TELKOMNIKA Telecommunication, Computing, Electronics and Control
Sound event detection using deep neural networks
Dublin Core
Title
TELKOMNIKA Telecommunication, Computing, Electronics and Control
Sound event detection using deep neural networks
Sound event detection using deep neural networks
Subject
Convolutional recurrent neural network, Deep neural networks, Feedforward neural network, Recurent neural network, Sound event detection
Description
We applied various architectures of deep neural networks for sound event detection and compared their performance using two different datasets. Feed forward neural network (FNN), convolutional neural network (CNN), recurrent neural network (RNN) and convolutional recurrent neural network (CRNN) were implemented using hyper-parameters optimized for each architecture and dataset. The results show that the performance of deep neural networks varied significantly depending on the learning rate, which can be optimized by conducting a series of experiments on the validation data over predetermined ranges. Among the implemented architectures, the CRNN performed best under all testing conditions, followed by CNN. Although RNN was effective in tracking the time-correlation information in audio signals, it exhibited inferior performance compared to the CNN and the CRNN. Accordingly, it is necessary to develop more optimization strategies for implementing RNN in sound event detection.
Creator
Suk-Hwan Jung, Yong-Joo Chung
Source
DOI: 10.12928/TELKOMNIKA.v18i5.14246
Publisher
Universitas Ahmad Dahlan
Date
October 2020
Contributor
Sri Wahyuni
Rights
ISSN: 1693-6930
Relation
http://journal.uad.ac.id/index.php/TELKOMNIKA
Format
PDF
Language
English
Type
Text
Coverage
TELKOMNIKA Telecommunication, Computing, Electronics and Control
Files
Collection
Citation
Suk-Hwan Jung, Yong-Joo Chung, “TELKOMNIKA Telecommunication, Computing, Electronics and Control
Sound event detection using deep neural networks,” Repository Horizon University Indonesia, accessed April 4, 2025, https://repository.horizon.ac.id/items/show/4054.
Sound event detection using deep neural networks,” Repository Horizon University Indonesia, accessed April 4, 2025, https://repository.horizon.ac.id/items/show/4054.