Validation of Spiking Neural Networks Using Resistive-Switching Synaptic Device with Spike-Rate-Dependent Plasticity

2020 ◽  
Author(s):  
Suhyun Bang ◽  
Min-Hye Oh ◽  
Min-Hwi Kim ◽  
Tae-Hyeon Kim ◽  
Dong Keun Lee ◽  
...  
Keyword(s):  
Neural Networks ◽  
Resistive Switching ◽  
Spike Rate ◽  
Spiking Neural Networks ◽  
Dependent Plasticity ◽  
Rate Dependent

scholarly journals Efficient Resistive Switching and Spike Rate Dependent Plasticity in a New CuCrO2 Memristor for Plausible Neuromorphic Systems

2020 ◽  
Vol 67 (8) ◽  
pp. 3451-3458
Author(s):  
Pavan Kumar Reddy Boppidi ◽  
Bharathwaj Suresh ◽  
Ainur Zhussupbekova ◽  
Pranab Biswas ◽  
Daragh Mullarkey ◽  
...  
Keyword(s):  
Resistive Switching ◽  
Spike Rate ◽  
Dependent Plasticity ◽  
Rate Dependent ◽  
Neuromorphic Systems

scholarly journals Computing of temporal information in spiking neural networks with ReRAM synapses

2019 ◽  
Vol 213 ◽  
pp. 453-469 ◽  
Author(s):  
W. Wang ◽  
G. Pedretti ◽  
V. Milo ◽  
R. Carboni ◽  
A. Calderoni ◽  
...  
Keyword(s):  
Neural Networks ◽  
Spike Timing ◽  
Temporal Information ◽  
Spiking Neural Networks ◽  
Spike Timing Dependent Plasticity ◽  
Dependent Plasticity ◽  
Neural Spikes

This work addresses the methodology and implementation of a neuromorphic SNN system to compute the temporal information among neural spikes using ReRAM synapses capable of spike-timing dependent plasticity (STDP).

Effect of heavy-ion on frequency selectivity of semiconducting polymer/electrolyte heterojunction

RSC Advances ◽  
2015 ◽  
Vol 5 (119) ◽  
pp. 98110-98117 ◽  
Author(s):  
W. S. Dong ◽  
F. Zeng ◽  
S. H. Lu ◽  
X. J. Li ◽  
C. T. Chang ◽  
...  
Keyword(s):  
Polymer Electrolyte ◽  
Pulse Shape ◽  
Heavy Ion ◽  
Spike Rate ◽  
Frequency Selectivity ◽  
Semiconducting Polymer ◽  
Dependent Plasticity ◽  
Rate Dependent

Long-term bidirectional frequency selectivity has been achieved in MEH-PPV/PEO–Nd3+cells, which suggests spike-rate-dependent plasticity learning protocol. It depends on pulse shape due to variation of ionic type.

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