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Journal : Jupiter Journal of Computer

PEMODELAN SISTEM IDENTIFIKASI PEMBICARA DENGAN MFCC DAN SUPPORT VECTOR MACHINE Luthfan Almanfaluthi; Agus Buono Buono; Yani Nurhadryani
Jupiter: Journal of Computer & Information Technology Vol 3, No 1 (2022): Jupiter: Journal of Computer & Information Technology
Publisher : Institut Bisnis Muhammadiyah Bekasi

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (321.503 KB) | DOI: 10.53990/cist.v3i1.220

Abstract

In this paper, we focus on speech recognition where speakers used text-dependent which means the text is agreed in advance and will be used next. This system uses MFCC as feature extraction and SVM as pattern recognition. Data were taken from 10 adult speakers with differences in gender, age, and ethnicity. Each speaker provides 50 ballots "computer" and its pronunciation is not controlled resulting in 500 data. Some data training is contaminated with gaussian noise with levels 80dB, 70dB, 60dB, 50dB, 40dB, 30dB, 20dB, 10dB, and 0 dB. The research uses a frame length: of 40 ms, overlapping frames: of 50%, and a coefficient me: of 13. Noise Cancelling was also tested in this research, although not getting optimal results. Pattern recognition SVM with RBF kernel functions produce 100% accurate results. The time process of the Sequential Minimal Optimization algorithm is better than Quadratic Programming algorithms. Increasing the number of speakers to see the performance of the system with a greater amount of data can be made for further research.
Co-Authors A.Muh.Yakin Amin Aang Gunaidi Addini Yusmar Agus Buono Buono Ali Djamhuri Anak Agung Gede Sugianthara Anang Kurnia Anestya Ayunda, Winda Arif Imam Suroso Ariq Cahya Wardhana ASEP SAEFUDDIN Astri Fatimah Auzi Asfarian Auzi Asfarian Baba Barus Dean Apriana Ramadhan Dean Apriana Ramadhan Defina Desi Nadalia Desta Wirnas Elfrida Ratnawati Emilia Syafitri Eneng Tita Tosida Erika Nachrowi Erliza Hambali Fajar Delli Wihartiko Faqih Udin dan Jono M. Munandar Meivita Amelia Fatimah Ahmad, Hafidlotul Fatimah, Hilmi Azmi Fauzi, Luthfi Faishal Feby Tri Saputra Feriadi Feriadi, Feriadi Firman Ardiansyah Fryonanda, Harfebi Gunaidi, Aang Halimah Tus Sa'diah Hari Agung Adrianto Heru Sukoco HUSNUL KHOTIMAH I Gusti Ngurah Antaryama I Nyoman Rai Widartha Kesuma Indah Pratiwi Inne Larasati Inne Larasati Intan Purnamasari Irhamni . Irma Rosalina Irman Hermadi Julio Adisantoso Kesuma, I Nyoman Rai Widartha Kirana Nuryunita Kirana Nuryunita Luthfan Almanfaluthi Marizsa Herlina Moh Djemdjem Djamaludin, Moh Djemdjem Muhammad Naufal Farras Mastika Mulus, Rachmat Tauffan Neny Rosmawarni Noorlela Marcheta Nuryantika, Fitria Pudji Muljono Rahardiantoro, Septian Rahma Anisa Ratna Agustina, Ratna Ravie Kurnia Laday Rifai, Nur Azizah Komara Riyanto Rizq, Shafira Ryska Putri Madyasari Setyadi, Wawan Siti Zubaidah Sokoco, Heru Sony Hartono Wijaya Sony Wijaya Subhan Deni Hermawan Sukarna Sukarna Supriyadi Supriyadi Suskamiyadi Suskamiyadi Suskamiyadi Suskamiyadi Susy Katarina Sianturi Susy Katarina Sianturi Taufik Djatna Tiana, Ade Hikma Wahjuni, Sri Wijaya, Sony Winda Anestya Ayunda Wiradani Ramadhan Wulandari Wulandari Yunita Rahma Yusuf, Sri Malahayati