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Universitas Muhammadiyah Sidoarjo
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Journal : CommIT (Communication

 1 
Feature Extraction of Electroencephalography Signals Using Fast Fourier Transform Hindarto Hindarto; Sumarno Sumarno
CommIT (Communication and Information Technology) Journal Vol. 10 No. 2 (2016): CommIT Journal
Publisher : Bina Nusantara University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21512/commit.v10i2.1548

Abstract

This article discusses a method within the area of brain-computer interface. The proposed method is to use the features extracted from the Electroencephalograph signal and a three hidden-layer artificial neural network to map the brain signal features to the computer cursor movement. The evaluated features are the root mean square and the average power spectrum. The empirical evaluation using 200 records taken from 2003 BCI Competition dataset shows that the current approach can accurately classify a simple cursor movement within 92.5% accuracy in a short computation time.
Co-Authors Abdul Rochim Ach Nur Ardyansyah Achmad Fathoni Ade Efiyan Ade Efiyanti Ade Efiyanti Ade Eviyanti Adisya Ayustina Agung, Aprelareza Ahmad Ahfas Ahmad Ahfas, Ahmad aini firdausi nuzulla Al-Faruq, Rizqi Noval Alshaf Pebrianggara Amwalinsanu Amwalinsanu Anisatul Makfiroh Arginanta, M. Arief Wisaksono Arif Senja Fitrani Astutik, Ika Ratna Indra Azmuri Wahyu Azinar Bimo, Muhammad Nur Bisri, Muhammad Anhar Bramatya Mahendra V.N Cahyono, Priyo Imam Dian Amalia Dimas Bayu, Dimas Dimas Tri Anggara Efendy, Egha Arya Efiyanti, Ade Egha Arya Egha Arya Affandi Endang Fauziati Erika Anjani Putri Fina Rahma Dewi Fitria Eka Wulandari Guko, William Yviis Hamid, Moch Siddiq Hamzah Setiawan Hamzah Setiawan Hendrik Kusnanto Ika Ratna Indra Astutik Ilham Rofiqi, Mochammad Imanda, Almyra Gitta Imroatus Sholikhah, Imroatus Indah Apriliana Sari Wulandari Indrawati, Marcella Istya, Riska Adi Izza Anshory Jasno, Jasno Javier, Gomes Noor Kautsar, Irwan Alnaurus KHOIRI Kurnianto, Happy Lailia, Jauharotul Lorin, Emelin Yuan Mahdhuroh, Umi MARIA BINTANG Maulana Iqbhal Prayogha Slamet maulana, Metatia intan Mauridhi Hery Purnomo Moch Ridwan Alwi Moch. Hariadi Mochamad Alfan Rosid Mochammad Luthfan Hakim Mochammad Luthfan Hakim Mochammad Septa Sandy Mohammad Suryawinata Mufti, Adam Laxmana Muhammad, Fajar Nisa, Umi Khoirun Ni’mah, Alfa Nouval Aulia Rachman Novia Ariyanti NUR KHOLIFAH Nur Maslikhatun Nisak Nur Maslikhatun Nisak Nuril Lutvi Azizah Paramitha Amelia Kusumawardani Prasetyo, Yoga Eko Priyambodo, Dimas Puspitasari, Kiki Candra Putra, Rio Ananda Quraini, Isyaffina Rachmad Aditya Pratama Ramadhan, Mochammad Hisyam Syah Ribangun Bamban Jakaria Riski Yulianto Riski Yulianto Rizky Ndaru Wicaksono Rosa, Yoshinta Maylia Rosid, Muhammad Alfan Rozzaq, Muhammad sandy, Mochamad septa Setiawan, Hamzah Setyawati, Enik Shiddiq, Zulfian Syahril Slamet, Maulana Iqbhal Prayogha Sumarno Sumarno . Sumarno Sumarno Sumarno Sumarno Sumarno Sumarno Supartini, Windah Suprianto Suyadi, Tarekh Alif Firmansyah Syafii, Olynda Mufariihana Nur Syahrorini, Syamsudduha Syamsiar, Syamsiar Tarekh Alif Firmansyah Suyadi Tassa, Tara Januar Abwina Taurusta, Cindy Triwahono, Handi Utama, Bagas Riski Vania, Talitha Viyanti, Amalia Wahyu, Muhamamad Widiantoro, Rulli Windah Supartini Wulandari, Alidza Septiam Yoga Eko Prasetyo Yulian Findawati Yunianita Rahmawati Yunianita Rahmawati, Yunianita Zahputra, Aldy Trisza