一种能检测输入尖峰速率变化的自适应CMOS抑制突触

Yilda Irizarry-Valle, A. C. Parker, N. Grzywacz
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引用次数: 2

摘要

大脑中的感觉通路通过自适应机制实现大动态范围和新颖性检测。我们提出了一个模拟短时抑制突触在瞬态和稳态下的适应动力学的CMOS神经形态电路。该电路检测输入放电速率的突变,遵循Weber-Fechner关系,其中瞬态响应与输入放电速率的分数变化成正比。在稳态状态下,兴奋性突触后电位(EPSP)振幅的输入输出关系遵循1 /频规律。在长时间不活动后,该回路也能检测到新的变化。该设计由少量晶体管组成,同时捕获所需的输入输出关系。瞬态和稳态EPSP的幅值都是可调的。据我们所知,这是第一个接近Weber-Fechner关系的CMOS设计。
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An adaptable CMOS depressing synapse with detection of changes in input spike rate
Sensory pathways in the brain attain large dynamic ranges and novelty detection through adaptive mechanisms. We present a CMOS neuromorphic circuit emulating the adaptation dynamics of short-term depressing synapses for both transient and steady state. The circuit detects abrupt changes in the input firing rate following the Weber-Fechner relation, where the transient response is proportional to the fractional change of the input firing rate. In the steady state, the input-output relationship follows the one over frequency law in the excitatory postsynaptic potential (EPSP) amplitude. The circuit also detects novel change after a long interval of inactivity. The design comprises a small number of transistors, while capturing the desired input-output relationship. The amplitude of both transient and steady state EPSP are tunable. To our knowledge this is the first CMOS design to approach the Weber-Fechner relation.
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