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Journal : JOIV : International Journal on Informatics Visualization

EEG Power Analysis of Children with Autism Spectrum Disorders (ASD) Based on EIBI Curriculum Levels Rahmahtrisilvia, Rahmahtrisilvia; Setiawan, Rudi; Sopandi, Asep Ahmad; Efrina, Elsa; Kusumastuti, Grahita
JOIV : International Journal on Informatics Visualization Vol 8, No 4 (2024)
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62527/joiv.8.4.2211

Abstract

Early Intervention Behavioral Therapy as a method has been shown to aid children diagnosed with Autism in adjusting behavior through Applied Behavior Analysis. While there are three levels of ABA, EIBI does not provide a concrete metric of what separates between the individual levels. The current study focuses on differentiating the electrical patterns found in EEG in children and plans to explore how EIBI can serve across the ABA spectrum. The electrodes F3, F4, C3, C4, P3, P4, O1, and O2 were used to capture the EEG signals and were utilized in estimating the power, spectral density using the Welch method. It was observed during the statistical examination that there existed differences in the results of power across the frequency band amongst the groups. The higher levels of Alpha lead us to believe that there was better emotional management. The chronic group was shown to have more prominent Delta power reflecting weakened control. Comparatively, beginning level’s theta power was found to be higher across all groups showcasing change in attention requiring tasks. Due to greater focus being placed on the lower range frequency activity there existed no noteworthy changes in the Beta and Gamma portions. These findings highlight the role of EIBI in neuromodulation in the Alpha and Delta bands, and its application in the enhancement of emotional and neurological stability. EEG is an effective measure as it quantifies EIBI outcomes. Further studies should examine the long-term effects and enhance curriculum concepts to increase the efficacy of the interventions.
Co-Authors Abna Hidayati Afdal Luthfi Alfi, Rosselia Monika Alfitrah, Diva Zaki Alifa, Maisyarah Amani, Risca Anjani, Alvi Utavia Ardisal Ardisal Arisul Mahdi Arisulmahdi, Arisulmahdi Asep Ahmad Sopandi Asih, Rini Asnah, Megaiswari Biran astuti, Rahmawati puji Azmil Umur Bila, Marlina Zalza Budi, Setia Damri Damri Devindra, Yufilda Efendi, Rizka Fadhillah Elsa Efrina Endang Sri Handayani Fatmawati Fatmawati Fatmawati, Fatmawati Fetri Yeni J Fira Enji Winata Fitri Maulidazani Gaby Arnez Grahita Kusumastuti, Grahita Hadia Sukma, Yoga Hanum, Taskia Hasibuan, M. Rifqi El Haq Helmi, Devi Ernita Hermawan, Putrie Aura Iis Susanti, Iis Inas Zahra Rahmah Irdamurni Jayanti, Sekar Dwi Johandri Taufan Khairani, Salsabila Khairunnisa, Winda Landegawa, Vera Cecilia Lenka, Aqsa Maretra Lestari, Ocha Dwi Lidia Amellia Ligustiana, Gita Maharani, Widia Mahdi, Arisul Maifajri, Resi Mardiah, Ina Yatul Marlina Marlina Marlina Marlina Maulidazani, Fitri Mazaya, Fatharani Mega Iswari Mega Iswari Melinda Sri Wahyuni Mukhlis, Fairuz Syifa Mulyadi Mulyadi Murni, Irda Mutiara Ayunda Nadia Nadia Nasution, Putri Herlina Nasution, Riska Sulastri Nis'ati, Qorry Khairal Nofalia, Pina Nurhastuti, Nurhastuti Nurwijayanti Pianti Tri Putri Pinandita, Alya Pujangkoro, Anang Purwanti , Indah Mugianti Purwanto, Wawan Putri Diana Putri, Enjeli Dwi Putri, Melani Anisa Putri, Sentia Andani Rabbaniyah, Rabiatun Radiah, Radiah Rafmateti Rafmateti Rafmateti, Rafmateti RAHAYU, IFNALIA Rahma, Aulia Rahmadhani, Indri Rahmah, Inas Zahra Ramadhan, Gita Sandria Ramini, Ramini Rila Muspita Risca Amani Rizki - RR. Ella Evrita Hestiandari Rudi Setiawan Rudi Setiawan Rumapea, Monica Safaruddin Safaruddin Salsabila, Aliyah Santika, Yeni Sitorus, Eni Sugeng Santoso Sukma, Yoga Hadia Syafrina, Meldia Syari Yuliana, Syari Syukria, Elgo Tasya, Tasya Theodora, Maria Titin Sumarni Tri Aprilia Diningsih Triswandari, Retno Tsaputra, Antoni Utama, Deby Aprilita Vikri Aflaha Qomari Widia Maharani Yanti, Afrina Yosa Yulia Nasri yulia, Rahmah Yulia Yusrawati Yusrawati Z, Martias Zulmiyetri Zulmiyetri Zulpiani, Mardhatilla Zulpiani, Mardhatillah