首页> 外文会议>International Conference on Applied Mathematics, Modelling and Statistics Application >Study on Mind Controlled Robotic Arms by Collecting and Analyzing Brain Alpha Waves
【24h】

Study on Mind Controlled Robotic Arms by Collecting and Analyzing Brain Alpha Waves

机译:通过收集和分析脑α波来研究心灵控制机器人

获取原文

摘要

Assistive robotic technologies that use neural interface systems are designed to allow people with limited mobility to assert control with signals directly from their brains. These robotic systems require detection and analysis of raw brain signals, machine learning methods to extract these signals into useful commands, and the development of an interface between neural signals and robot control. In this paper, a method for controlling a 4-degree of freedom RRRR WAM robotic arm with alpha brain waves of a test subject obtained via electroencephalography (EEG) is presented. The OpenBCI system electrodes and board are ussubed to detect alpha waves and transmit them to digital signal. A robust serial communication interface is developed to convert OpenBCI data into robot commands. An accelerometer embedded in the OpenBCI board is used to implement left-right motion of the robot. To assess the performance of the system, we successfully demonstrate two primary tasks: alpha wave robot control and alpha wave and accelerometer robot control. The methods can be readily extended to include control from other brain regions and additional robotic tasks, paving the way for more complex interactions between robots and human brains.
机译:使用神经接口系统的辅助机器人技术旨在允许移动性有限的人直接从其大脑中使用信号进行控制。这些机器人系统需要检测和分析原始脑信号,机器学习方法将这些信号提取为有用的命令,以及在神经信号和机器人控制之间的接口的开发。本文介绍了一种用脑电图(EEG)获得的具有α脑波的用于控制4度的自由RRRR WAM机器人臂的方法。 UpidBCI系统电极和电路板被载用于检测alpha波并将它们传输到数字信号。开发了一种强大的串行通信接口以将OpenBCI数据转换为机器人命令。嵌入在OpenBCI板中的加速度计用于实施机器人的左右运动。为了评估系统的性能,我们成功演示了两个主要任务:Alpha Wave机器人控制和Alpha Wave和Accelerometer机器人控制。这些方法可以容易地扩展到包括来自其他脑区域的控制和额外的机器人任务,铺平了机器人与人性大学之间更复杂的相互作用的方式。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号