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2016 | OriginalPaper | Buchkapitel

Simplification of Processing Elements in Cellular Neural Networks

Working Confirmation Using Circuit Simulation

verfasst von : Mutsumi Kimura, Nao Nakamura, Tomoharu Yokoyama, Tokiyoshi Matsuda, Tomoya Kameda, Yasuhiko Nakashima

Erschienen in: Neural Information Processing

Verlag: Springer International Publishing

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Abstract

Simplification of processing elements is greatly desired in cellular neural networks to realize ultra-large scale integration. First, we propose reducing a neuron to two-inverter two-switch circuit, two-inverter one-switch circuit, or two-inverter circuit. Next, we propose reducing a synapse only to one variable resistor or one variable capacitor. Finally, we confirm the correct workings of the cellular neural networks using circuit simulation. These results will be one of the theoretical bases to apply cellular neural networks to brain-type integrated circuits.

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Literatur
2.
Zurück zum Zitat Koeppl, H., Chua, L.O.: An adaptive cellular non-linear network and its application. In: 2007 International Symposium on Nonlinear Theory and its Applications (NOLTA 2007), pp. 15–18, 2007 Koeppl, H., Chua, L.O.: An adaptive cellular non-linear network and its application. In: 2007 International Symposium on Nonlinear Theory and its Applications (NOLTA 2007), pp. 15–18, 2007
3.
Zurück zum Zitat Crounse, K.R., Chua, L.O., Thiran, P., Setti, G.: Characterization and dynamics of pattern formation in cellular neural networks. Int. J. Bifurcation Chaos 6, 1703–1724 (1996)CrossRefMATH Crounse, K.R., Chua, L.O., Thiran, P., Setti, G.: Characterization and dynamics of pattern formation in cellular neural networks. Int. J. Bifurcation Chaos 6, 1703–1724 (1996)CrossRefMATH
4.
Zurück zum Zitat Morie, T., Miyake, M., Nagata, M., Iwata, A.: A 1-D CMOS PWM cellular neural network circuit and resistive-fuse network operation. In: 2001 International Conference Solid State Devices and Materials (SSDM 2001), pp. 90–91 (2001) Morie, T., Miyake, M., Nagata, M., Iwata, A.: A 1-D CMOS PWM cellular neural network circuit and resistive-fuse network operation. In: 2001 International Conference Solid State Devices and Materials (SSDM 2001), pp. 90–91 (2001)
5.
Zurück zum Zitat Kasakawa, T., Tabata, H., Onodera, R., Kojima, H., Kimura, M., Hara, H., Inoue, S.: An artificial neural network at device level using simplified architecture and thin-film transistors. IEEE Trans. Electron Devices 57, 2744–2750 (2010)CrossRef Kasakawa, T., Tabata, H., Onodera, R., Kojima, H., Kimura, M., Hara, H., Inoue, S.: An artificial neural network at device level using simplified architecture and thin-film transistors. IEEE Trans. Electron Devices 57, 2744–2750 (2010)CrossRef
6.
Zurück zum Zitat Kimura, M., Miyatani, T., Fujita, Y., Kasakawa, T.: Apoptotic self-organized electronic device using thin-film transistors for artificial neural networks with unsupervised learning functions. Jpn. J. Appl. Phys. 54, 03CB02 (2015)CrossRef Kimura, M., Miyatani, T., Fujita, Y., Kasakawa, T.: Apoptotic self-organized electronic device using thin-film transistors for artificial neural networks with unsupervised learning functions. Jpn. J. Appl. Phys. 54, 03CB02 (2015)CrossRef
7.
Zurück zum Zitat Kimura, M., Fujita, Y., Kasakawa, T., Matsuda, T.: Novel architecture for cellular neural network suitable for high-density integration of electron devices - learning of multiple logics. In: Arik, S., Huang, T., Lai, W.K., Liu, Q. (eds.) ICONIP 2015 Part I. LNCS, vol. 9489, pp. 12–20. Springer, Heidelberg (2015) Kimura, M., Fujita, Y., Kasakawa, T., Matsuda, T.: Novel architecture for cellular neural network suitable for high-density integration of electron devices - learning of multiple logics. In: Arik, S., Huang, T., Lai, W.K., Liu, Q. (eds.) ICONIP 2015 Part I. LNCS, vol. 9489, pp. 12–20. Springer, Heidelberg (2015)
8.
Zurück zum Zitat Kimura, M., Morita, R., Koga, Y., Nakanishi, H., Nakamura, N., Matsuda, T.: Simplified architecture for cellular neural network suitable for high-density integration of electron devices. In: 2015 International Symposium on Nonlinear Theory and its Applications (NOLTA 2015), pp. 499–502 (2015) Kimura, M., Morita, R., Koga, Y., Nakanishi, H., Nakamura, N., Matsuda, T.: Simplified architecture for cellular neural network suitable for high-density integration of electron devices. In: 2015 International Symposium on Nonlinear Theory and its Applications (NOLTA 2015), pp. 499–502 (2015)
9.
Zurück zum Zitat Tanaka, M., Saito, T.: Neural Nets and Circuits. Corona Publishing, Tokyo (1999). (in Japanese) Tanaka, M., Saito, T.: Neural Nets and Circuits. Corona Publishing, Tokyo (1999). (in Japanese)
10.
Zurück zum Zitat Hebb, D.O.: The Organization of Behavior. Wiley, Hoboken (1949) Hebb, D.O.: The Organization of Behavior. Wiley, Hoboken (1949)
Metadaten
Titel
Simplification of Processing Elements in Cellular Neural Networks
verfasst von
Mutsumi Kimura
Nao Nakamura
Tomoharu Yokoyama
Tokiyoshi Matsuda
Tomoya Kameda
Yasuhiko Nakashima
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-46672-9_35

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