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关于触觉刺激的愉悦感:如何通过心率变异性非线性分析识别不同质地。

On the pleasantness of a haptic stimulation: how different textures can be recognized through heart rate variability nonlinear analysis.

作者信息

Nardelli Mimma, Greco Alberto, Bianchi Matteo, Scilingo Enzo Pasquale, Valenza Gaetano

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2016 Aug;2016:3560-3563. doi: 10.1109/EMBC.2016.7591497.

Abstract

The hedonic attributes of cutaneous elicitation play a crucial role in everyday life, influencing our behavior and psychophysical state. However, the correlation between such a hedonic aspect of touch and the Autonomic Nervous System (ANS)-related physiological response, which is intimately connected to emotions, still needs to be deeply investigated. This study reports on caress-like stimuli conveyed to the forearm of 32 healthy subjects through different fabrics actuated by a haptic device, which can control both the strength (i.e. the normal force exerted by the fabric) and the velocity of the elicitation. The mimicked caresses were elicited with a fixed force of 6 N, two levels of velocity of 9.4 mm/sec and 65 mm/sec, and four different fabrics with different textures: burlap, hemp, velvet and silk. Participants were asked to score the caress-like stimuli in terms of arousal and valence through a self-assessment questionnaire. Heartbeat data related to the perceived most pleasant (silk) and unpleasant (burlap) fabrics were used as an input to an automatic pattern recognition procedure. Accordingly, considering gender differences, support vector machines using features extracted from linear and nonlinear heartbeat dynamics showed a recognition accuracy of 84.38% (men) and 78.13% (women) while discerning between burlap and silk elicitations at the higher velocity. Results suggest that the fabrics used for the caress-like stimulation significantly affect the nonlinear cardiovascular dynamics, also showing differences according to gender.

摘要

皮肤刺激的享乐属性在日常生活中起着至关重要的作用,影响着我们的行为和心理生理状态。然而,这种触觉的享乐方面与自主神经系统(ANS)相关的生理反应之间的相关性,而自主神经系统与情绪密切相关,仍有待深入研究。本研究报告了通过触觉设备驱动的不同织物传递给32名健康受试者前臂的类似爱抚的刺激,该设备可以控制刺激的强度(即织物施加的法向力)和速度。模拟的爱抚以6 N的固定力、9.4 mm/秒和65 mm/秒的两个速度水平以及四种具有不同质地的织物:粗麻布、大麻、天鹅绒和丝绸来引发。参与者被要求通过自我评估问卷对类似爱抚的刺激在唤醒和效价方面进行评分。与感知到的最愉悦(丝绸)和最不愉悦(粗麻布)织物相关的心跳数据被用作自动模式识别程序的输入。因此,考虑到性别差异,使用从线性和非线性心跳动力学中提取的特征的支持向量机在区分粗麻布和丝绸在较高速度下的刺激时,男性的识别准确率为84.38%,女性为78.13%。结果表明,用于类似爱抚刺激的织物显著影响非线性心血管动力学,并且也显示出性别差异。

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