A Weakly Connected Memristive Neural Network for Associative Memory

Springer Science and Business Media LLC - Tập 40 Số 3 - Trang 275-288 - 2014
Xin Wang1, Chuandong Li1, Tingwen Huang2, Shukai Duan3
1College of Computer Science, Chongqing University, Chongqing 400044, China
2Texas A & M University at Qatar, Doha 23874, Qatar
3School of Electronics and Information Engineering, Southwest University, Chongqing 400715, China

Tóm tắt

Từ khóa


Tài liệu tham khảo

Chua LO (1971) Memristor-the missing circuit element. IEEE Trans Circuits Theory CT–18(5): 507–511

Strukov DB, Snider GS, Stewart DR, Williams RS (2008) The missing memristor found. Nature 453: 80–83

Itoh M, Chua LO (2009) Memristor cellular automata and memristor discrete-time cellular neural networks. Int J Bifurcation Chaos 19:3605–3656

Merrikh-Bayat F, Shouraki SB (2011) Programming of memristor crossbars by using genetic algorithm. Procedia Comput 3:232–237

Corinto F, Ascoli A, Gilli M (2011) Nonlinear dynamics of memristor oscillators. IEEE Trans Circuits Theory I 58:1323–1336. doi: 10.1109/TCSI.2097731

Peshin YV, Ventra MD (2008) Spin memristive systems: spinmemory effects in semiconductor spintronics. Phys Rev B 78(11):1–4

Xia Q, Robinett W, Cumbie MW, Banerjee N, Cardinali TJ, Yang JJ, Wu W, Li X, Tong WM, Strukov DB, Snider GS, Medeiros-Ribeiro G, Williams RS, Memristor B (2009) VCMOS hybrid integrated circuits for reconfigurable logic. Nano Lett 9(10):3640–3645. doi: 10.1021/nl901874j

Borghettil J, Snider GS, Kuekes PJ, Yang JJ, Stewart DR, Williams RS (2010) Memristive switches enable stateful logic operations via material implication. Nat Lett 464(8):873–876

Yang JJ, Pichkett MD, Li X, Ohlberg DAA, Stewart DR, Williams RS (2008) Memristive switching mechanism foe metal/oxide/metal nanodevices. Nat Nanotechnol 3(7):429–433

Itoh M, Chua LO (2008) Memristor oscillators. Int J Bifurcation Chaos 18:3183–3206

Hu J, Wang J (2010) Global uniform asymptotic stability of memristor-based recurrent neural networks with time delays, in 2010. In: International joint conference on neural networks, IJCNN2010. Spain, Barcelona

Zeng ZG, Wang J (2008) Design and analysis of high-capacity associative memories based on a class of discrete-time recurrent neural networks. IEEE Trans Syst Man Cybern Part B 38(6):1525–1536

Zeng ZG, Huang DS, Wang ZF (2008) Pattern memory analysis based on stability theory of cellular neural networks. Appl Math Model 32(1):112–121

Zeng ZG, Wang J (2007) Analysis and design of associative memories based on recurrent neural networks with linear saturation activation functions and time-varying delays. Neural Comput 19(8):2149–2182

Zeng ZG, Huang DS, Wang ZF (2005) Global stability of a general class of discrete-time recurrent neural networks. Neural Process Lett 22(1):33–47

Zeng ZG, Huang DS, Wang ZF (2004) Attractability and location of equilibrium point of cellular neural networks with time-varying delays. Int J Neural Syst 14(5):337–345

Li HQ, Liao XF, Huang TW (2013). Second-order dynamic consensus of multi-agent systems with arbitrarily fast switching topologies. IEEE Trans Syst Man Cybern. doi: 10.1109/TSMC.2013.2242466

Li HQ, Liao XF, Liao RJ (2012) A unified approach to chaos suppressing and inducing in a periodically forced family of nonlinear oscillators. IEEE Trans Circuits Syst I 59(4):784–795

He X, Li CD, Huang T, Li CJ (2013) Codimension two bifurcation in a delayed neural network with unidirectional coupling. Nonlinear Anal 14(2):1191–1202

He X, Li CD, Huang T, Li CJ (2013) Bogdanov-Takens singularity in tri-neuron network with time delay. IEEE Trans Neural Netw Learning Syst. doi: 10.1109/TNNLS.2013.2238681

Dong T, Liao XF (2012) Dynamics of congestion control in wireless access networks. Nonlinear Anal Ser B 48:123–132

Dong T, Liao XF (2013) Bogdanov-Takens bifurcation in a tri-neuron BAM neural network model with multiple delays. Nonlinear Dyn 71:583–595

Wang HW, Song QK (2010) State estimation for neural networks with mixed interval time-varying delays. Neurocomputing 73(7):1281–1288

Wang HW, Song QK, Duan C (2010) LMI criteria on exponential stability of BAM neural networks with both time-varying delays and general activation functions. Math Comput Simul 81(4):837–850

Itoh M, Chua LO (2004) Star cellular neural networks for associative memory and dynamic memory. Int J Bifurcation Chaos 14(5):1725–1772

Hoppensteadt FC, Izhikevich M (2000) Pattern recognition via synchronization in phase-locked loop neural networks. IEEE Trans Neural Netw 11(3):734–738

Hoppensteadt FC, Izhikevich EM (1999) Oscillatory neurocomputers with dynamic connectivity. Phys Rev Lett 82(14):2983–2986

Hoppensteadt FC, Izhikevitch EM (1997) Weakly connected neural networks. Springer, New York

Gilli M, Bonnin M, Corinto F (2005) On global dynamic behavior of weakly connected oscillatory networks. Int J Bifurcation Chaos 15:1337–1393

Corinto F, Bonnin M, Gilli M (2007) Weakly connected oscillatory networks for pattern recognition via associative memory and dynamic memories. Int J Bifurcation Chaos

Genesio R, Tesi A (1993) Distortion control of chaotic systems: the Chua’s circuit. J Circuits Syst Comput 3:151–171

Aoyaagi T (1995) Networks or neural oscillators for retrieving phase information. Phys Rev Lett 74: 4075–4078