Analysis the dominant location of brain activity in frontal lobe using K-means method

Kemalasari, M. Purnomo
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引用次数: 3

Abstract

Brain activity can be measured by EEG (Electroencephalogram). The purpose of this research is analysis the dominant location of brain activity in frontal lobe. Frontal lobe is front part of brain that controls the function of planning, problem solving, personality, behaviour, and emotion. BIOPAC MP 30 is used to measure EEG signals during do 6 activities as like listening to Al-Qur'an, reading Al-Qur'an, listening to music, relax, solving mathematic question, and solving puzzle. The location of electrodes are in the left and the right of frontal lobe. K-means method is used to determine the dominant location of brain activity in frontal lobe. The result of this research is the location of brain activity during listening to Al-Qur'an, reading Al-Qur'an, listening to music and relax condition seems to be in the right of frontal lobe. The location of brain activity is seem to be in the left of frontal lobe during solving matematic question and solving puzzle. Error grouping of dominant location of brain activity by K-Means method is 0 % during relax condition, 7.1 % during listening to Al-Qur'an and solving puzzle conditions, 14 % during reading Al- Qur'an and solving mathematic question conditions, and 21 % during listening to music condition
用k -均值法分析脑活动在额叶的优势位置
脑活动可以用脑电图来测量。本研究的目的是分析大脑活动在额叶的主导位置。额叶是大脑的前部,控制着计划、解决问题、个性、行为和情感的功能。使用BIOPAC mp30测量听古兰经、读古兰经、听音乐、放松、解数学题、解谜等6种活动时的脑电图信号。电极的位置在左、右额叶。使用K-means方法确定大脑活动在额叶的主导位置。研究结果表明,在听《古兰经》、读《古兰经》、听音乐和放松的情况下,大脑活动的位置似乎在右脑额叶。在解决数学问题和解决谜题时,大脑活动的位置似乎在左额叶。放松状态下脑活动主导位置的K-Means分组误差为0%,听古兰经和解谜时为7.1%,读古兰经和解数学题时为14%,听音乐时为21%
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