Emerging memory technologies for neuromorphic computing CH Kim, S Lim, SY Woo, WM Kang, YT Seo, ST Lee, S Lee, D Kwon, S Oh, ... Nanotechnology 30 (3), 032001, 2018 | 85 | 2018 |
On-Chip Training Spiking Neural Networks Using Approximated Backpropagation With Analog Synaptic Devices D Kwon, S Lim, JH Bae, ST Lee, H Kim, YT Seo, S Oh, J Kim, K Yeom, ... Frontiers in neuroscience 14, 423, 2020 | 52 | 2020 |
Efficient fusion of spiking neural networks and FET-type gas sensors for a fast and reliable artificial olfactory system D Kwon, G Jung, W Shin, Y Jeong, S Hong, S Oh, J Kim, JH Bae, BG Park, ... Sensors and Actuators B: Chemical 345, 130419, 2021 | 24 | 2021 |
Hardware Implementation of Spiking Neural Networks Using Time-To-First-Spike Encoding S Oh, D Kwon, G Yeom, WM Kang, S Lee, SY Woo, JS Kim, MK Park, ... arXiv preprint arXiv:2006.05033, 2020 | 21 | 2020 |
Low-power and reliable gas sensing system based on recurrent neural networks D Kwon, G Jung, W Shin, Y Jeong, S Hong, S Oh, JH Bae, BG Park, ... Sensors and Actuators B: Chemical 340, 129258, 2021 | 19 | 2021 |
Hardware-based spiking neural network architecture using simplified backpropagation algorithm and homeostasis functionality J Kim, D Kwon, SY Woo, WM Kang, S Lee, S Oh, CH Kim, JH Bae, ... Neurocomputing 428, 153-165, 2021 | 15 | 2021 |
Unsupervised online learning of temporal information in spiking neural network using thin-film transistor-type NOR flash memory devices S Oh, CH Kim, S Lee, JS Kim, JH Lee Nanotechnology 30 (43), 435206, 2019 | 15 | 2019 |
Spiking neural networks with time-to-first-spike coding using TFT-type synaptic device model S Oh, S Lee, SY Woo, D Kwon, J Im, J Hwang, JH Bae, BG Park, JH Lee IEEE Access 9, 78098-78107, 2021 | 12 | 2021 |
Neuron circuits for low-power spiking neural networks using time-to-first-spike encoding S Oh, D Kwon, G Yeom, WM Kang, S Lee, SY Woo, J Kim, JH Lee IEEE Access 10, 24444-24455, 2022 | 11 | 2022 |
Initial synaptic weight distribution for fast learning speed and high recognition rate in STDP-based spiking neural network J Kim, CH Kim, SY Woo, WM Kang, YT Seo, S Lee, S Oh, JH Bae, ... Solid-State Electronics 165, 107742, 2020 | 10 | 2020 |
Unsupervised online learning with multiple postsynaptic neurons based on spike-timing-dependent plasticity using a thin-film transistor-type NOR flash memory array S Lee, CH Kim, S Oh, BG Park, JH Lee Journal of nanoscience and nanotechnology 19 (10), 6050-6054, 2019 | 8 | 2019 |
On-chip trainable hardware-based deep Q-networks approximating a backpropagation algorithm J Kim, D Kwon, SY Woo, WM Kang, S Lee, S Oh, CH Kim, JH Bae, ... Neural Computing and Applications 33, 9391-9402, 2021 | 7 | 2021 |
Review of candidate devices for neuromorphic applications JH Lee, SY Woo, ST Lee, S Lim, WM Kang, YT Seo, S Lee, D Kwon, S Oh, ... ESSDERC 2019-49th European Solid-State Device Research Conference (ESSDERC …, 2019 | 7 | 2019 |
Demonstration of integrate-and-fire neuron circuit for spiking neural networks SY Woo, WM Kang, YT Seo, S Lee, D Kwon, S Oh, JH Bae, JH Lee Solid-State Electronics 198, 108481, 2022 | 3 | 2022 |
Grayscale Image Recognition Using Spike-Rate-Based Online Learning and Threshold Adjustment of Neurons in a Thin-Film Transistor-Type NOR Flash Memory Array S Oh, CH Kim, S Lee, BG Park, JH Lee Journal of nanoscience and nanotechnology 19 (10), 6055-6060, 2019 | 3 | 2019 |
Unsupervised Online Learning With Multiple Postsynaptic Neurons Based on Spike-Timing-Dependent Plasticity Using a TFT-Type NOR Flash Memory Array S Lee, CH Kim, S Oh, BG Park, JH Lee arXiv preprint arXiv:1811.07115, 2018 | 1 | 2018 |
Demonstration of In‐Memory Biosignal Analysis: Novel High‐Density and Low‐Power 3D Flash Memory Array for Arrhythmia Detection J Kim, J Im, W Shin, S Lee, S Oh, D Kwon, G Jung, WY Choi, JH Lee Advanced Science, 2308460, 2024 | | 2024 |
SNNSim: Investigation and Optimization of Large‐Scale Analog Spiking Neural Networks Based on Flash Memory Devices JH Ko, D Kwon, J Hwang, KH Lee, S Oh, J Kim, J Im, RH Koo, JJ Kim, ... Advanced Intelligent Systems, 2300456, 2024 | | 2024 |
Synaptic array using multi-level AND flash memory cells for hardware-based neural networks S Lee, S Oh, SY Woo, BG Park, JH Lee Solid-State Electronics 200, 108566, 2023 | | 2023 |
On-Chip Trainable Spiking Neural Networks Using Time-To-First-Spike Encoding J Im, J Kim, HN Yoo, JW Baek, D Kwon, S Oh, J Kim, J Hwang, BG Park, ... IEEE Access 10, 31263-31272, 2022 | | 2022 |