Suppr超能文献

[脑机接口运动想象的执行、评估与改进方法]

[Execution, assessment and improvement methods of motor imagery for brain-computer interface].

作者信息

Tian Guixin, Chen Junjie, Ding Peng, Gong Anmin, Wang Fan, Luo Jiangong, Dong Yiyang, Zhao Lei, Dang Caiping, Fu Yunfa

机构信息

School of Information Engineering and Automation, Kunming University of Science and Technology, Kunming 650500, P.R.China.

Brain Cognition and Brain-Computer Intelligence Integration Group, Kunming University of Science and Technology, Kunming 650500, P.R.China.

出版信息

Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2021 Jun 25;38(3):434-446. doi: 10.7507/1001-5515.202101037.

Abstract

Motor imagery (MI) is an important paradigm of driving brain computer interface (BCI). However, MI is not easy to control or acquire, and the performance of MI-BCI depends heavily on the performance of the subjects' MI. Therefore, the correct execution of MI mental activities, ability evaluation and improvement methods play important and even critical roles in the improvement and application of MI-BCI system's performance. However, in the research and development of MI-BCI, the existing researches mainly focus on the decoding algorithm of MI, but do not pay enough attention to the above three aspects of MI mental activities. In this paper, these problems of MI-BCI are discussed in detail, and it is pointed out that the subjects tend to use visual motor imagery as kinesthetic motor imagery. In the future, we need to develop some objective, quantitatively visualized MI ability evaluation methods, and develop some effective and less time-consumption training methods to improve MI ability. It is also necessary to solve the differences and commonness of MI problems between and within individuals and MI-BCI illiteracy to a certain extent.

摘要

运动想象(MI)是驱动脑机接口(BCI)的重要范式。然而,运动想象不易控制或获取,且运动想象脑机接口(MI-BCI)的性能在很大程度上取决于受试者运动想象的表现。因此,运动想象心理活动的正确执行、能力评估及改善方法在MI-BCI系统性能的提升与应用中起着重要甚至关键的作用。然而,在MI-BCI的研发中,现有研究主要集中在运动想象的解码算法上,而对运动想象心理活动的上述三个方面关注不足。本文详细讨论了MI-BCI的这些问题,并指出受试者倾向于将视觉运动想象用作动觉运动想象。未来,我们需要开发一些客观、定量可视化的运动想象能力评估方法,并开发一些有效且耗时较少的训练方法来提高运动想象能力。在一定程度上解决个体之间和个体内部运动想象问题的差异与共性以及MI-BCI文盲问题也很有必要。

相似文献

5
A novel method to reduce the motor imagery BCI illiteracy.一种降低运动想象脑-机接口失读率的新方法。
Med Biol Eng Comput. 2021 Nov;59(11-12):2205-2217. doi: 10.1007/s11517-021-02449-0. Epub 2021 Oct 21.

本文引用的文献

7
A comprehensive assessment of Brain Computer Interfaces: Recent trends and challenges.脑机接口的全面评估:最新趋势与挑战
J Neurosci Methods. 2020 Dec 1;346:108918. doi: 10.1016/j.jneumeth.2020.108918. Epub 2020 Aug 25.

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验