The design and preliminary implementation of low-cost brain-computer interface for enable moving of rolling robot

S. Hadi, A. Sholahuddin, Lanny Rahmawati
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引用次数: 3

Abstract

We introduce the design and preliminary implementation of low-cost brain-computer interface (BCI) to enable movement of a rolling robot. This system will accept and execute basic commands that are generated from three brain condition normal, relax, or happy. The brain condition is determined by brainwaves known as alpha, beta, and gamma waves. The brainwaves are detected using Mindflex, connected with Arduino Uno, and sent data transmission to computer via USB connection. Algorithm is developed using Matlab to analyze the data and send three simple commands to a rolling robot through Wi-Fi connection. We conducted experiment for fifty times using 100 data for training and 50 data for testing, and obtained 62% of accuracy. This result shows that brainwave commands can be processed successfully for forward, turn left, and turn right movements. We have concluded that the system can be developed further to assist disabilities performing motions using their minds.
低成本滚动机器人移动脑机接口的设计与初步实现
我们介绍了低成本脑机接口(BCI)的设计和初步实现,以实现滚动机器人的运动。该系统将接受并执行由正常、放松和快乐三种大脑状态产生的基本命令。大脑状况是由脑电波决定的,这些脑电波被称为α波、β波和γ波。使用Mindflex检测脑电波,与Arduino Uno连接,并通过USB连接将数据传输到计算机。利用Matlab开发算法,对数据进行分析,并通过Wi-Fi连接向滚动机器人发送三个简单的命令。我们进行了50次实验,使用100个数据进行训练,50个数据进行测试,准确率达到62%。这一结果表明脑波指令可以成功地处理向前、向左和向右的运动。我们得出的结论是,该系统可以进一步发展,以帮助残疾人用他们的头脑进行运动。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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