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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 Adinda Fania Afnika, Selvia Agustin, Nur Hairra Aisyi Hurun Ein Amelia, Riska Fitri Amsyaruddin, Amsyaruddin Andef, Inneke Muarta Annisa Annisa Aprimadona, Wela Ardisal Ardisal Armaini Armaini Astaningsih, Dwi Bella, Shinta Budi, Setia Cassandra Edward Damri Damri Deri April Ningsih Deska Dwi Rahma Anggraini Diana Putri Edward, Cassandra Elfina, Maria Elita, Riza Elsa Efrina Elsa Efrina Endang Sri Handayani Faradisya, Popy Purna Fathiasari, Saina Fatmawati Fatmawati Fatmawati, Fatmawati Firdaus, Wafi Maulana Fitra, Bunga Rahmah Fitriza Yunisa Gaby Arnez Grahita Kusumastuti, Grahita Havivah Fadillatul. H Hendra Wijaya Wijaya Indri Yulianti Intania, Intania Irdamurni Jaya Saputra Johandri Taufan Jon Efendi Jon Efendi Kasiyati Kasiati Kasiyati Kasiyati Kedhaton, Ayu Sekar Kesya, Azzahra Berliana Khairunisa, Widya Kurniati Kurniati Kurniati Kurniati Lestari, Kasih Indah Lusi Afrila M. Arief Wicaksana P Mahdi, Arisul Mardani, Rada Maria Elfina Marlina Marlina Marlina Marlina Marlini Marlini Mega Iswari Miftahul Jannah Miftahur Rizka Nafami Kartika Nasliah, Syafwatun Nasution, Syahputra Neno Azni Khamil Nera Lestari Nugraha, Danu Dwi Nurul Nafisah Nurwijayanti Pajariah, Pajariah Pangestu, Dewo Popy Purna Faradisya Putri Diana Putri Sabila Putri Yunisya Putri, Riska Alwasih Putri, Serliya Qalby, Suci Raudatul Rahma Anggraini, Deska Dwi Rahmahtrisilvia Rahmahtrisilvia Rahmi, Annisa Yulia Rice Apriliani Rila Muspita Riza Elita Rizka, Miftahur Rizki Khairani Rudi Setiawan Rudi Setiawan Safaruddin Safaruddin Safna, Faiqah Dzakiyatus Salsabila, Azila Saputra, Jaya Selvi Nofianti Serliya Putri Shinta Bella Sisviona, Tika Sri Wahyuni Suzana, Veronica Syari Yuliana, Syari Triswandari, Retno Tsaputra, Antoni Vocia, Widari Wandari, Fauziyah Tabitha Wardani, Dedi Nurdiana Kusuma Welly Manovy Weni Putri Aulia Whiend Indani Putri Agacha Wijaya, Hendra Wijaya Wiwit Dwi Yuliana Yuliana Putri Yuliana Putri Yuliana, Wiwit Dwi Yunisa, Fitriza Yunita, Melisa YUNITA, MELISA Zarratul Khairi Zhafirah, Rifdah Zulfarahmi, Vivi Zulham Zulham Zulmiyetri Zulmiyetri