首页> 外文会议>ICONIP 2008;International conference on advances in neuro-information processing >Pulse-Type Hardware Neural Network with Two Time Windows in STDP
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Pulse-Type Hardware Neural Network with Two Time Windows in STDP

机译:STDP中具有两个时间窗口的脉冲型硬件神经网络

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In recent years, synaptic plasticity, which is dependent on the order and time interval of pre- and post-synaptic spikes, has been observed by physiological experiments. There are two types of STDP which are characterized by an asymmetric time window and a symmetric time window (mexican hat type window). A symmetric time window especially depends on the influence of an inhibitory neuron. In this paper, we investigate the synaptic circuit and the synaptic weight control circuit using STDP by inhibitory interneuron input or no input. As a result, we show that the synaptic circuit using STDP with the time windows of these two types could be constructed with a simple circuit configuration considering an inhibitory interneuron by using the circuit simulator PSpice. Furthermore, we show the characteristic of reinforcement and suppression.
机译:近年来,通过生理实验已经观察到突触可塑性,其取决于突触前和突触前突峰的顺序和时间间隔。 STDP有两种类型,其特征在于非对称时间窗口和对称时间窗口(墨西哥帽型窗口)。对称的时间窗口尤其取决于抑制性神经元的影响。在本文中,我们通过抑制性中间神经元输入或无输入来研究使用STDP的突触电路和突触重量控制电路。结果,我们表明,通过使用电路仿真器PSpice,考虑到抑制性中间神经元,可以将STDP与这两种类型的时间窗口一起使用的突触电路可以通过简单的电路配置来构建。此外,我们展示了增强和抑制的特征。

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