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Quadcopter Control System Using a Hybrid BCI Based on Off-Line Optimization and Enhanced Human-Machine Interaction

机译:基于离线优化和增强的人机交互,使用混合BCI的Quadcopter控制系统

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摘要

Quadcopter is an important way for the human to explore the physical world. The brain-computer interface (BCI) technology is used to control the quadcopter flight in order to help disabled persons communicate with the external world freely. In this study, a quadcopter control system using a hybrid BCI based on off-line optimization and enhanced human-machine interaction was designed to control the quadcopter flight in 3D physical space. The proposed system implemented the control of quadcopter moving up/down, forward/backward, left/right by six different SSVEP, and turning left/right by left-hand and right-hand motor imagery. Meanwhile, the optimization of the control system and the human-machine interaction enhancement improved practicability in real-time use. Five subjects participated in an on-line experiment to control the quadcopter flight in real-time. The average classification accuracy of EEG-based commands in the on-line experiment was 87.0900B1;2.820025; and information transfer rate (ITR) was 0.85700B1;0.085 bits/min. The results demonstrated the feasibility of multidirectional control of quadcopter flight in 3D space by using hybrid BCI technology and revealed the practicality and operability of the hybrid BCI control system based on off-line optimization and human-machine interaction enhancement.
机译:Quadcopter是人类探索物理世界的重要途径。脑电脑接口(BCI)技术用于控制Quadcopter飞行,以帮助残疾人自由地与外部世界沟通。在本研究中,设计了一种基于离线优化和增强的人机交互的混合BCI的Quadcopter控制系统,旨在控制3D物理空间中的Quadcopter飞行。所提出的系统实现了六偏移,向下移动,向前/向后,向左/向右移动六个不同的SSVEP,然后通过左手和右手电机图像向左/右转。同时,对控制系统的优化和人机交互改善在实时使用中提高了实用性。五个受试者参加了在线实验,实时控制Quadcopter飞行。在线实验中基于EEG的命令的平均分类准确性为87.0900b1; 2.820025;信息传输率(ITR)为0.85700b1; 0.085位/分钟。结果表明,采用混合BCI技术,揭示了基于离线优化和人机交互增强的混合BCI控制系统的实用性和可操作性的Quadcopter飞行中的多向控制的可行性。

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  • 来源
    《Quality Control, Transactions》 |2020年第2020期|1160-1172|共13页
  • 作者单位

    Xi An Jiao Tong Univ Inst Biomed Engn Sch Life Sci & Technol Key Lab Biomed Informat Engn Minist Educ Xian 710049 Peoples R China|Natl Engn Res Ctr Healthcare Devices Guangzhou 510500 Peoples R China|Xi An Jiao Tong Univ Minist Civil Affairs Key Lab Neuroinformat & Rehabil Engn Xian 710049 Peoples R China|Guangdong Inst Med Instruments Guangdong Prov Key Lab Med Elect Instruments & Po Guangzhou 510500 Peoples R China;

    Xi An Jiao Tong Univ Inst Biomed Engn Sch Life Sci & Technol Key Lab Biomed Informat Engn Minist Educ Xian 710049 Peoples R China;

    Xi An Jiao Tong Univ Inst Biomed Engn Sch Life Sci & Technol Key Lab Biomed Informat Engn Minist Educ Xian 710049 Peoples R China|Natl Engn Res Ctr Healthcare Devices Guangzhou 510500 Peoples R China|Xi An Jiao Tong Univ Minist Civil Affairs Key Lab Neuroinformat & Rehabil Engn Xian 710049 Peoples R China|Guangdong Inst Med Instruments Guangdong Prov Key Lab Med Elect Instruments & Po Guangzhou 510500 Peoples R China;

    Xi An Jiao Tong Univ Inst Biomed Engn Sch Life Sci & Technol Key Lab Biomed Informat Engn Minist Educ Xian 710049 Peoples R China;

    Xi An Jiao Tong Univ Inst Biomed Engn Sch Life Sci & Technol Key Lab Biomed Informat Engn Minist Educ Xian 710049 Peoples R China;

    Xi An Jiao Tong Univ Inst Biomed Engn Sch Life Sci & Technol Key Lab Biomed Informat Engn Minist Educ Xian 710049 Peoples R China;

    Xi An Jiao Tong Univ Affiliated Hosp 1 Dept Rehabil Xian 710061 Peoples R China;

    Xi An Jiao Tong Univ Inst Biomed Engn Sch Life Sci & Technol Key Lab Biomed Informat Engn Minist Educ Xian 710049 Peoples R China|Natl Engn Res Ctr Healthcare Devices Guangzhou 510500 Peoples R China|Xi An Jiao Tong Univ Minist Civil Affairs Key Lab Neuroinformat & Rehabil Engn Xian 710049 Peoples R China|Guangdong Inst Med Instruments Guangdong Prov Key Lab Med Elect Instruments & Po Guangzhou 510500 Peoples R China;

    Xi An Jiao Tong Univ Inst Biomed Engn Sch Life Sci & Technol Key Lab Biomed Informat Engn Minist Educ Xian 710049 Peoples R China|Natl Engn Res Ctr Healthcare Devices Guangzhou 510500 Peoples R China|Xi An Jiao Tong Univ Minist Civil Affairs Key Lab Neuroinformat & Rehabil Engn Xian 710049 Peoples R China|Guangdong Inst Med Instruments Guangdong Prov Key Lab Med Elect Instruments & Po Guangzhou 510500 Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Quadcopter control system; motor imagery; steady-state visual evoked potential; off-line optimization; human-machine interaction;

    机译:Quadcopter控制系统;电机图像;稳态视觉诱发潜力;离线优化;人机互动;

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