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All Journal International Journal of Electrical and Computer Engineering JURNAL SISTEM INFORMASI BISNIS Proceedings of KNASTIK Techno.Com: Jurnal Teknologi Informasi Perfecting a Video Game with Game Metrics Bulletin of Electrical Engineering and Informatics Jurnal Informatika SPEKTRUM INDUSTRI Jurnal Sarjana Teknik Informatika Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Jurnal Teknik Elektro Bulletin of Electrical Engineering and Informatics Jurnal Teknologi Jurnal Teknologi Informasi dan Ilmu Komputer Telematika Jurnal Edukasi dan Penelitian Informatika (JEPIN) JUITA : Jurnal Informatika Scientific Journal of Informatics Seminar Nasional Informatika (SEMNASIF) JURNAL PENGABDIAN KEPADA MASYARAKAT Jurnal Teknologi Elektro Proceeding SENDI_U Khazanah Informatika: Jurnal Ilmu Komputer dan Informatika KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) Bulletin of Electrical Engineering and Informatics Edu Komputika Journal Jurnal Teknologi dan Sistem Komputer Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) International Journal of Artificial Intelligence Research Jurnal Informatika Jurnal Khatulistiwa Informatika Journal of Information Technology and Computer Science (JOINTECS) Jurnal Ilmiah FIFO INTENSIF: Jurnal Ilmiah Penelitian dan Penerapan Teknologi Sistem Informasi JURNAL MEDIA INFORMATIKA BUDIDARMA Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control CogITo Smart Journal IT JOURNAL RESEARCH AND DEVELOPMENT InComTech: Jurnal Telekomunikasi dan Komputer JURNAL REKAYASA TEKNOLOGI INFORMASI ILKOM Jurnal Ilmiah Matrik : Jurnal Manajemen, Teknik Informatika, dan Rekayasa Komputer JSiI (Jurnal Sistem Informasi) CYBERNETICS Digital Zone: Jurnal Teknologi Informasi dan Komunikasi J-SAKTI (Jurnal Sains Komputer dan Informatika) Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) JUMANJI (Jurnal Masyarakat Informatika Unjani) Edumaspul: Jurnal Pendidikan RESISTOR (Elektronika Kendali Telekomunikasi Tenaga Listrik Komputer) Informatika : Jurnal Informatika, Manajemen dan Komputer Jurnal Ilmiah Mandala Education (JIME) Systemic: Information System and Informatics Journal EDUMATIC: Jurnal Pendidikan Informatika Jurnal Mantik Jutisi: Jurnal Ilmiah Teknik Informatika dan Sistem Informasi JISKa (Jurnal Informatika Sunan Kalijaga) Buletin Ilmiah Sarjana Teknik Elektro Mobile and Forensics Journal of Robotics and Control (JRC) JTIULM (Jurnal Teknologi Informasi Universitas Lambung Mangkurat) Edunesia : jurnal Ilmiah Pendidikan Jurnal Teknologi Informatika dan Komputer Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) International Journal of Robotics and Control Systems J-SAKTI (Jurnal Sains Komputer dan Informatika) Techno Jurnal Informatika: Jurnal Pengembangan IT
Abdul Fadlil
Ahmad Dahlan University
Aerospace Engineering Arts Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Neuroscience Social Sciences Other

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Journal : CogITo Smart Journal

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Pengenalan Pola Emosi Manusia Berdasarkan Ucapan Menggunakan Ekstraksi Fitur Mel-Frequency Cepstral Coefficients (MFCC) Siti Helmiyah; Abdul Fadlil; Anton Yudhana
CogITo Smart Journal Vol 4, No 2 (2018): CogITo Smart Journal
Publisher : Fakultas Ilmu Komputer, Universitas Klabat

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (586.366 KB) | DOI: 10.31154/cogito.v4i2.129.372-381

Abstract

Human emotion recognition subject becomes important due to it's usability in daily lifestyle which requires human and computer interraction. Human emotion recognition is a complex problem due to the difference within custom tradition and specific dialect which exists on different ethnic, region and community. This problem also exacerbated due to objectivity assessment for the emotion is difficult since emotion happens unconsciously. This research conducts an experiment to discover pattern of emotion based on feature extracted from speech. Method used for feature extraction on this experiment is Mel-Frequency Cepstral Coefficient (MFCC) which is a method that similar to the human hearing system. Dataset used on this experiment is Berlin Database of Emotional Speech (Emo-DB). Emotions that are used for this experiments are happiness, boredom, neutral, sad and anger.  For each of these emotion, 3 samples from Emo-DB are taken as experimental subject. The emotion patterns are successfully visible using specific values for MFCC parameters such as 25 for frame duration, 10 for frame shift, 0.97 for preemphasis coefficient, 20 for filterbank channel and 12 for ceptral coefficients. MFCC features are then extracted and calculated to find mean values from these parameters. These mean values are then plotted based on timeframe graph to be investigated to find the specific pattern which appears from each emotion. Keywords— Emotion, Speech, Mel-Frequency Cepstral Coefficients (MFCC).
Co-Authors Aang Anwarudin Abdullah Hanif Achmad Nugrahantoro Achmad Nugrahantoro Aditiya Dwi Candra Ahmat Taufik Ainin Maftukhah Aji, Sukma Alfiansyah Imanda Putra Alfiansyah Imanda Putra Alfian Anak Agung Ketut Sudharmawan Anggit Pamungkas Anton Yudhana Anwar Siswanto ANWAR, FAHMI Arief Setyo Nugroho Arief Setyo Nugroho Arif Budi Setianto Arif Budiman Arif Budiman Atmojo, Dimas Murtia Aulia, Aulia Az-Zahra, Rifqi Rahmatika Aznar Abdillah, Muhamad Bagus Primantoro Basir, Azhar Candra, Aditiya Dwi Darajat, Muhammad Nashiruddin Denis Prayogi Denis Prayogi Dhimas Dwiki Sanjaya Dian Permata Sari Dikky Praseptian M Dimas Murtia Atmojo Doddy Teguh Yuwono Dwi Susanto Dwi Susanto Edy Fathurrozaq Eko Prianto Eko Prianto Ermin Al Munawar Ermin Ermin Esthi Dyah Rikhiana Fahmi Anwar Fahmi Auliya Tsani Fahmi Auliya Tsani Fahmi Fachri Fajar R. B Putra Faqihuddin Al-anshori Faqihuddin Al-Anshori, Faqihuddin Farhah Kamilah Fathurrahman, Haris Imam Karim Fauzi Hermawan Firmansyah Firmansyah Firmansyah Firmansyah Firmansyah Yasin Fitrah Juliansyah Fitrah Fitri Muwardi Frandika Septa Gusrin, Muhaimin Gustina, Sapriani Hafizh, Muhammad Nasir Hendril Satrian Purnama Herman Ibnu Rifajar Ibrahim Mohd Alsofyani Ihyak Ulumuddin Ikhsan hidayat Ilhamsyah Muhammad Nurdin Imam Riadi Imam Riadi Imam Riadi Imam Riadi Imam Riadi Imam Riadi Imam Riadi Izzan Julda D.E Purwadi Putra januari audrey Joko Supriyanto Joko Supriyanto Kartika Firdausy Lestari, Yuniarti Luh Putu Ratna Sundari M. Nasir Hafizh Mini, Ros Mohd Hatta Jopri Mudinillah, Adam Muh. Fadli Hasa Muhaimin Gusrin Muhamad Daffa Al Fitra Muhamad Rosidin Muhammad Johan Wahyudi Muhammad Nasir Hafizh Muhammad Nurdin, Ilhamsyah Muhammad Rizki Setyawan Murni Murni Musri Iskandar Nasution Mustofa Mustofa Muwardi, Fitri Novi Tristanti Novita Ranti Muntiari Novita Ranti Muntiari Nur Makkie Perdana Kusuma Ponco Sukaswanto Poni Wijayanti Putri Annisa Putri Annisa Putri Annisa Putri Purnamasari Ramadhani, Muhammad Rezki Ramdhani Rifqi Rahmatika Az-Zahra Rio Subandi Rizky Andhika Surya Roni Anggara Putra Rosad, Safiq Rusydi Umar Rusydi Umar Ryan Fitrian Pahlevi Saifudin Saifudin Saifullah, Shoffan Saleh khalifa saad Saleh Khalifah Saad Septa, Frandika Setyaputri, Khairina Eka Setyaputri, Khairina Eka Setyaputri, Khairina Eka Shinta Nur Desmia Sari Siti Helmiyah Siti Helmiyah Sukaswanto, Ponco Sukma Aji Sulis Triyanto Sunardi Sunardi Sunardi, Sunardi Surya Yeki Surya Yeki Syarifudin, Arma Tiara Widyakunthaningrum Tole Sutikno Tresna Yudha Prawira Tresna Yudha Prawira Tuswanto Tuswanto Winoto, Sakti Yana Mulyana Yasidah Nur Istiqomah Yeki, Surya Yossi Octavina Yu-Hao Lin Yuminah yuminah Yuminah, Yuminah Yuwono Fitri Widodo Zulhijayanto -