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Journal : Bulletin of Electrical Engineering and Informatics

Modification of grey-level co-occurrence matrix for epileptic electroencephalogram signal classification Setiawan Beu, Donny; Rizal, Achmad; Ziani, Said; Triwiyanto, Triwiyanto
Bulletin of Electrical Engineering and Informatics Vol 14, No 4: August 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v14i4.9105

Abstract

Texture analysis is a fundamental approach in image processing for identifying specific patterns or structures. One widely used method is the grey-level co-occurrence matrix (GLCM), which computes the frequency of pixel value pairs at certain distances and angles. This study adapts the GLCM method for 1D electroencephalogram (EEG) signal analysis, focusing on extracting features such as contrast, energy, homogeneity, correlation, and entropy. EEG signals are normalized to the range 0–255, and the extracted features are classified using a support vector machine (SVM). Experimental results show that combining features across multiple distances (d=1 to 20) achieves classification accuracy of 78.8% for five classes (Z/O/N/F/S), 94.0% for three classes (O/F/S), and 94.3% for another three-class group (Z/N/F). The method shows strong performance for short to medium distances and fewer class combinations. However, performance declines when dealing with more complex class sets and longer distances, where texture features become less effective. The drop in accuracy for Z/O/N/F/S beyond d=5 underscores the challenges of maintaining feature robustness at extended distances. Despite this, GLCM remains a promising approach for EEG signal classification. Future work should focus on optimizing distance parameters and feature combinations to further enhance classification performance.
Co-Authors A, Rama Dona Risqi A, Rohmatus Zakkiyah K A. Masyahoro Abdullah, Nurdianawati Irwani Abduyana - Purwidyo Adelya, Nandita Adjat Sudrajat Afifah, Annisa Agung Surya Wibowo Agustina, Putri Triana Ahnaf, Muhammad Bagas Akhmad Fauzan Ali Akbar Amar, Fadhlul Aminuyati Anam, M. Khairul Anggraini , Yunita Anindito, Benediktus Anita Miftahul Maghfiroh Antu, Vincentius Adisurya Fransisco Aprianto, Yudistira Apriliani, Izza M Ardiansyah, Chandra Halim Ardila, Nourma Nur Arif Abdul Aziz Ariyanto, Edy Asep Agus Handaka Asrinawaty Asrinawaty, Asrinawaty Asuhaimi, Fadhilah Abudullah Atikah Nurhayati Auliya, Safira Rizki Awaliyah, Shohifatul Ayi Yustiati Azhari, Kanayya Desvita Azizah, Khoirunnisa Azka, M. Gilang Maulana Azka, Salsabilla Azriansyah, Azriansyah Bahrudin, Muhammad Fahriza Baihaqi, Zaidan Fitra Bambang Guruh Irianto Bambang Setia Nugroho Bandiyah Sri Aprillia Brahmantya Aji Pramudita Cahya, Alsya Adinda Cahyani, Seftiana Dwi Chakim, M. Ghufron Chandra Chandra Che Embi, Nor Azizan Cheung, William Cholifah, Siti Nur Christopher Radyputra Moelyosusant Dadang Supriyatno Dewangga, Lintang Aji Kusuma Dewi Rahmaniar, Thalita Dewi, Ikvina Kurnia Dien Rahmawati Donny Juliandri Prihadi Dwi Siskawati Dwiningtyas, Aji Meidhita Diandra Eddy Rahman, Eddy Ega Cahyadi Rahman Eka Handayani Evi Liviawaty Fadhilah, Hery Fajar, Fathul Fajrin, Alifah Nur Aini Faradila, Futri Fauzi Rachmansyah Firdaus, Thalisa Septia Geraldy Fauzi, Muhammad Arik Ghazali, Arman Habibullah, Akhmad Hadi, Zuhrupal Hakim, Nurina Listya Hana Siti Maharani Hanaf, Mayco Ikhsan Hanafi, Mayco Ikhsan Handaka, Asep Agus hasanah, Imas Heriyanti Rukka Herman Hamdani Hesty Susanti Hidayanti, Andi Arini Hidayanti, Nuril Hidayat, Muhamad Hasim Fajar Hilda Irianty, Hilda Hilman Fauzi, Hilman HUMAIRANI, ANNISA Husneni Mukhtar Hutahaean, Joy Ryan Fernandez I Dewa Gede Hari Wisana Ibnu Dwi Buwono Ig. Prasetya Dwi Wibawa Iis Rostini Ilmi, M. Bahrul Indah Kurniasih Inung Wijayanto Irawati Mei Widiastuti Irfan Zidni Iskandar Iskandar Isnaini, Abdillah Nur Isnawati, Setya Indah Isni Nurruhwati Isni Nurruhwati istiqomah istiqomah Iswahyudi Hidayat Iwang Gumilar Izza Mahdiana Apriliani Jalil, Wafiq Abdul Jalpi, Agus Janah, Amma Huqot Nur Jason Trikobery Jauhari, Muhammad I Kartika, Lintang Karyati Khan, Alexander MA Kiki Haetami Kusnahadi Susanto Laka, Egidius Pai Lantun Paradhita Dewanti Lata Tripathi, Suman Liliek Soetjiatie Lupita Lestari M, M. Wildan Mahmudah Mahmudah Mahmudah Mak’ruf, Muhammad Ridha Martutiningrum, Dwi Masjamsir - Mega Fatimah Rosana Meilya Farika Indah, Meilya Farika Muchamad, Raka Selaksa Charisma Mufidah, Milatul Laila Muhammad Fajar Muhammad Fitri Rizky Muhammad Hablul Barri MUHAMMAD JULIAN, MUHAMMAD Muhammad Musa Dzulfiqaar Wiradimadja Muhammad Safir Muhammad, Patih Munawaroh, U'um Nataprawira, Alvy Suhandi Natasya, Rifka Aulia Navyrianto, Antonius Ariel Nazif, Fachrul Netty Netty Nia Kurniawati Nida, Karima Naufalin Nirmalasari, Delinda Nopriyandi, Nopriyandi Norfai Norfai, Norfai Norsita Agustina, Norsita Novalina Serdiati Novi Prihatiningrum Nuraya Asfariah Wangsapraja Nurmafirah, Kayla Virrly NURSANTO NURSANTO, NURSANTO P , Rizky Tiara Patriananda, Teguh Pratama, Fredy Pudji, Andjar Pujiastuti, Caecilia Purnomo, Indu Indah Puteri, Aura Awaliani Putra, I Gusti Ngurah R. A. Putri Pasaribu, Fahira Deviana Putro, Reno Dwi Rahman Abadi, M. Kurnia Rahman, Fauzi Yusa Rahman, Muhammad Wafi Rahmat Widadi Raudhatul Jannah Refki Aditya Yudaswara Reininda, Shalsa Shifa Rian Ramadan Rita Rostika Riza, Alex Fahrur Rohmah, Aisyah Alifatul Zahidah Roni Hermawan, Roni Royani, Eka Roziqin, Muhamad Khoirur Rudyansyah, Mochammad Rusaini, Rusaini Rusky Intan Pratama Saepulloh, Saepulloh Said, Ziani Salam, M Alfa Samliok Ndobe Santi Santi Sari, Hijriyana Yunita Satria Avianda Nurcahyo Satria, Teguh Sekar Safitri, Ayu Setiawan Beu, Donny Setiawan Bin Lahuri Setioningsih, Endang Dian Sidqi, Anka Slamet Winardi Soediponegoro, Soediponegoro Solichin, Moh. Badrus Sriastiti, Ni Kadek Cindy Sugiharto, Siti Nur Azizah Sugondo Hadiyoso Sundawa, Naufal Widad Suryanto, Deny Suryo Adhi Wibowo Susilo, Adib Susilo, Adib . Teuku Zulkarnain Muttaqien Triwiyanto , Triwiyanto Ulinuha, Arjun Albana Ulu, Anna Yoneta Ulumuddin, Rama Ihya Wahmisari Priharti Wahyu Kurniawan Wahyu Mulyo Utomo Wibawa, IG Prasetya Dwi Widagdo, Teguh Harso Widyawati, Ni Made Willy Anugrah Cahyadi Wirakusuma, Muhammad P. Yanuar, Yerry Yanur, A. Guruh Maulidi Yaser, Muhammad Ibnu Yayat Dhahiyat Yuli Andriani Yustiati, Ayu Zakaria, Zulfiadi Zakirah Raihani Ya’la Ziani, Said Zuzy Anna