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Fuzzy Logic Based Eye-Brain Controlled Web Access System

机译:基于模糊逻辑的眼脑控制Web访问系统

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Accessing the Web is crucially important in today’s society because of communication, education, and entertainment opportunities. Paralyzed or paretic individuals are unable to capitalize on these opportunities using traditional human-computer interaction methods. Thus, I develop a low-cost web browsing system for such individuals, integrating eye and brain control in a novel fashion to relay and interpret navigation commands. The system combines gaze position estimates obtained from a new image processing algorithm with brain concentration levels sensed and transmitted by an electroencephalogram headset. Since user intent may itself be uncertain, the system incorporates a novel fuzzy logic algorithm for combining brainwave and eye position inputs to determine the user’s targeted hyperlink. The algorithm adopts an approach based on exponential smoothing to e ffi ciently keep a record of historical signals. Experimental evaluation established that the first attempt success rate of the system lies between 87% and 95% with 95% confidence. Error recovery accuracy is 98.4%, resulting in a second attempt success rate of 99.1%. This assistive technology, using o ff -the-shelf components, costs less than $100 excluding the tablet computer, and has the potential to a ff ordably open up the Web to millions of individuals.
机译:由于通讯,教育和娱乐机会的存在,访问Web在当今社会中至关重要。瘫痪或par弱的人无法使用传统的人机交互方法来利用这些机会。因此,我为此类人员开发了一种低成本的Web浏览系统,以一种新颖的方式整合了眼睛和大脑的控制,以中继和解释导航命令。该系统将从新的图像处理算法获得的凝视位置估计值与由脑电图头戴式耳机感应并发送的大脑浓度水平结合在一起。由于用户的意图本身可能不确定,因此系统结合了新颖的模糊逻辑算法,用于组合脑电波和眼睛位置输入以确定用户的目标超链接。该算法采用基于指数平滑的方法来有效地保持历史信号的记录。实验评估表明,系统的首次尝试成功率介于87%和95%之间,置信度为95%。错误恢复精度为98.4%,第二次尝试成功率为99.1%。这种使用现有组件的辅助技术,不包括平板电脑,价格不到100美元,并且有可能向数百万人开放互联网。

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