Zhang D, Kou KI, Liu Y, Cao J (2017) Decomposition approach to the stability of recurrent neural networks with asynchronous time delays in quaternion field. Neural Netw 94:55–66

    MATH  Google Scholar 

  10. Zhang Z, Liu X, Lin C, Chen B (2018) Finite-time synchronization for complex-valued recurrent neural networks with time delays. Complexity 2018:1–14 (Article ID 8456737)

    MATH  Google Scholar 

  11. Zhang D, Jiang H, Wang J, Yu Z (2018) Global stability of complex-valued recurrent neural networks with both mixed time delays and impulsive effect. Neurocomputing 282:157–166

    Google Scholar 

  12. Yan M, Qiu J, Chen X, Chen X, Yang C, Zhang A (2018) Almost periodic dynamics of the delayed complex-valued recurrent neural networks with discontinuous activation functions. Neural Comput Appl 30(11):3339–3352

    Google Scholar 

  13. Zhang H, Qian C (2020) Convergence analysis on inertial proportional delayed neural networks. Adv in Difference Equations 2020(1):1–10

    MathSciNet  MATH  Google Scholar 

  14. Cao Q, Guo X (2020) Anti-periodic dynamics on high-order inertial hopfield neural networks involving time-varying delays. AIMS Math 5(6):5402–5421

    MathSciNet  MATH  Google Scholar 

  15. Gao Z, Wang Y, Xiong J, Pan Y, Huang Y (2020) Structural balance control of complex dynamical networks based on state observer for dynamic connection relationships. Complexity 2020:1–9 (Article ID 5075487)

    MATH  Google Scholar 

  16. Li Y, Qin J (2018) Existence and global exponential stability of periodic solutions for quaternion-valued cellular neural networks with time-varying delays. Neurocomputing 292:91–103

    Google Scholar 

  17. Gong S, Han M (2020) Limit cycle bifurcations in a planar piecewise quadratic system with multiple parameters. Adv in Difference Equations 2020(366):1–16

    MathSciNet  MATH  Google Scholar 

  18. Huang C, Zhang H, Huang L (2019) Almost periodicity analysis for a delayed nicholson’s blowflies model with nonlinear density-dependent mortality term. Commun on Pure & Applied Anal 18(6):3337–3349

    MathSciNet  MATH  Google Scholar 

  19. Tan Y (2020) Dynamics analysis of mackey-glass model with two variable delays. Math Biosciences and Eng 17(5):4513–4526

    MathSciNet  MATH  Google Scholar 

  20. Huang C, Long X, Huang L, Fu S (2019) Stability of almost periodic nicholson’s blowflies model involving patch structure and mortality terms. Canadian Math Bulletin 63(2):405–422

    MathSciNet  MATH  Google Scholar 

  21. Zhang H, Cao Q, Yang H (2020) Asymptotically almost periodic dynamics on delayed nicholson-type system involving patch structure. Jof Inequalities and Appl 2020(1):1–27

    MATH  Google Scholar 

  22. Qian C, Hu Y (2020) Novel stability criteria on nonlinear density-dependent mortality nicholson’s blowflies systems in asymptotically almost periodic environments. J of Inequalities and Appl 2020(13):1–18

    MathSciNet  MATH  Google Scholar 

  23. Huang C, Wang J, Huang L (2020) Asymptotically almost periodicity of delayed nicholson-type system involving patch structure. Electr J of Differential Equations 2020(61):1–17

    MathSciNet  MATH  Google Scholar 

  24. Huang C, Zhao X, Cao J, Alsaadi FE (2020) Global dynamics of neoclassical growth model with multiple pairs of variable delays. Nonlinearity 33(12):6819–6834

    MathSciNet  MATH  Google Scholar 

  25. Huang C, Yang L, Cao J (2020) Asymptotic behavior for a class of population dynamics. AIMS Math 5(4):3378–3390

    MathSciNet  MATH  Google Scholar 

  26. Huang C, Tan Y (2021) Global behavior of a reaction-diffusion model with time delay and dirichlet condition. J of Differential Equations 271:186–215

    MathSciNet  MATH  Google Scholar 

  27. Li Y, Xiang J (2019) Global asymptotic almost periodic synchronization of clifford-valued cnns with discrete delays. Complexity 2019:1–13 (Article ID 6982109)

    MATH  Google Scholar 

  28. Yu Y, Gong S, Ning Z (2018) New studies on dynamic analysis of asymptotically almost periodic recurrent neural networks involving mixed delays. Adv in Difference Equations 2018(417):1–15

    MathSciNet  MATH  Google Scholar 

  29. Huang C, Liu B, Tian X, Yang L, Zhang X (2019) Global convergence on asymptotically almost periodic SICNNs with nonlinear decay functions. Neural Processing Letters 49(2):625–641

    Google Scholar 

  30. Xiong W (2016) New results on positive pseudo-almost periodic solutions for a delayed nicholson’s blowflies model. Nonlinear Dynam 85(1):563–571

    MathSciNet  MATH  Google Scholar 

  31. Zhang A (2017) Pseudo almost periodic solutions for sicnns with oscillating leakage coefficients and complex deviating arguments. Neural Process Lett 45(1):183–196

    Google Scholar 

  32. Li Y, Meng X (2017) Existence and global exponential stability of pseudo almost periodic solutions for neutral type quaternion-valued neural networks with delays in the leakage term on time scales. Complexity 2017:1–15 (Article ID 9878369)

    MATH  Google Scholar 

  33. Chérif F (2012) Existence and global exponential stability of pseudo almost periodic solution for sicnns with mixed delays. J Appl Math Comput 39(1):235–251

    MathSciNet  MATH  Google Scholar 

  34. Chérif F (2011) A various types of almost periodic functions on banach spaces: Part i. Int Math Forum 6:921–952

    MathSciNet  MATH  Google Scholar 

  35. Yazgan R (2020) On the weighted pseudo almost periodic solutions for liénard-type systems with variable delays. Mugla J Sci Technol 6(2):89–93

    MathSciNet  Google Scholar 

  36. Yazgan R, Tunç C (2020) On the almost periodic solutions of fuzzy cellular neural networks of high order with multiple time lags. Int J Math Comput Sci 15(1):183–198

    MathSciNet  MATH  Google Scholar 

  37. Yazgan R, Tunç C (2019) On the weighted pseudo almost periodic solutions of nicholson’s blowflies equation. Appl Math 14(2):16

    MathSciNet  MATH  Google Scholar 

  38. Yu Y, Gong S (2018) Pseudo-almost periodic solutions for first-order neutral differential equations. Adv in Difference Equations 2018(114):1–10

    MathSciNet  MATH  Google Scholar 

  39. Xiao T-J, Liang J, Zhang J (2008) Pseudo almost automorphic solutions to semilinear differential equations in banach spaces. In: Semigroup Forum, vol 76, pp 518–524. Springer

  40. Blot J, Mophou G, N’guérékata G, Pennequin D (2009) Weighted pseudo almost automorphic functions and applications to abstract differential equations. Nonlinear Anal Theory Methods Appl 71(3–4):903–909

    MathSciNet  MATH  Google Scholar 

  41. Sudbery A (1979) Quaternionic analysis. Math Proc Camridge Philos. Soc 85(2):199–225

    MathSciNet  MATH  Google Scholar 

  42. Chen X, Li Z, Song Q, Hu J, Tan Y (2017) Robust stability analysis of quaternion-valued neural networks with time delays and parameter uncertainties. Neural Netw 91:55–65

    MATH  Google Scholar 

  43. You X, Song Q, Liang J, Liu Y, Alsaadi FE (2018) Global \(\mu \)-stability of quaternion-valued neural networks with mixed time-varying delays. Neurocomputing 290:12–25

    Google Scholar 

  44. Song Q, Chen X (2018) Multistability analysis of quaternion-valued neural networks with time delays. IEEE Trans Neural Netw Learn Syst 29(11):5430–5440

    MathSciNet  Google Scholar 

  45. Li Y, Qin J, Li B (2019) Existence and global exponential stability of anti-periodic solutions for delayed quaternion-valued cellular neural networks with impulsive effects. Math Methods Appl Sci 42(1):5–23

    MathSciNet  MATH  Google Scholar 

  46. Li Y, Qin J, Li B (2019) Anti-periodic solutions for quaternion-valued high-order hopfield neural networks with time-varying delays. Neural Process Lett 49(3):1217–1237

    Google Scholar 

  47. Zhu J, Sun J (2018) Stability of quaternion-valued impulsive delay difference systems and its application to neural networks. Neurocomputing 284:63–69

    Google Scholar 

  48. Xiang J, Li Y (2019) Pseudo almost automorphic solutions of quaternion-valued neural networks with infinitely distributed delays via a non-decomposing method. Adv Difference Equ 2019(356):1–17

    MathSciNet  MATH  Google Scholar 

  49. Tu Z, Zhao Y, Ding N, Feng Y, Zhang W (2019) Stability analysis of quaternion-valued neural networks with both discrete and distributed delays. Appl Math Comput 343(C):342–353

    MathSciNet  MATH  Google Scholar 

  50. Liu X, Li Z (2019) Global \( \mu \)-stability of quaternion-valued neural networks with unbounded and asynchronous time-varying delays. IEEE Access 7:9128–9141

    Google Scholar 

  51. Li Y, Xiang J, Li B (2020) Pseudo-almost-periodic solutions of quaternion-valued RNNs with mixed delays via a direct method. J of Inequalities and Appl 2020(88):1–17

    MathSciNet  MATH  Google Scholar 

  52. Ji D, Zhang C (2012) Translation invariance of weighted pseudo almost periodic functions and related problems. J of Math Anal and Appl 391(2):350–362

    MathSciNet  MATH  Google Scholar 

  53. Xu Y (2018) Weighted pseudo-almost periodic delayed cellular neural networks. Neural Comput Appl 30(8):2453–2458

    MathSciNet  Google Scholar 

  54. Srivastava SM (2008) A Course on Borel Sets, vol 180. Springer, New York

    Google Scholar 

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Acknowledgements

The authors would like to thank the anonymous reviewers and the editors for their constructive comments, which greatly improved the quality of the original version.

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Correspondence to Salsabil Hajjaji.

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Yazgan, R., Hajjaji, S. & Chérif, F. Weighted Pseudo Almost-Automorphic Solutions of Quaternion-Valued RNNs With Mixed Delays. Neural Process Lett 55, 423–440 (2023). https://doi.org/10.1007/s11063-022-10890-x

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