JOURNAL ARTICLE

Design and Implementation of Brain-Based Home Automation System

Abstract

This paper supports the utilization of EEG signals to control a smart home automation system. The study involves calculating the human brain's attention level using EEG data and subsequently employing this information to operate various devices based on the attention value obtained. The process commences with multichannel EEG recordings, which are then processed using MATLAB software. The first channel (FP1) is isolated from the multichannel EEG data, and subsequent steps involve noise and artifact removal through a bandpass filter ranging from 0.3 to 100 Hz. The Alpha and Beta sub-bands of the EEG data are computed, and the Power Spectral Density is derived from the Alpha and Beta waves. By analyzing the intensities of the Alpha and Beta PSD signals, the subject's attention level is computed and categorized. This attention level indicator is then used to control the operation of smart home electrical devices. The study demonstrates the viability and effectiveness of the proposed EEG-based system for controlling domestic appliances, confirming its successful functionality.

Keywords:
Electroencephalography Artifact (error) Computer science Ranging Filter (signal processing) MATLAB Software Alpha (finance) Home automation Noise (video) Channel (broadcasting) Automation Band-pass filter Process (computing) SIGNAL (programming language) Artificial intelligence Real-time computing Simulation Electronic engineering Engineering Computer vision Telecommunications Psychology

Metrics

0
Cited By
0.00
FWCI (Field Weighted Citation Impact)
13
Refs
0.23
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Topics

EEG and Brain-Computer Interfaces
Life Sciences →  Neuroscience →  Cognitive Neuroscience
Neural dynamics and brain function
Life Sciences →  Neuroscience →  Cognitive Neuroscience
Neuroscience and Neural Engineering
Life Sciences →  Neuroscience →  Cellular and Molecular Neuroscience

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