Name
Title | ||
|---|---|---|
A neural network circuit with associative learning and forgetting process based on memristor neuromorphic device |
Abstract | ||
|---|---|---|
Memristor has attracted extensive attention in recent years because of its capability to act as artificial synapse in neuromorphic network. In this paper, by combining a designed memristive synapse and a resistive synapse, a novel neural network circuit with three neurons and one operational module has been constructed. With the memristor device whose resistance can be purposely changed according to the time interval between pre- and post-spikes, the weight of the memristive synapse that connected between two neurons can be modified as required. What's more, the transmission of signal from pre-neuron to post-neuron and the adjustment of memristive resistance were carried out alternately through the coordination of different modules. Finally, the neural network simulated the Pavlov's experiment successfully, indicating that it can realize the process of associative learning and forgetting. |
Year | DOI | Venue |
|---|---|---|
2017 | 10.1109/ASICON.2017.8252449 | 2017 IEEE 12th International Conference on ASIC (ASICON) |
Keywords | Field | DocType |
neural network,memristive synapse,associative learning,forgetting | Forgetting,Memristor,Logic gate,Computer science,Resistive touchscreen,Neuromorphic engineering,Electronic engineering,Associative learning,Artificial neural network | Conference |
ISSN | ISBN | Citations |
2162-7541 | 978-1-5090-6626-1 | 0 |
PageRank | References | Authors |
0.34 | 0 | 10 |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Xiaoqiang Lv | 1 | 0 | 0.34 |
| Yimao Cai | 2 | 9 | 7.26 |
| Yuchao Yang | 3 | 4 | 4.80 |
| Zhizhen Yu | 4 | 0 | 2.03 |
| Yichen Fang | 5 | 0 | 2.03 |
| Zongwei Wang | 6 | 1 | 2.46 |
| Lindong Wu | 7 | 0 | 1.01 |
| Jianfeng Liu | 8 | 59 | 13.31 |
| Wanrong Zhang | 9 | 2 | 2.91 |
| Ru Huang | 10 | 188 | 48.74 |