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Journal : TELKOMNIKA (Telecommunication Computing Electronics and Control)

An Optimum Database for Isolated Word in Speech Recognition System Syifaun Nafisah; Oyas Wahyunggoro; Lukito Edi Nugroho
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 14, No 2: June 2016
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v14i2.2353

Abstract

Speech recognition system (ASR) is a technology that allows computers receive the input using the spoken words. This technology requires sample words in the pattern matching process that is stored in the database. There is no reference as the fundamental theory to develop database in ASR. So, the research of database development to optimize the performance of the system is required.  Mel-scale frequency cepstral coefficients (MFCCs) is used to extract the characteristics of speech signal and backpropagation neural network in quantized vector is used to evaluate likelihood the maximum log values to the nearest pattern in the database.  The results shows the robustness of ASR is optimum using 140 samples of data reference for each word with an average of accuracy is 99.95% and duration process is 27.4 msec.  The investigation also reported the gender doesn’t have significantly influence to the accuracy.  From these results it concluded that the performance of ASR can be increased by optimizing the database.
Co-Authors -, Wikankara Achmad Djunaedi Achmad Djunaedi Agung Darono Agung R Pamungkas Ahmad Ashari Ahmad Ashari Al. Supartinah Santoso Albertus Joko Santoso Alfrina Mewengkang Alif Subardono Alifiani Kurniati Amelia Kusuma Indriastuti Andhika Putra, Jeffry Andityo, Bimo Hario Andityo, Bimo Hario Andrew B. Osmond Anung Asmoro Anung Asmoro Ardi Pujiyanta Ari Hernawan Ari Hernawan Aris Irwanto Aris Rakhmadi Arkham Zahri Rakhman Ashari, Ahmad Auliya, Syafira Azty Acbarrifha Nour B. Osmond, Andrew Baptista Sousa Pinto, Carlos Alberta Billy Kadmiel Cahya Damarjati Carlos Alberta Baptista Sousa Pinto Carlos Sousa Pinto Dani Adhipta, Dani Darono, Agung Dearisma Arfinda Ma'ruf Desak Putu Juniati Dianastiti, Firstya Evi Eka Ismantohadi Eko Nugroho Eko Nugroho Eko Nugroho Eko Nugroho Eko Nugroho Eko Prasetyo Eko Prasetyo Erdianto Setya Wardhana F Soesianto F. Soesianto Fahmi Dhimas Irnawan Faradina Harumi Gede Bayu Suparta Hani Rubiani Hani Rubiani, Hani Hanif Jati Pambudi Haried Novriando Harnen Sulistio Haruno Sajati Herlina Jayadianti Hutagalung, Robertus Halomoan Ilham Suci Putra Indriana Hidayah Ismantohadi, Eka Iyon Sukma Wicaksana Jazi E Istiyanto Jazi E. Istiyanto Julita Hendrartini Juni Nurma Sari Juwairiah Juwairiah Kusuma Adi Achmad Kusuma Adi Achmad Liliek Handoko Lukas Chrisantyo Marcus Nurtiantara Aji Mardhani Riasetiawan Mingsep Rante Sampebua Mochammad Reza Ramadhan Muhammad Nur Rizal Noor Akhmad Setiawan Nur Hasanah Nurtiantara Aji, Marcus Nurul Kholisatul Ulya Oyas Wahyunggoro Pantjawati Sudarmaningtyas Pantjawati Sudarmaningtyas Paulus Insap Santosa Prajna Deshanta Ibnugraha Quroti A’yun Ratna Wardani Ridi Ferdiana Risanuri Hidayat Rizal, Muhammad Nur Robertus Halomoan Hutagalung Rudy Hartanto Sasongko Pramono Hadi Selo Sulistyo, Selo Silmi Fauziati Soesianto, F. Sri Suning Kusumawardani Sujoko Sumaryono Suryono Suryono Suryono Suryono Syifaun Nafisah Titien S. Sukamto Triana Puspita Ningrum Wahyu Widayat Wahyu Widayat Wahyu Widayat Wahyu Widayat Warsun Najib Wenny Afiati Novia Sari Wicaksana, Iyon Sukma Wicaksana, Iyon Sukma Widayat, Wahyu Widyawan Wiro Santoso Waas Wisudawan, Hasbi Nur Prasetyo