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基于脑电的产品意象推理模型研究 被引量:21

Study of Electroencephalography Cognitive Model of Product Image
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摘要 将用户对产品的感性认知通过脑电数据量化,探求消费者认知过程脑电与产品意象的对应关系,并以此建立相应的意象推理模型。以吊灯为研究样本,通过多组感性意象形容词描述产品意象空间。基于被试的行为数据、脑电信号和事件相关电位,分析被试在吊灯产品意象辨别过程中的决策行为。研究不同意象匹配情况下,各脑区N200、P300、N400等脑电成分的波幅和分布情况,确定脑电成分与产品意象匹配的映射关系。基于被试的反应时长、选择率和脑电信号等评价因素,构建模糊推理的产品意象认知模型。通过试验验证,推理模型与意象语义评估的结果有一致性,具有较好的可靠性。 Based on the EEG experiment, the user’s perceptual judgment of the product is quantified. The corresponding relationship between the user’s EEG information and the product image in the cognitive process is constructed, and the corresponding image reasoning model is established. The product image is described by multiple groups of perceptual image adjectives. Based on the behavior data, EEG and event related potential of the subjects, the decision behavior of the subjects during the image cognition is analyzed. With different images matching conditions, the amplitude and distribution of ERP components are studied to determine the mapping relationship between EEG information and product image. Based on the evaluation factors such as time length, selection rate and EEG signal, the product image reasoning model is constructed. It is proved that the results of the reasoning model and the image semantic evaluation are consistent and have good reliability.
作者 杨程 陈辰 唐智川 YANG Cheng;CHEN Chen;TANG Zhichuan(Department of Industrial Design, Zhejiang University City College, Hangzhou 310015;Modern Industrial Design Institute, Zhejiang University, Hangzhou 310027;Industrial Design Research Institute, Zhejiang University of Technology, Hangzhou 310014)
出处 《机械工程学报》 EI CAS CSCD 北大核心 2018年第23期126-136,共11页 Journal of Mechanical Engineering
基金 国家自然科学基金(61702454) 浙江省自然科学基金(LY18E050014)资助项目
关键词 脑电(EEG) 产品意象语义 意象推理模型 事件相关电(ERP) 模糊逻辑 EEG product image semantics image inference model event-related potential (ERP) fuzzy logic
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