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Dynamics behavior for second-order neutral Clifford differential equations: inertial neural networks with mixed delays

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Abstract

In this paper, Clifford-valued inertial neutral neural networks with time-varying delays and infinite distributed delay are investigated. With the help of the pseudo almost periodic function theory, Banach’s fixed point theorem, and the differential inequality theory, a set of sufficient criteria that guarantee the existence and the global exponential stability of unique pseudo-almost periodic solutions of Clifford-valued inertial neutral neural networks with mixed delays are established. Our results are new and complement some previously known ones. Moreover, numerical simulations are carried out to verify our theoretical results.

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References

  • Aouiti C (2016) Neutral impulsive shunting inhibitory cellular neural networks with time-varying coefficients and leakage delays. Cogn Neurodyn 10(6):573–591

    Article  MathSciNet  Google Scholar 

  • Aouiti C (2018) Oscillation of impulsive neutral delay generalized high-order Hopfield neural networks. Neural Comput Appl 29(9):477–495

    Article  Google Scholar 

  • Aouiti C, Dridi F (2019) New results on impulsive Cohen–Grossberg neural networks. Neural Process Lett 49(3):1459–1483

    Article  Google Scholar 

  • Aouiti C, Dridi F (2019) Piecewise asymptotically almost automorphic solutions for impulsive non-autonomous high-order Hopfield neural networks with mixed delays. Neural Comput Appl 31(9):5527–5545

    Article  Google Scholar 

  • Aouiti C, Ben Gharbia I, Cao J, M’hamdi MS, Alsaedi A (2018) Existence and global exponential stability of pseudo almost periodic solution for neutral delay BAM neural networks with time-varying delay in leakage terms. Chaos Solitons Fractals 107:111–127

    Article  MathSciNet  Google Scholar 

  • Aouiti C, Assali EA, Gharbia IB (2019) Pseudo almost periodic solution of recurrent neural networks with D operator on time scales. Neural Process Lett 50(1):297–320

    Article  Google Scholar 

  • Aouiti C, Assali EA, Gharbia IB, El Foutayeni Y (2019) Existence and exponential stability of piecewise pseudo almost periodic solution of neutral-type inertial neural networks with mixed delay and impulsive perturbations. Neurocomputing 357:292–309

    Article  Google Scholar 

  • Aouiti C, Abed Assali E (2019) Effect of fuzziness on the stability of inertial neural networks with mixed delay via non-reduced-order method. Int J Comput Math Comput Syst Theory 1–20

  • Aouiti C, Assali EA, Chérif F, Zeglaoui A (2019) Fixed-time synchronization of competitive neural networks with proportional delays and impulsive effect. Neural Comput Appl 1–10

  • Aouiti C, Sakthivel R, Touati F (2019) Global dissipativity of high-order Hopfield bidirectional associative memory neural networks with mixed delays. Neural Comput Appl 1–15

  • Bohr H (1925) Zur Theorie der fastperiodischen Funktionen. II. Acta Math 46:101–214

    Article  MathSciNet  Google Scholar 

  • Bohr H, Zur Theorie der Fastperiodischen Funktionen I (1925) III. Acta Math 45:29–127

  • Buchholz S (2005) A theory of neural computation with Clifford algebras (Doctoral dissertation, Christian-Albrechts Universität Kiel)

  • Cao Y, Samidurai R, Sriraman R (2019) Stability and dissipativity analysis for neutral type stochastic Markovian jump static neural networks with time delays. J Artif Intell Soft Comput Res 9(3):189–204

    Article  Google Scholar 

  • Cao Y, Sriraman R, Shyamsundarraj N, Samidurai R (2020) Robust stability of uncertain stochastic complex-valued neural networks with additive time-varying delays. Math Comput Simul 171:207–220

    Article  MathSciNet  Google Scholar 

  • Cao Y, Sriraman R, Samidurai R (2020) Stability and stabilization analysis of nonlinear time-delay systems with randomly occurring controller gain fluctuation. Math Comput Simul 171:36–51

    Article  MathSciNet  Google Scholar 

  • Chevalley CCAO (1954) The algebraic theory of spinors. New York, pp 65–192

  • Chuanyi Z (2003) Almost periodic type functions and ergodicity. Springer, Berlin

    MATH  Google Scholar 

  • Clifford WK (1878) Applications of Grassmann’s extensive algebra. Am J Math 1:350–358

    Article  MathSciNet  Google Scholar 

  • Hestenes D, Sobczyk G (2012) Clifford algebra to geometric calculus: a unified language for mathematics and physics, vol 5. Springer, Berlin

    MATH  Google Scholar 

  • Hitzer E, Nitta T, Kuroe Y (2013) Applications of Clifford’s geometric algebra. Adv Appl Clifford Algebras 23(2):377–404

    Article  MathSciNet  Google Scholar 

  • Karthick SA, Sakthivel R, Aouiti C, Leelamani A (2019) Memory feedback finite-time control for memristive neutral-type neural networks with quantization. Chin J Phys. https://doi.org/10.1016/j.cjph.2019.09.016

  • Ke Y, Miao C (2017) Anti-periodic solutions of inertial neural networks with time delays. Neural Process Lett 45(2):523–538

    Article  Google Scholar 

  • Kumar R, Das S, Cao Y (2020) Effects of infinite occurrence of hybrid impulses with quasi-synchronization of parameter mismatched neural networks. Neural Netw 122:106–116

    Article  Google Scholar 

  • Li X (2010) Global robust stability for stochastic interval neural networks with continuously distributed delays of neutral type. Appl Math Comput 215(12):4370–4384

    MathSciNet  MATH  Google Scholar 

  • Li X, Bohner M (2010) Exponential synchronization of chaotic neural networks with mixed delays and impulsive effects via output coupling with delay feedback. Math Comput Modell 52(5–6):643–653

    Article  MathSciNet  Google Scholar 

  • Li X, Cao J (2010) Delay-dependent stability of neural networks of neutral type with time delay in the leakage term. Nonlinearity 23(7):1709

    Article  MathSciNet  Google Scholar 

  • Li B, Li Y (2019) Existence and global exponential stability of pseudo almost periodic solution for Clifford-valued neutral high-order hopfield neural networks with leakage delays. IEEE Access 7:150213–150225

    Article  Google Scholar 

  • Li C, Chen G, Liao X, Yu J (2004) Hopf bifurcation and chaos in a single inertial neuron model with time delay. Eur Phys J B Condens Matter Complex Syst 41(3):337–343

    Article  Google Scholar 

  • Liu Y, Xu P, Lu J, Liang J (2016) Global stability of Clifford-valued recurrent neural networks with time delays. Nonlinear Dyn 84(2):767–777

    Article  MathSciNet  Google Scholar 

  • Li Y, Xiang J (2019) Global asymptotic almost periodic synchronization of Clifford-valued CNNs with discrete delays. Complexity

  • Manivannan R, Cao Y (2018) Design of generalized dissipativity state estimator for static neural networks including state time delays and leakage delays. J Franklin Inst 355(9):3990–4014

    Article  MathSciNet  Google Scholar 

  • Meinrenken E (2013) Clifford algebras and Lie theory, vol 58. Springer, Berlin/Heidelberg

    Book  Google Scholar 

  • Park JH, Kwon OM (2005) A novel criterion for delayed feedback control of time-delay chaotic systems. Chaos Solitons Fractals 23(2):495–501

    Article  MathSciNet  Google Scholar 

  • Park JH, Kwon OM (2009) Global stability for neural networks of neutral-type with interval time-varying delays. Chaos Solitons Fractals 41(3):1174–1181

    Article  MathSciNet  Google Scholar 

  • Park JH, Kwon OM, Lee SM (2008) LMI optimization approach on stability for delayed neural networks of neutral-type. Appl Math Comput 196(1):236–244

    MathSciNet  MATH  Google Scholar 

  • Pearson JK, Bisset DL (1992) Back propagation in a Clifford algebra. Artif Neural Netw 2

  • Porteous IR (1995) Clifford algebras and the classical groups, vol 50. Cambridge University Press, Cambridge

    Book  Google Scholar 

  • Riesz M (1958) Clifford numbers and spinors. Lecture Series No. 38. The Institute for Fluid Dynamics and Applied Mathematics, University of Maryland

  • Ruiz-Herrera A (2013) Chaos in delay differential equations with applications in population dynamics. Discrete. Cont. Dyn. Syst 33(4):1633–1644

    Article  MathSciNet  Google Scholar 

  • Stépán G (1999) Delay, nonlinear oscillations and shimmying wheels. In: IUTAM Symposium on New Applications of Nonlinear and Chaotic Dynamics in Mechanics. Springer, Dordrecht, pp 373–386

  • Sun J (2004) Delay-dependent stability criteria for time-delay chaotic systems via time-delay feedback control. Chaos Solitons Fractals 21(1):143–150

    Article  MathSciNet  Google Scholar 

  • Yan J, Zhao A, Peng L (2005) Oscillation of impulsive delay differential equations and applications to population dynamics. ANZIAM J 46(4):545–554

    Article  MathSciNet  Google Scholar 

  • Yankson E (2012) Positive periodic solutions for second-order neutral differential equations with functional delay. Electron J Differ Equ 2012(14):1–6

    MathSciNet  MATH  Google Scholar 

  • Zhang CY (1994) Pseudo almost periodic solutions of some differential equations. J Math Anal Appl 181(1):62–76

    Article  MathSciNet  Google Scholar 

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Correspondence to Chaouki Aouiti.

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Communicated by Anibal Tavares de Azevedo.

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Aouiti, C., Ben Gharbia, I. Dynamics behavior for second-order neutral Clifford differential equations: inertial neural networks with mixed delays. Comp. Appl. Math. 39, 120 (2020). https://doi.org/10.1007/s40314-020-01148-0

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  • DOI: https://doi.org/10.1007/s40314-020-01148-0

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