Abstract
We consider a new model for shunting inhibitory cellular neural networks, retarded functional differential equations with piecewise constant argument. The existence and exponential stability of almost periodic solutions are investigated. An illustrative example is provided.
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Chua LO (1998) CNN: a paradigm for complexity. World Scientific, Singapore
Chua LO, Yang L (1988) Cellular neural networks: theory. IEEE Trans Circuits Syst 35:1257–1272
Chua LO, Yang L (1988) Cellular neural networks: applications. IEEE Trans Circuits Syst 35:1273–1290
Chua LO, Roska T (1990) Cellular neural networks with nonlinear and delay-type template elements. In: Proceedings of IEEE international workshop on cellular neural networks and their applications, pp 12–25
Chua LO, Roska T (1992) Cellular neural networks with nonlinear and delay type template elements and non-uniform grids. Int J Circuit Theory Appl 20:449–451
Hsu C-H, Lin S-S, Shen W (1999) Traveling waves in cellular neural networks. Int J Bifurcat Chaos 9:1307–1319
Weng P, Wu J (2003) Deformation of traveling waves in delayed cellular neural networks. Int J Bifurcat Chaos 13:797–813
Zou F, Schwartz S, Nossek J (1990) Cellular neural network design using a learning algorithm. In: Proceedings of IEEE international workshop on cellular neural networks and their applications, pp 73–81
Li L, Fang Z, Yang Y (2012) A shunting inhibitory cellular neural network with continuously distributed delays of neutral type. Nonlinear Anal Real World Appl 13:1186–1196
Rosko T, Boros T, Thiran P, Chua LO (1990) Detecting simple motion using cellular neural networks. In: Proceedings of IEEE international workshop on cellular neural networks and their applications, pp 127–138
Bouzerdoum A, Pinter RB (1993) Shunting inhibitory cellular neural networks: derivation and stability analysis. IEEE Trans Circuits Syst I Fund Theory Appl 40:215–221
Chen L, Zhao H (2008) Global stability of almost periodic solution of shunting inhibitory cellular neural networks with variable coefficients. Chaos Solitons Fractals 35:351–357
Ding HS, Liang J, Xiao TJ (2008) Existence of almost periodic solutions for SICNNs with time-varying delays. Phys Lett A 372:5411–5416
Chen A, Cao J (2002) Almost periodic solution of shunting inhibitory CNNs with delays. Phys Lett A 298:161–170
Ou C (2009) Almost periodic solutions for shunting inhibitory cellular neural networks. Nonlinear Anal Real World Appl 10:2652–2658
Cherif F (2012) Existence and global exponential stability of pseudo almost periodic solution for SICNNs with mixed delays. J Appl Math Comput 39:235–251
Hu M, Wang L (2011) Existence and exponential stability of almost periodic solution for Cohen–Grossberg SICNNs with impulses. World Acad Sci Eng Technol 52:941–950
Xia Y, Cao J, Huang Z (2007) Existence and exponential stability of almost periodic solution for shunting inhibitory cellular neural networks with impulses. Chaos Solitons Fractals 34:1599–1607
Huang X, Cao J (2003) Almost periodic solution of shunting inhibitory cellular neural networks with time-varying delay. Phys Lett A 314:222–231
Zhou Q, Xiao B, Yu Y (2006) Existence and stability of almost periodic solutions for shunting inhibitory cellular neural networks with continuously distributed delays. Electron J Differ Equ 2006:1–10
Akhmet M (2006) On the integral manifolds of the differential equations with piecewise constant argument of generalized type. In: Agarwal RP, Perera K (eds) Proceedings of the conference on differential and difference equations at the Florida Institute of Technology, August 1–5, 2005. Hindawi Publishing Corporation, Melbourne, pp 11–20
Akhmet M (2011) Nonlinear hybrid continuous/discrete time models. Atlantis Press, Amsterdam
Aftabizadeh AR, Wiener J (1988) Oscillatory and periodic solutions for systems of two first order linear differential equations with piecewise constant argument. Appl Anal 26:327–333
Busenberg S, Cooke KL (1982) Models of vertically transmitted diseases with sequential-continuous dynamics. In: Lakshmikantham V (ed) Nonlinear phenomena in mathematical sciences. Academic Press, New York, pp 179–187
Cooke KL, Wiener J (1987) Neutral differential equations with piecewise constant argument. Boll Un Mat Ital 7:321–346
Cooke KL, Wiener J (1984) Retarded differential equations with piecewise constant delays. J Math Anal Appl 99:265–297
Dai L (2008) Nonlinear dynamics of piecewise constant systems and implementation of piecewise constant arguments. World Scientific, Singapore
Dai L, Singh MC (1994) On oscillatory motion of spring-mass systems subjected to piecewise constant forces. J Sound Vib 173:217–232
Seifert G (2000) Almost periodic solutions of certain differential equations with piecewise constant delays and almost periodic time dependence. J Differ Equ 164:451–458
Wiener J (1993) Generalized solutions of functional differential equations. World Scientific, Singapore
Zhu H, Huang L (2004) Dynamics of a class of nonlinear discrete-time neural networks. Comput Math Appl 48:85–94
Yang X (2006) Existence and exponential stability of almost periodic solutions for cellular neural networks with piecewise constant argument. Acta Math Appl Sin 29:789–800
Jun YX, Jian WZ (2008) Asymptotic behavior of a neural network model with three piecewise constant arguments. Hunan Daxue Xuebao 35:59–62 (Chinese)
Murray JD (2002) Mathematical biology: I. An introduction. Springer, New York
Hoppensteadt FC, Peskin CS (1992) Mathematics in medicine and the life sciences. Springer, New York
Buck J (1988) Synchronous rhythmic flashing of fireflies. II. Q Rev Biol 63:265–290
Driver RD (1979) Can the future influence the present? Phys Rev D 19:1098–1107
Akhmet MU, Yılmaz E (2010) Impulsive Hopfield-type neural network system with piecewise constant argument. Nonlinear Anal Real World Appl 11:2584–2593
Akhmet MU, Aruğaslan D, Yılmaz E (2010) Stability in cellular neural networks with piecewise constant argument. J Comput Appl Math 233:2365–2373
Akhmet MU, Aruğaslan D, Yılmaz E (2010) Stability analysis of recurrent neural networks with piecewise constant argument of generalized type. Neural Netw 23:805–811
Shepherd GM (2004) The synaptic organization of the brain. Oxford University Press, New York
Vida I, Bartos M, Jonas P (2006) Shunting inhibition improves robustness of gamma oscillations in hippocampal interneuron networks by homogenizing firing rates. Neuron 49:107–117
Mitchell SJ, Silver RA (2003) Shunting inhibition modulates neuronal gain during synaptic excitation. Neuron 38:433–445
Borg-Graham LJ, Monier C, Frégnac Y (1998) Visual input evokes transient and strong shunting inhibition in visual cortical neurons. Nature 393:369–373
Bouzerdoum A, Nabet B, Pinter RB (1991) Analysis and analog implementation of directionally sensitive shunting inhibitory cellular neural networks. In: Visual information processing: from neurons to chips, vol SPIE-1473, pp 29–38
Bouzerdoum A, Pinter RB (1992) Nonlinear lateral inhibition applied to motion detection in the fly visual system. In: Pinter RB, Nabet B (eds) Nonlinear vision. CRC Press, Boca Raton, pp 423–450
Bouzerdoum A, Pinter RB (1990) A shunting inhibitory motion detector that can account for the functional characteristics of fly motion-sensitive interneurons. Proc Int Jt Conf Neural Netw 1:149–153
Pinter RB, Olberg RM, Warrant E (1989) Luminance adaptation of preferred object size in identified dragonfly movement detectors. In: Proceedings of IEEE international conference SMC, pp 682–686
Bouzerdoum A (1993) The elementary movement detection mechanism in insect vision. Philos Trans R Soc London B 339:375–384
Pinter RB (1983) Product term nonlinear lateral inhibition enhances visual selectivity for small objects and edges. J Theor Biol 110:525–531
Jernigan ME, Belshaw RJ, McLean GF (1991) Nonlinear lateral inhibition and image processing. In: Nabet B, Pinter RB (eds) Sensory neural networks: lateral inhibition. CRC Press, Boca Raton, pp 27–45
Fukushima K, Miyake S, Ito T (1983) Neocognitron: a neural network model for a mechanism of visual pattern recognition. IEEE Trans Syst Man Cybern 13:826–834
Arulampalam G, Bouzerdoum A (2001) Application of shunting inhibitory artificial neural networks to medical diagnosis. Proceedings of seventh Australian and New Zealand intelligent information systems conference. Perth, Western Australia, pp 89–94
Liao X, Chen G, Sanchez EN (2002) Delay-dependent exponential stability analysis of delayed neural networks: an LMI approach. Neural Netw 15:855–866
Yi Z, Heng PA, Fu AWC (1999) Estimate of exponential convergence rate and exponential stability for neural networks. IEEE Trans Neural Netw 10:1487–1493
Wen S, Huang T, Zeng Z, Chen Y, Li P (2015) Circuit design and exponential stabilization of memristive neural networks. Neural Netw 63:48–56
He Y, Wu M, She J-H (2006) Delay-dependent exponential stability of delayed neural networks with time-varying delay. IEEE Trans Circuits Syst II Exp Briefs 53:553–557
Dan S, Yang SX, Feng W (2013) Lag synchronization of coupled delayed chaotic neural networks by periodically intermittent control. Abstr Appl Anal 2013:501461
Jiang H, Zhang L, Teng Z (2005) Existence and global exponential stability of almost periodic solution for cellular neural networks with variable coefficients and time-varying delays. IEEE Trans Neural Netw 16:1340–1351
Wang L (2010) Existence and global attractivity of almost periodic solutions for delayed high-ordered neural networks. Neurocomputing 73:802–808
Wen SP, Zeng ZG, Huang TW, Li CJ (2015) Passivity and passification of stochastic impulsive memristor-based piecewise linear system with mixed delays. Int J Robust Nonlinear Control 25:610–624
Wen S, Zeng Z, Huang T, Zhang Y (2014) Exponential adaptive lag synchronization of memristive neural networks via fuzzy method and applications in pseudorandom number generators. IEEE Trans Fuzzy Syst 22:1704–1713
Wen S, Zeng Z, Huang T, Meng Q, Yao W (2015) Lag synchronization of switched neural networks via neural activation function and applications in image encryption. IEEE Trans Neural Netw Learn Syst 26:1493–1502
Pasemann F, Hild M, Zahedi K (2003), SO(2)-networks as neural oscillators. In: Mira J, Álvarez JR (eds) Computational methods in neural modeling, lecture notes in computer science, vol 2686, pp 144–151
Izhikevich EM (2007) Dynamical systems in neuroscience: the geometry of excitability and bursting. The MIT Press, Cambridge
Kimura H, Akiyama S, Sakurama K (1999) Realization of dynamic walking and running of the quadruped using neural oscillator. Auton Robots 7:247–258
Wang X (1992) Discrete-time dynamics of coupled quasi-periodic and chaotic neural network oscillators. Proceedings of international joint conference on neural networks. Baltimore, Maryland, pp 517–522
Burton TA (1985) Stability and periodic solutions of ordinary and functional differential equations. Academic Press, Orlando
Hale J (1971) Functional differential equations. Springer, New York
Kuang Y (1993) Delay differential equations: with applications in population dynamics. Academic Press, Boston
Seifert G (2003) Second-order neutral delay-differential equations with piecewise constant time dependence. J Math Anal Appl 281:1–9
Seifert G (2003) Almost periodic solutions of certain neutral functional differential equations. Commun Appl Anal 7:437–442
Wang G (2007) Periodic solutions of a neutral differential equation with piecewise constant arguments. J Math Anal Appl 326:736–747
Wang L, Yuan R, Zhang CY (2011) A spectrum relation of almost periodic solution of second order scalar functional differential equations with piecewise constant argument. Acta Math Sin Engl Ser 27:2275–2284
Akhmet MU (2014) Quasilinear retarded differential with functional dependence on piecewise constant argument. Commun Pure Appl Anal 13:929–947
Corduneanu C (2009) Almost periodic oscillations and waves. Springer, New York
Samoilenko AM, Perestyuk NA (1995) Impulsive differential equations. World Scientific, Singapore
Halanay A, Wexler D (1971) Qualitative theory of impulsive systems. Mir, Moscow (Russian)
Wexler D (1966) Solutions périodiques et presque-périodiques des systémes d’équations différetielles linéaires en distributions. J Differ Equ 2:12–32
Akhmetov MU, Perestyuk NA, Samoilenko AM (1983) Almost-periodic solutions of differential equations with impulse action. Akad Nauk Ukrain SSR Inst Mat. Preprint 26:49 (Russian)
Hopfield JJ (1984) Neurons with graded response have collective computational properties like those of two-state neurons. Proc Natl Acad Sci USA 81:3088–3092
Cohen MA, Grossberg S (1993) Absolute stability of global pattern formation and parallel memory storage by competitive neural networks. IEEE Trans Syst Man Cybern SMC 13:815–826
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The authors wish to express their sincere gratitude to the referees for the helpful criticism and valuable suggestions, which helped to improve the paper significantly. The second author is supported by the 2219 Scholarship Programme of TÜBİTAK, the Scientific and Technological Research Council of Turkey.
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Akhmet, M., Fen, M.O. & Kirane, M. Almost periodic solutions of retarded SICNNs with functional response on piecewise constant argument. Neural Comput & Applic 27, 2483–2495 (2016). https://doi.org/10.1007/s00521-015-2019-4
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DOI: https://doi.org/10.1007/s00521-015-2019-4