基于混合模态的脑机接口技术应用:神经康复新方向
Application of brain-computer interface based on hybrid modalities:a new direction in neural rehabilitation
董越 1刘可 1王涛1
作者信息
- 1. 苏州念及智能科技有限公司,苏州 215000
- 折叠
摘要
随着人口老龄化和慢性病患者增加,康复医疗领域面临着巨大挑战和机遇.非侵入式脑机接口技术作为一种创新的诊疗手段,为脑卒中等中枢神经受损导致运动失能的患病人群带来了新的希望.与传统康复训练相比,单一模态脑机接口技术具有激活感觉运动皮质、从大脑层面协助病人康复的优势,但单一模态各范式具有各自的局限性.混合模态是近年的研究热点,以两种范式相结合的方式来提升整体系统的可靠性和准确性.基于此,提出了一种新的运动-视觉混合模态脑机接口技术,该系统在在线实验中的平均分类准确率为86.67％,能够同时诱发运动皮层和视觉皮层的响应,有望成为主动康复、神经重塑的新范式.
Abstract
As the aging population and the number of patients with chronic diseases increase,the field of rehabilitation medicine faces both significant challenges and opportunities.Non-invasive brain computer interface(BCI)technology,as an innovative diagnostic and therapeutic tool,brings new hope to patients with motor disabilities caused by central nervous system damage such as stroke.Compared to traditional rehabilitation training,single-modal BCI technology has the advantage of activating sensory-motor cortex and assisting patients'rehabilitation from a brain-level perspective,but each single-modal paradigm has its limitations.Hybrid modalities have been a recent research focus,aiming to improve the overall system's reliability and accuracy by combining two modalities.Based on this,a novel motor-visual hybrid modality BCI technology is proposed,with an average classification accuracy of 86.67％in online experiments.It can simultaneously evoke responses from the motor cortex and visual cortex,and is expected to become a new paradigm for active rehabilitation and neural reshaping.
关键词
非侵入式脑机接口/康复医疗/视觉诱发电位/运动想象/混合模态Key words
non-invasive BCI/neural rehabilitation/visual evoked potentials/motor imagery/hybrid modalities引用本文复制引用
出版年
2024
国家科技期刊平台
NSTL
万方数据