Implementation of Neuromorphic System with Si-based Floating-body Synaptic Transistors |
Park, Jungjin
(Inter-university Semiconductor Research Center (ISRC) and Department of Electrical and Computer Engineering, Seoul National University)
Kim, Hyungjin (Inter-university Semiconductor Research Center (ISRC) and Department of Electrical and Computer Engineering, Seoul National University) Kwon, Min-Woo (Inter-university Semiconductor Research Center (ISRC) and Department of Electrical and Computer Engineering, Seoul National University) Hwang, Sungmin (Inter-university Semiconductor Research Center (ISRC) and Department of Electrical and Computer Engineering, Seoul National University) Baek, Myung-Hyun (Inter-university Semiconductor Research Center (ISRC) and Department of Electrical and Computer Engineering, Seoul National University) Lee, Jeong-Jun (Inter-university Semiconductor Research Center (ISRC) and Department of Electrical and Computer Engineering, Seoul National University) Jang, Taejin (Inter-university Semiconductor Research Center (ISRC) and Department of Electrical and Computer Engineering, Seoul National University) Park, Byung-Gook (Inter-university Semiconductor Research Center (ISRC) and Department of Electrical and Computer Engineering, Seoul National University) |
1 | C. Lu et al., "Circuit design of an adjustable neuron activation function and its derivative," Electronics Letters, Vol. 36, No. 6, pp. 553-555, Mar., 2000. DOI |
2 | M. Boegerhausen et al., "Modeling short-term synaptic depression in silicon," Neural Comput., Vol. 15, No.2, pp. 331-348, Feb., 2003. DOI |
3 | T. Asai et al., "A subthreshold MOS neuron circuit based on the Volterra system," IEEE Trans. Neural Netw., Vol. 14, No. 5, pp. 1308-1312, Sep., 2003. DOI |
4 | G. Indiveri, E. Chicca, and R. Douglas, "A VLSI array of low-power spiking neurons and bistable synapses with spike-timing dependent plasticity," IEEE Trans. Neural Netw., Vol. 17, No.1, pp. 211-221, Jan., 2006. DOI |
5 | J. H. Wijekoon and P. Dudek, "Compact silicon neuron circuit with spiking and bursting behaviour," Neural Netw., Vol. 21, pp. 524-534, Mar., 2008. DOI |
6 | S. Ambrogio et al., "Spike-timing dependent plasticity in a transistor-selected resistive switching memory," Nanotechnology, Vol. 24, No. 38, pp. 384012-384020, Sep., 2013. DOI |
7 | S. Yu et al., "A neuromorphic visual system using RRAM synaptic devices with Sub-pJ energy and tolerance to variability: Experimental characterization and large-scale modeling, in IEDM Tech. Dig., 2012, pp. 239-242. |
8 | S. Park et al., "RRAM-based synapse for neuromorphic system with pattern recognition function," in IEDM Tech. Dig., 2012, pp. 231-234. |
9 | M.-W. Kwon et al., "Integrate-and-Fire neuron circuit and synaptic device using floating body MOSFET with spike timing- dependent plasticity," Journal of Semiconductor Technology and Science, Vol. 15, No. 6, pp. 658-663, Dec., 2015 DOI |
10 |
R. Ananthanarayanan et al., "The cat is out of the bag: Cortical simulations with |
11 | S. Yu et al., "An electronic synapse device based on metal oxide resistive switching memory for neuromorphic computation", IEEE Trans. Electron Devices, Vol. 58, No. 8, pp. 2729-2737, Aug., 2011. DOI |
12 | H. Kim et al., "Silicon-Based floating-body synaptic transistor with frequency-dependent short- and long-term memories," IEEE Electron Device Letters, Vol. 37, No. 3, pp. 249-252, Mar., 2016. DOI |
13 | K. D. Cantley et al., "Hebbian learning in spiking neural networks with nanocrystalline Silicon TFTs and memristive synapses", IEEE Trans. Nanotechnology, Vol. 10, No. 5, pp. 1066-1073, Sep., 2011. DOI |
14 | C. Zamarreno-Ramos et al., "On spike-timing-dependent-plasticity, memristive devices, and building a self-learning visual cortex", Front. Neurosci, Vol. 5, Art. 16, Mar., 2011. |
15 | H. Kim et al., "Silicon-based floating-body synaptic transistor," Int. Conf. on Solid State Devices and Materials, pp. 322-323, Sep., 2012. |
16 | Y. Ota et al., "Analog implementation of pulse-coupled neural networks", IEEE Trans. Neural Netw., Vol. 10, No. 3, pp. 539-544. May., 1999 DOI |
![]() |