论文标题
机器人辅助正念实践:神经生理反应和情感状态变化的分析
Robot-Assisted Mindfulness Practice: Analysis of Neurophysiological Responses and Affective State Change
论文作者
论文摘要
正念是故意关注当下的状态,而冥想是获得这种状态的技术。这项研究旨在开发一个机器人助手,该机器人通过大脑计算机界面(BCI)系统来促进正念训练。为了实现这一目标,我们从参与冥想与非遗传性人体机器人相互作用(HRI)的两组受试者中收集了脑电图信号,并评估了脑半球不对称,这被认为是一个明确的情感状态指标。此外,使用自我报道的情感状态,我们努力根据实验前后的情绪改变来解释不对称的变化。我们发现,与较早的冥想研究不同,α和theta频带中的腹con质激活不受机器人指导的正念练习的影响,但是枕骨伽玛带的冥想频带中的右侧活性明显更大,这归因于增强的感觉意识和开放监测和开放监测。此外,时间对参与者自我报告的影响有显着的主要影响,这表明与机器人相互作用后,无论相互作用类型如何。我们的结果表明,在机器人指导的冥想过程中的脑电图对用户的正念状态有希望,但对用户的正念状态有希望,但是经验丰富的神经生理学变化可能会根据冥想实践和招募工具而有所不同。这项研究是第一个通过机器人在正念练习期间报告脑电图变化的一项。我们认为,我们的发现是由生态有效的环境驱动的,可以用于开发未来的BCI系统,这些系统与健康应用程序的社会机器人集成在一起。
Mindfulness is the state of paying attention to the present moment on purpose and meditation is the technique to obtain this state. This study aims to develop a robot assistant that facilitates mindfulness training by means of a Brain Computer Interface (BCI) system. To achieve this goal, we collected EEG signals from two groups of subjects engaging in a meditative vs. nonmeditative human robot interaction (HRI) and evaluated cerebral hemispheric asymmetry, which is recognized as a well defined indicator of emotional states. Moreover, using self reported affective states, we strived to explain asymmetry changes based on pre and post experiment mood alterations. We found that unlike earlier meditation studies, the frontocentral activations in alpha and theta frequency bands were not influenced by robot guided mindfulness practice, however there was a significantly greater right sided activity in the occipital gamma band of Meditation group, which is attributed to increased sensory awareness and open monitoring. In addition, there was a significant main effect of Time on participants self reported affect, indicating an improved mood after interaction with the robot regardless of the interaction type. Our results suggest that EEG responses during robot-guided meditation hold promise in realtime detection and neurofeedback of mindful state to the user, however the experienced neurophysiological changes may differ based on the meditation practice and recruited tools. This study is the first to report EEG changes during mindfulness practice with a robot. We believe that our findings driven from an ecologically valid setting, can be used in development of future BCI systems that are integrated with social robots for health applications.