JAREE (Journal on Advanced Research in Electrical Engineering)
Vol 6, No 2 (2022): October

Gamelan Demung Music Transcription Based on STFT Using Deep Learning

Andi Rokhman Hermawan (Institut Teknologi Sepuluh Nopember)
Eko Mulyanto Yuniarno (Unknown)
Diah Puspito Wulandari (Unknown)



Article Info

Publish Date
26 Oct 2022

Abstract

Learning to play a gamelan instrument would be easier when there’s a musical notation guide. The process of converting a musical signal into a notation guide is called transcription. In this paper, we would like to transcript the gamelan music especially the Demung instrument using the Deep Learning method. Each Demung’s note from 6-low until 1-high would be converted to the time-frequency domain using STFT (Short-Time Fourier Transform). Then, those data will be treated as an input for the multilayers perceptron. The training method is a single label of each notation. The output returned by the model is a music roll transcription.

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Journal Info

Abbrev

jaree

Publisher

Subject

Control & Systems Engineering Electrical & Electronics Engineering

Description

JAREE is an Open Access Journal published by the Department of Electrical Engineering, Institut Teknologi Sepuluh Nopember (ITS), Surabaya – Indonesia. Published twice a year every April and October, JAREE welcomes research papers with topics including power and energy systems, telecommunications ...