Literature DB >> 27103542

Relaxation oscillator-realized artificial electronic neurons, their responses, and noise.

Hyungkwang Lim1, Hyung-Woo Ahn, Vladimir Kornijcuk, Guhyun Kim, Jun Yeong Seok, Inho Kim, Cheol Seong Hwang, Doo Seok Jeong.   

Abstract

A proof-of-concept relaxation oscillator-based leaky integrate-and-fire (ROLIF) neuron circuit is realized by using an amorphous chalcogenide-based threshold switch and non-ideal operational amplifier (op-amp). The proposed ROLIF neuron offers biologically plausible features such as analog-type encoding, signal amplification, unidirectional synaptic transmission, and Poisson noise. The synaptic transmission between pre- and postsynaptic neurons is achieved through a passive synapse (simple resistor). The synaptic resistor coupled to the non-ideal op-amp realizes excitatory postsynaptic potential (EPSP) evolution that evokes postsynaptic neuron spiking. In an attempt to generalize our proposed model, we theoretically examine ROLIF neuron circuits adopting different non-ideal op-amps having different gains and slew rates. The simulation results indicate the importance of gain in postsynaptic neuron spiking, irrespective of the slew rate (as long as the rate exceeds a particular value), providing the basis for the ROLIF neuron circuit design. Eventually, the behavior of a postsynaptic neuron in connection to multiple presynaptic neurons via synapses is highlighted in terms of EPSP evolution amid simultaneously incident asynchronous presynaptic spikes, which in fact reveals an important role of the random noise in spatial integration.

Entities:  

Year:  2016        PMID: 27103542     DOI: 10.1039/c6nr01278g

Source DB:  PubMed          Journal:  Nanoscale        ISSN: 2040-3364            Impact factor:   7.790


  4 in total

1.  Capacitive neural network with neuro-transistors.

Authors:  Zhongrui Wang; Mingyi Rao; Jin-Woo Han; Jiaming Zhang; Peng Lin; Yunning Li; Can Li; Wenhao Song; Shiva Asapu; Rivu Midya; Ye Zhuo; Hao Jiang; Jung Ho Yoon; Navnidhi Kumar Upadhyay; Saumil Joshi; Miao Hu; John Paul Strachan; Mark Barnell; Qing Wu; Huaqiang Wu; Qinru Qiu; R Stanley Williams; Qiangfei Xia; J Joshua Yang
Journal:  Nat Commun       Date:  2018-08-10       Impact factor: 14.919

2.  Low-Voltage Oscillatory Neurons for Memristor-Based Neuromorphic Systems.

Authors:  Qilin Hua; Huaqiang Wu; Bin Gao; Qingtian Zhang; Wei Wu; Yujia Li; Xiaohu Wang; Weiguo Hu; He Qian
Journal:  Glob Chall       Date:  2019-08-07

Review 3.  Memristive Devices Based on Two-Dimensional Transition Metal Chalcogenides for Neuromorphic Computing.

Authors:  Ki Chang Kwon; Ji Hyun Baek; Kootak Hong; Soo Young Kim; Ho Won Jang
Journal:  Nanomicro Lett       Date:  2022-02-05

4.  Scalable excitatory synaptic circuit design using floating gate based leaky integrators.

Authors:  Vladimir Kornijcuk; Hyungkwang Lim; Inho Kim; Jong-Keuk Park; Wook-Seong Lee; Jung-Hae Choi; Byung Joon Choi; Doo Seok Jeong
Journal:  Sci Rep       Date:  2017-12-14       Impact factor: 4.379

  4 in total

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