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BCI Augmented Text Entry Mechanism for People with Special Needs

机译:BCI增强了特殊需求人员的文本进入机制

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The ability to feel, adapt, reason, remember and communicate makes human a social being. Disabilities limit opportunities and capabilities to socialize. With the recent advancement in brain-computer interface (BCI) technology, researchers are exploring if BCI can be augmented with human computer interaction (HCI) to give a new hope of restoring independence to disabled individuals. This motivates us to lay down our research objective, which is as follows. In this study, we propose to work with a hands-free text entry application based on the brain signals, for the task of communication, where the user can select a letter or word based on the intentions of left or right hand movement. The two major challenges that have been addressed are (i) interacting with only two imagery signals (ii) how a low-quality, noisy EEG signal can be competently processed and classified using novel combination of feature set to make the interface work efficiently. The results of five able-bodied users show that the error rate per minute is significantly reduced and it also illustrates that it can be further used to develop better BCI augmented HCI systems.
机译:感受,适应,理由,记住和沟通的能力使人类成为社会存在。残疾限制了社交的机会和能力。随着脑电器界面(BCI)技术的最新进步,研究人员正在探索BCI,如果BCI可以用人机互动(HCI)增加,以便为残疾人恢复独立性的新希望。这激励我们放下我们的研究目标,这与如下所示。在这项研究中,我们建议基于大脑信号的免提文本进入申请,用于通信的任务,其中用户可以基于左手或右手移动的意图选择字母或单词。已经解决的两个主要挑战是(i)只与两个图像信号(ii)相互作用(ii)如何使用新颖的功能集合和分类,分类为低质量,嘈杂的EEG信号,以使接口有效地工作。五个能够体验的用户的结果表明每分钟的错误率显着降低,并且还可以示出它可以进一步用于开发更好的BCI增强的HCI系统。

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