有意识视觉感知的脉冲时序神经网络模型

Q2 Agricultural and Biological Sciences Biomath Pub Date : 2022-04-19 DOI:10.55630/j.biomath.2022.02.258
P. Koprinkova, Simona Nedelcheva
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引用次数: 0

摘要

本文的目的是研究丘脑-皮层连接对视觉刺激的意识感知的影响。我们进行了模拟实验,改变了视觉感知和决策的尖峰时间神经网络模型的关键参数,这些参数被认为与意识感知有关,即丘脑中继(包括丘脑网状核(TRN)和外侧膝状核(LGN))与初级视皮层(V1)之间的自下而上和自上而下的连接。观察到了模型输出,即在大脑的横向心内(LIP)区域中用于左或右扫视生成的基于感知的决策。关于关键参数改变对我们的模型做出正确决策能力的影响的结论,根据观察到的负责有意识视觉感知和决策的大脑区域的活动进行了评论。
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Spike timing neural network model of conscious visual perception
The aim of the paper is to investigate the influence of thalamo-cortical connectivity on the conscious perception of visual stimuli. We conducted simulation experiments changing the key parameters of our spike timing neural network model of visual perception and decision making that are supposed to be related to conscious perception, namely bottom-up and top-down connections between thalamic relay, including Thalamic reticulate nucleus (TRN) and Lateral geniculate nucleus (LGN), and primary visual cortex (V1). The model output, that is perceptual based decision in the lateral intrapareital (LIP) area of the brain for left or right saccade generation, was observed. Conclusions about the influence of altered key parameters on the ability of our model to take proper decision were commented in respect to the observed activity in the brain areas responsible for conscious visual perception and decision making.
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来源期刊
Biomath
Biomath Agricultural and Biological Sciences-Agricultural and Biological Sciences (miscellaneous)
CiteScore
2.20
自引率
0.00%
发文量
6
审稿时长
20 weeks
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