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Continuous Three-Dimensional Control of a Virtual Helicopter Using a Motor Imagery Based Brain-Computer Interface

机译:使用基于电机图像的脑机接口的虚拟直升机的连续三维控制

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摘要

Brain-computer interfaces (BCIs) allow a user to interact with a computer system using thought. However, only recently have devices capable of providing sophisticated multi-dimensional control been achieved non-invasively. A major goal for non-invasive BCI systems has been to provide continuous, intuitive, and accurate control, while retaining a high level of user autonomy. By employing electroencephalography (EEG) to record and decode sensorimotor rhythms (SMRs) induced from motor imaginations, a consistent, user-specific control signal may be characterized. Utilizing a novel method of interactive and continuous control, we trained three normal subjects to modulate their SMRs to achieve three-dimensional movement of a virtual helicopter that is fast, accurate, and continuous. In this system, the virtual helicopter's forward-backward translation and elevation controls were actuated through the modulation of sensorimotor rhythms that were converted to forces applied to the virtual helicopter at every simulation time step, and the helicopter's angle of left or right rotation was linearly mapped, with higher resolution, from sensorimotor rhythms associated with other motor imaginations. These different resolutions of control allow for interplay between general intent actuation and fine control as is seen in the gross and fine movements of the arm and hand. Subjects controlled the helicopter with the goal of flying through rings (targets) randomly positioned and oriented in a three-dimensional space. The subjects flew through rings continuously, acquiring as many as 11 consecutive rings within a five-minute period. In total, the study group successfully acquired over 85% of presented targets. These results affirm the effective, three-dimensional control of our motor imagery based BCI system, and suggest its potential applications in biological navigation, neuroprosthetics, and other applications.
机译:脑机接口(BCI)允许用户使用思想与计算机系统进行交互。然而,直到最近才能够无创地实现能够提供复杂的多维控制的设备。非侵入性BCI系统的主要目标是提供连续,直观和准确的控制,同时保持用户的高度自治。通过使用脑电图(EEG)记录和解码由运动想象力引起的感觉运动节律(SMR),可以表征一致的,用户特定的控制信号。利用交互式和连续控制的新颖方法,我们训练了三个正常对象来调制他们的SMR,以实现快速,准确和连续的虚拟直升机的三维运动。在该系统中,通过调节感觉运动节律来激活虚拟直升机的前后移动和仰角控制,这些感觉运动节律在每个模拟时间步长转换为施加在虚拟直升机上的力,并且线性映射了直升机的左右旋转角度更高的分辨率,来自与其他运动想象力相关的感觉运动节律。这些不同的控制分辨率可实现一般意图致动与精细控制之间的相互作用,如手臂和手的总体运动和精细运动所示。对象控制直升机的目的是通过在三维空间中随机放置和定向的环(目标)飞行。受试者连续飞过环,在五分钟的时间内获得了多达11个连续的环。总体而言,研究组成功地实现了所提出目标的85%以上。这些结果证实了我们基于运动图像的BCI系统的有效三维控制,并暗示了其在生物导航,神经修复和其他应用中的潜在应用。

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