首页> 外文期刊>BioMed research international >A Neural Network Model Can Explain Ventriloquism Aftereffect and Its Generalization across Sound Frequencies
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A Neural Network Model Can Explain Ventriloquism Aftereffect and Its Generalization across Sound Frequencies

机译:一个神经网络模型可以解释通风性后效应及其在声频上的推广

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摘要

Exposure to synchronous but spatially disparate auditory and visual stimuli produces a perceptual shift of sound location towards the visual stimulus (ventriloquism effect). After adaptation to a ventriloquism situation, enduring sound shift is observed in the absence of the visual stimulus (ventriloquism aftereffect). Experimental studies report opposing results as to aftereffect generalization across sound frequencies varying from aftereffect being confined to the frequency used during adaptation to aftereffect generalizing across some octaves. Here, we present an extension of a model of visual-auditory interaction we previously developed. The new model is able to simulate the ventriloquism effect and, via Hebbian learning rules, the ventriloquism aftereffect and can be used to investigate aftereffect generalization across frequencies. The model includes auditory neurons coding both for the spatial and spectral features of the auditory stimuli and mimicking properties of biological auditory neurons. The model suggests that different extent of aftereffect generalization across frequencies can be obtained by changing the intensity of the auditory stimulus that induces different amounts of activation in the auditory layer. The model provides a coherent theoretical framework to explain the apparently contradictory results found in the literature. Model mechanisms and hypotheses are discussed in relation to neurophysiological and psychophysical data.
机译:暴露于同步但在空间上不同的听觉和视觉刺激下,会产生声音位置朝视觉刺激的感知转变(肠溶作用)。适应腹语情况后,在没有视觉刺激的情况下观察到持久的声音偏移(腹语后效)。实验研究报告了在声音频率上的后效泛化的相反结果,声音后效的范围从将后效限于在适应过程中使用的频率到在某些八度音阶中的后效泛化。在这里,我们介绍了我们先前开发的视觉-听觉交互模型的扩展。新模型能够模拟腹语效应,并通过Hebbian学习规则来模拟腹语后效应,并可用于研究跨频率的后效应泛化。该模型包括听神经元,其编码听觉刺激的空间和频谱特征并模仿生物听神经元的特性。该模型表明,通过改变在听觉层中引起不同程度的激活的听觉刺激的强度,可以在整个频率上获得不同程度的后效应泛化。该模型提供了一个连贯的理论框架来解释文献中发现的明显矛盾的结果。讨论了有关神经生理学和心理生理学数据的模型机制和假设。

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