虚拟现实介导的大脑与计算机接口培训改善了无损和脊髓损伤后个体的感觉运动神经调节
Malik Muhammad Naeem Mannan1,2,3, Dinesh B Palipana2,4,5, Kyle Mulholland1,2,3
1School of Allied Health, Sport and Social Work, Griffith University, Gold Coast, QLD, Australia.
Scientific reports
|January 25, 2026
概括
这项研究表明,用大脑-计算机接口 (BCI) 和虚拟现实 (VR) 进行纵向训练,可以改善对运动成像 (MI) 任务期间电脑电图 (EEG) 的控制,无论是正常人还是脊髓损伤 (SCI) 患者. 这种增强的控制导致更好的BCI精度,为新的神经康复疗法铺平了道路.
科学领域:
- 神经科学是一个神经科学.
- 康复工程 康复工程
- 人与计算机的交互
背景情况:
- 实时脑电脑接口 (BCI) 解码脑电图 (EEG) 对于神经创伤康复至关重要.
- 沉浸式虚拟现实 (VR) 可以通过为以任务为导向的疗法提供一致的感官反 (VR生物反) 来增强BCI.
- 治疗成功取决于用户对动力图像 (MI) 的熟练程度,以实现自愿的BCI-VR交互.
研究的目的:
- 研究纵向训练对感觉运动神经调节的影响.
- 评估BCI结合VR介导的下肢MI任务 (外部调节和自动调节) 的有效性.
- 评估BCI分类准确度和EEG控制在无损伤和脊髓损伤 (SCI) 人群中的改进.
主要方法:
- 基于EEG的BCI系统与与MI任务同步的实时VR生物反相结合.
- 纵向训练涉及使用MI进行多次虚拟步行.
- 该系统在实验室环境中测试了没有受损的个体,并在现实世界的神经康复环境中测试了患有慢性完全SCI的个体.
主要成果:
- 在虚拟行走MI期间,未受损的个体在EEG控制中呈现逐渐改善,导致BCI分类准确度提高.
- 患有SCI的个体在EEG控制和BCI精度方面表现出类似的改善.
- 两组人都通过VR介导的BCI训练学会了控制与MI任务相关的感官运动EEG.
结论:
- 虚拟现实介导的BCI训练增强了感官运动神经调节和BCI控制,无论是在没有损伤的个体还是SCI的个体.
- 这种方法显示出改善神经康复疗法的巨大潜力.
- 这些发现为开发用于增强运动恢复的先进VR-BCI系统提供了基础.
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