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Initial on-line evaluations of the LF-ASD brain-computer interface with able-bodied and spinal-cord subjects using imagined voluntary motor potentials

机译:LF-ASD脑计算机接口与想象中的自愿运动电位的强壮和脊髓受试者的初步在线评估

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Previous research has focused on developing a brain-controlled switch named the low frequency asynchronous switch design (LF-ASD) that is suitable for intermittent control of devices such as environmental control systems, computers, and neural prostheses. On-line implementations of the LF-ASD have shown promising results in response to actual index finger flexions with able-bodied subjects. This paper reports the results of initial on-line evaluations of the LF-ASD brain-controlled switch with both able-bodied subjects and subjects with high-level spinal-cord injuries. This paper has demonstrated that users can activate the LF-ASD switch by imagining movement. In this paper, two able-bodied subjects were able to control the LF-ASD with imagined voluntary movements with hit (true positive) rates above 70% and false positive rates below 3% while two subjects with high-level spinal-cord injuries demonstrated hit rates ranging from 45-48% and false positive rates below 1%.
机译:先前的研究集中在开发一种名为低频异步开关设计(LF-ASD)的大脑控制开关,该开关适用于间歇控制诸如环境控制系统,计算机和神经假体之类的设备。 LF-ASD的在线实施已显示出有希望的结果,可以对身体健全的受试者的实际食指弯曲做出反应。本文报告了对体格健壮的受试者和严重脊髓损伤的受试者进行LF-ASD脑控开关的初始在线评估结果。本文证明了用户可以通过想象运动来激活LF-ASD开关。在本文中,两个健壮的受试者能够以假想的自愿运动控制LF-ASD,其命中率(真阳性)高于70%,假阳性率低于3%,而两名受试者遭受了严重脊髓损伤命中率介于45-48%之间,误报率低于1%。

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