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一种基于纺织集成电极的新型情感计算 EDA 手套。

A novel EDA glove based on textile-integrated electrodes for affective computing.

机构信息

Faculty of Engineering, Interdepartmental Research Centre E. Piaggio, University of Pisa, Via Diotisalvi, 2, 56126 Pisa, Italy.

出版信息

Med Biol Eng Comput. 2012 Nov;50(11):1163-72. doi: 10.1007/s11517-012-0921-9. Epub 2012 Jun 19.

Abstract

This paper reports on performance evaluation of a preliminary system prototype based on a fabric glove, with integrated textile electrodes placed at the fingertips, able to acquire and process the electrodermal response (EDR) to discriminate affective states. First, textile electrodes have been characterized in terms of voltage-current characteristics and trans-surface electric impedance. Next, signal quality of EDR acquired simultaneously from textile and standard electrodes was comparatively evaluated. Finally, a dedicated experiment in which 35 subjects were enrolled, aiming at discriminating different affective states using only EDR was designed and realized. A new set of features extracted from non-linear methods were used, improving remarkably successful recognition rates. Results are, indeed, very satisfactory and promising in the field of affective computing.

摘要

本文报告了基于织物手套的初步系统原型的性能评估,该手套集成了指尖处的纺织电极,能够采集和处理皮肤电反应 (EDR) 以区分情感状态。首先,对纺织电极的电压-电流特性和表面间电阻进行了表征。其次,比较评估了从纺织电极和标准电极同时采集的 EDR 的信号质量。最后,设计并实现了一项专门的实验,该实验招募了 35 名受试者,旨在仅使用 EDR 区分不同的情感状态。使用从非线性方法中提取的一组新特征,显著提高了识别率。在情感计算领域,结果非常令人满意和有前景。

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