Fully Unsupervised Spike-Rate-Dependent Plasticity Learning With Oxide-Based Memory Devices

2021 ◽  
pp. 1-7
Author(s):  
Manoj Kumar ◽  
Sai Sukruth Bezugam ◽  
Sufyan Khan ◽  
Manan Suri
Keyword(s):  
Spike Rate ◽  
Memory Devices ◽  
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

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.

Threshold-Tunable, Spike-Rate-Dependent Plasticity Originating from Interfacial Proton Gating for Pattern Learning and Memory

2020 ◽  
Vol 12 (6) ◽  
pp. 7833-7839 ◽  
Author(s):  
Zheng Yu Ren ◽  
Li Qiang Zhu ◽  
Yan Bo Guo ◽  
Ting Yu Long ◽  
Fei Yu ◽  
...  
Keyword(s):  
Learning And Memory ◽  
Spike Rate ◽  
Pattern Learning ◽  
Dependent Plasticity ◽  
Rate Dependent

Sliding threshold of spike-rate dependent plasticity of a semiconducting polymer/electrolyte cell

2016 ◽  
Vol 54 (23) ◽  
pp. 2412-2417 ◽  
Author(s):  
Wenshuai Dong ◽  
Fei Zeng ◽  
Yuandong Hu ◽  
Chiating Chang ◽  
Xiaojun Li ◽  
...  
Keyword(s):  
Polymer Electrolyte ◽  
Spike Rate ◽  
Semiconducting Polymer ◽  
Dependent Plasticity ◽  
Rate Dependent

Frequency-dependent learning achieved using semiconducting polymer/electrolyte composite cells

Nanoscale ◽  
2015 ◽  
Vol 7 (40) ◽  
pp. 16880-16889 ◽  
Author(s):  
W. S. Dong ◽  
F. Zeng ◽  
S. H. Lu ◽  
A. Liu ◽  
X. J. Li ◽  
...  
Keyword(s):  
Polymer Electrolyte ◽  
Spike Rate ◽  
Frequency Dependent ◽  
Semiconducting Polymer ◽  
Dependent Plasticity ◽  
Rate Dependent ◽  
Dependent Learning

Frequency-dependent learning has been achieved using semiconducting polymer/electrolyte composite cells, which realized conventional spike-rate-dependent plasticity learning protocol.

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