Initial Experiment of Muscle Fatigue During Driving Game Using Electromyography

The road accident increases each year due to increased vehicle on the road. Driver vigilance easily distracted when in a state of fatigue and sleepiness. This research proposes to use physiological measures of electromyography (EMG) signal to assess muscle fatigue during driving game obtained from b...

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Main Authors:	Nurul Syahrain, Abd Rahman, Mahfuzah, Mustafa, Rosdiyana, Samad, Norizam, Sulaiman, Nor Rul Hasma, Abdullah, Nurul Hazlina, Noordin, Amran, Abdul Hadi, S. N., Aqida
Format:	Conference or Workshop Item
Language:	English English
Published:	Institute of Electrical and Electronics Engineers Inc. 2017
Subjects:	TJ Mechanical engineering and machinery TK Electrical engineering. Electronics Nuclear engineering
Online Access:	http://umpir.ump.edu.my/id/eprint/19709/ http://umpir.ump.edu.my/id/eprint/19709/ http://umpir.ump.edu.my/id/eprint/19709/1/Initial%20Experiment%20of%20Muscle%20Fatigue%20During%20Driving%20Game%20Using%20Electromyography.pdf http://umpir.ump.edu.my/id/eprint/19709/2/Initial%20Experiment%20of%20Muscle%20Fatigue%20During%20Driving%20Game%20Using%20Electromyography%201.pdf

id	ump-19709
recordtype	eprints
spelling	ump-197092018-04-12T06:10:28Z http://umpir.ump.edu.my/id/eprint/19709/ Initial Experiment of Muscle Fatigue During Driving Game Using Electromyography Nurul Syahrain, Abd Rahman Mahfuzah, Mustafa Rosdiyana, Samad Norizam, Sulaiman Nor Rul Hasma, Abdullah Nurul Hazlina, Noordin Amran, Abdul Hadi S. N., Aqida TJ Mechanical engineering and machinery TK Electrical engineering. Electronics Nuclear engineering The road accident increases each year due to increased vehicle on the road. Driver vigilance easily distracted when in a state of fatigue and sleepiness. This research proposes to use physiological measures of electromyography (EMG) signal to assess muscle fatigue during driving game obtained from biceps brachii. The experiment starts with data collection of EMG signal for 3 subjects while driving Need for Speed the Run Game for 2 hours. Then signal preprocessing is applied to remove artifact in EMG signal. Next, the EMG signal is transformed into the frequency-domain using Fast Fourier Transform (FFT). From FFT the Power Spectral Density (PSD) and Energy Spectral Density (ESD) can be obtained. Mean, median, RMS and average powers in PSD are calculated. While from the ESD, total energy was calculated. Based on results obtained (RMS = 9.7198, average power = 94.4744, mean = 6.2451 and median = 6.2456), the objective for the project is achieved. The result shows that the PSD is better used to evaluate the biceps brachii muscle fatigue compared to ESD. Institute of Electrical and Electronics Engineers Inc. 2017 Conference or Workshop Item PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/19709/1/Initial%20Experiment%20of%20Muscle%20Fatigue%20During%20Driving%20Game%20Using%20Electromyography.pdf application/pdf en http://umpir.ump.edu.my/id/eprint/19709/2/Initial%20Experiment%20of%20Muscle%20Fatigue%20During%20Driving%20Game%20Using%20Electromyography%201.pdf Nurul Syahrain, Abd Rahman and Mahfuzah, Mustafa and Rosdiyana, Samad and Norizam, Sulaiman and Nor Rul Hasma, Abdullah and Nurul Hazlina, Noordin and Amran, Abdul Hadi and S. N., Aqida (2017) Initial Experiment of Muscle Fatigue During Driving Game Using Electromyography. In: International Conference On System Engineering And Technology (ICSET 2017), 2-3 October 2017 , Shah Alam, Selangor. pp. 101-105.. ISBN 978-1-5386-0383-3 http://ieeexplore.ieee.org/abstract/document/8123428/
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Malaysia Pahang
building	UMP Institutional Repository
collection	Online Access
language	English English
topic	TJ Mechanical engineering and machinery TK Electrical engineering. Electronics Nuclear engineering
spellingShingle	TJ Mechanical engineering and machinery TK Electrical engineering. Electronics Nuclear engineering Nurul Syahrain, Abd Rahman Mahfuzah, Mustafa Rosdiyana, Samad Norizam, Sulaiman Nor Rul Hasma, Abdullah Nurul Hazlina, Noordin Amran, Abdul Hadi S. N., Aqida Initial Experiment of Muscle Fatigue During Driving Game Using Electromyography
description	The road accident increases each year due to increased vehicle on the road. Driver vigilance easily distracted when in a state of fatigue and sleepiness. This research proposes to use physiological measures of electromyography (EMG) signal to assess muscle fatigue during driving game obtained from biceps brachii. The experiment starts with data collection of EMG signal for 3 subjects while driving Need for Speed the Run Game for 2 hours. Then signal preprocessing is applied to remove artifact in EMG signal. Next, the EMG signal is transformed into the frequency-domain using Fast Fourier Transform (FFT). From FFT the Power Spectral Density (PSD) and Energy Spectral Density (ESD) can be obtained. Mean, median, RMS and average powers in PSD are calculated. While from the ESD, total energy was calculated. Based on results obtained (RMS = 9.7198, average power = 94.4744, mean = 6.2451 and median = 6.2456), the objective for the project is achieved. The result shows that the PSD is better used to evaluate the biceps brachii muscle fatigue compared to ESD.
format	Conference or Workshop Item
author	Nurul Syahrain, Abd Rahman Mahfuzah, Mustafa Rosdiyana, Samad Norizam, Sulaiman Nor Rul Hasma, Abdullah Nurul Hazlina, Noordin Amran, Abdul Hadi S. N., Aqida
author_facet	Nurul Syahrain, Abd Rahman Mahfuzah, Mustafa Rosdiyana, Samad Norizam, Sulaiman Nor Rul Hasma, Abdullah Nurul Hazlina, Noordin Amran, Abdul Hadi S. N., Aqida
author_sort	Nurul Syahrain, Abd Rahman
title	Initial Experiment of Muscle Fatigue During Driving Game Using Electromyography
title_short	Initial Experiment of Muscle Fatigue During Driving Game Using Electromyography
title_full	Initial Experiment of Muscle Fatigue During Driving Game Using Electromyography
title_fullStr	Initial Experiment of Muscle Fatigue During Driving Game Using Electromyography
title_full_unstemmed	Initial Experiment of Muscle Fatigue During Driving Game Using Electromyography
title_sort	initial experiment of muscle fatigue during driving game using electromyography
publisher	Institute of Electrical and Electronics Engineers Inc.
publishDate	2017
url	http://umpir.ump.edu.my/id/eprint/19709/ http://umpir.ump.edu.my/id/eprint/19709/ http://umpir.ump.edu.my/id/eprint/19709/1/Initial%20Experiment%20of%20Muscle%20Fatigue%20During%20Driving%20Game%20Using%20Electromyography.pdf http://umpir.ump.edu.my/id/eprint/19709/2/Initial%20Experiment%20of%20Muscle%20Fatigue%20During%20Driving%20Game%20Using%20Electromyography%201.pdf
first_indexed	2023-09-18T22:28:14Z
last_indexed	2023-09-18T22:28:14Z
_version_	1777416110807711744

Initial Experiment of Muscle Fatigue During Driving Game Using Electromyography

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