Prediction of Drug Users Addiction Level with Methadone Treatment based on Brainwave Maximum Amplitude using ANFIS Method

Arjon Turnip, Erwin Sitompul, George Michael T., Shelly Iskandar, Dessy Novita, Dwi Esti Kusumandari

Abstract

The use of drugs outside the doctor's instructions tends to damage nerve function in users. The ability to detect drug users early is a major obstacle in overcoming drug abuse. If the brain system in humans is damaged, it usually causes permanent disability and is difficult to repair. In this study, a classification method to identify the level of brain damage in drug users was proposed. In the experiment, drug images were randomly displayed to stimulate the subjects' memory of using certain drugs. Recorded brain signals from eight subjects (addiction, methadone treatment (rehabilitation), and control) were performed. Brain waves in the form of alpha, beta, theta, and delta are used as features for the classification process using the ANFIS method. The classification results related to drug use with an accuracy rate of 96.97% were achieved.

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Paper Citation


in Harvard Style

Turnip A., Sitompul E., Michael T. G., Iskandar S., Novita D. and Kusumandari D. (2020). Prediction of Drug Users Addiction Level with Methadone Treatment based on Brainwave Maximum Amplitude using ANFIS Method.In Proceedings of the International Conference on Health Informatics, Medical, Biological Engineering, and Pharmaceutical - Volume 1: HIMBEP, ISBN 978-989-758-500-5, pages 301-307. DOI: 10.5220/0010370603010307


in Bibtex Style

@conference{himbep20,
author={Arjon Turnip and Erwin Sitompul and George Michael T. and Shelly Iskandar and Dessy Novita and Dwi Esti Kusumandari},
title={Prediction of Drug Users Addiction Level with Methadone Treatment based on Brainwave Maximum Amplitude using ANFIS Method},
booktitle={Proceedings of the International Conference on Health Informatics, Medical, Biological Engineering, and Pharmaceutical - Volume 1: HIMBEP,},
year={2020},
pages={301-307},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010370603010307},
isbn={978-989-758-500-5},
}


in EndNote Style

TY - CONF

JO - Proceedings of the International Conference on Health Informatics, Medical, Biological Engineering, and Pharmaceutical - Volume 1: HIMBEP,
TI - Prediction of Drug Users Addiction Level with Methadone Treatment based on Brainwave Maximum Amplitude using ANFIS Method
SN - 978-989-758-500-5
AU - Turnip A.
AU - Sitompul E.
AU - Michael T. G.
AU - Iskandar S.
AU - Novita D.
AU - Kusumandari D.
PY - 2020
SP - 301
EP - 307
DO - 10.5220/0010370603010307