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A closed-loop, music-based brain-computer interface for emotion mediation

机译:一个闭环,基于音乐的脑电电脑界面,用于情感调解

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摘要

Emotions play a critical role in rational and intelligent behavior; a better fundamental knowledge of them is indispensable for understanding higher order brain function. We propose a non-invasive brain-computer interface (BCI) system to feedback a person's affective state such that a closed-loop interaction between the participant's brain responses and the musical stimuli is established. We realized this concept technically in a functional prototype of an algorithm that generates continuous and controllable patterns of synthesized affective music in real-time, which is embedded within a BCI architecture. We evaluated our concept in two separate studies. In the first study, we tested the efficacy of our music algorithm by measuring subjective affective responses from 11 participants. In a second pilot study, the algorithm was embedded in a real-time BCI architecture to investigate affective closed-loop interactions in 5 participants. Preliminary results suggested that participants were able to intentionally modulate the musical feedback by self-inducing emotions (e.g., by recalling memories), suggesting that the system was able not only to capture the listener's current affective state in real-time, but also potentially provide a tool for listeners to mediate their own emotions by interacting with music. The proposed concept offers a tool to study emotions in the loop, promising to cast a complementary light on emotion-related brain research, particularly in terms of clarifying the interactive, spatio-temporal dynamics underlying affective processing in the brain.
机译:情绪在理性和智能行为中发挥着关键作用;对它们的更好基本知识是理解高阶脑功能的必不可少的。我们提出了一种非侵入性脑 - 计算机接口(BCI)系统,以反馈一个人的情感状态,使参与者的脑响应与音乐刺激之间的闭环相互作用。我们在技术上实现了这一概念,该概念在算法的功能原型中,实时地产生了合成的情感音乐的连续和可控模式,其嵌入到BCI架构内。我们在两个单独的研究中评估了我们的概念。在第一项研究中,我们通过测量来自11名参与者的主观情感反应来测试音乐算法的功效。在第二次试点研究中,算法嵌入在实时BCI架构中,以调查5名参与者中的情感闭环交互。初步结果表明,参与者能够通过自我诱导情绪(例如,通过召回记忆)故意调制音乐反馈,这表明该系统不仅能够实时捕获听众的当前情感状态,还可以提供通过与音乐互动互动的侦听者来说,听众的工具。拟议的概念提供了一种在循环中学习情感的工具,很有希望在情感相关的大脑研究方面施放互补的光,特别是在澄清大脑中的情感加工下的互动性,时空动态。

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