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A novel system architecture for brain controlled IoT enabled environments

机译:适用于大脑控制的物联网环境的新型系统架构

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Brain Computer Interface (BCI) has recently gained much popularity due to plethora of its applications. In this paper, we propose a novel system architecture to utilize brain signals for controlling Internet of Things enabled environments. The proposed architecture aids in translating brain signals to commands that interact with or control the environment using IoT actuation networks thus executing user desired actions. It comprises of novel, low complex and low power intelligent signal processing architecture for detection of voluntary eye blinks by isolating involuntary eye blinks and IoT enabled wireless actuation network for controlling the environment using commands generated from EEG signal. For the real time performance analysis of the proposed architecture, we developed a wearable device which acquires dual channel EEG using electrodes at Fp1 and Fp2 locations. From the acquired EEG data, the device detects the voluntary eye blinks of the patient and use this information in controlling the environment such as switching HVAC system, lighting or electric fan etc. Performance analysis shows that the proposed intelligent signal processing architecture detects the voluntary eye blinks with 95.2% accuracy when tested on 10 subjects with a low power consumption of 165 mW.
机译:由于其大量的应用,脑计算机接口(BCI)最近获得了广泛的普及。在本文中,我们提出了一种新颖的系统架构,该架构利用脑信号来控制启用了物联网的环境。所提出的架构有助于将脑信号转换为使用IoT致动网络与环境交互或控制环境的命令,从而执行用户所需的动作。它由新颖,低复杂度和低功耗的智能信号处理架构组成,可通过隔离非自愿眨眼来检测自愿眨眼,并使用IoT启用无线致动网络,以使用从EEG信号生成的命令来控制环境。为了对提出的架构进行实时性能分析,我们开发了一种可穿戴设备,该设备使用Fp1和Fp2位置的电极获取双通道EEG。根据获取的EEG数据,设备会检测患者的自愿眨眼,并使用此信息来控制环境,例如切换HVAC系统,照明或电风扇等。性能分析表明,所提出的智能信号处理体系结构能够检测到自愿眨眼。在低功耗165 mW的10个对象上进行测试时,闪烁精度达到95.2%。

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