Title :
A novel sensor interface for detecting musical notes of percussive pitched instruments
Author :
Costantini, Giovanni ; Todisco, Massimiliano ; Perfetti, Renzo
Author_Institution :
Dept. of Electron. Eng., Univ. of Rome Tor Vergata, Rome, Italy
Abstract :
We propose a novel sensor interface for detecting notes in the musical audio signals, particularly with reference to polyphonic music of percussive pitched musical instruments. Our sensor interface is able to transform acoustic pressure, caused by a sound wave, into a musical score, that is a symbolic representation of musical notes. We focuses on note events and their main characteristics: the onset (note attack instant) and the pitch (note name). Signal processing techniques based on the constant-Q transform (CQT) are used to create a time-frequency representation of the signal. In particular, we propose a supervised classification methods based on support vector machine (SVM) to detect pitch. Instead, our onset detection algorithm exploits a short time Fourier transform (STFT) representation of the audio signal. Finally, to validate our method, we present a collection of experiments using a wide number of musical pieces of heterogeneous styles.
Keywords :
Fourier transforms; audio signal processing; music; musical instruments; pressure sensors; signal classification; signal detection; signal representation; support vector machines; time-frequency analysis; STFT; constant-Q transform; musical audio signal detection; percussive pitched musical instrument; polyphonic music; sensor interface; short time Fourier transform; signal processing technique; supervised classification method; support vector machine; time-frequency representation; Acoustic sensors; Acoustic signal detection; Acoustic signal processing; Acoustic waves; Instruments; Multiple signal classification; Sensor phenomena and characterization; Signal processing algorithms; Support vector machine classification; Support vector machines;
Conference_Titel :
Advances in sensors and Interfaces, 2009. IWASI 2009. 3rd International Workshop on
Conference_Location :
Trani
Print_ISBN :
978-1-4244-4708-4
Electronic_ISBN :
978-1-4244-4709-1
DOI :
10.1109/IWASI.2009.5184781