Title :
A multi-sensor approach for real-time detection and classification of impact sounds
Author :
Nikolaos Stefanakis;Athanasios Mouchtaris
Author_Institution :
Foundation of Research and Technology - Hellas, Institute of Computer Science, 70013 Heraklion, Crete, Greece
Abstract :
We present a method for real-time detection and classification of impact sounds - relying solely on spatial features - that exploits the difference in the location of each impacted structure. Using a compact sensor array, we formulate the classification problem in terms of an undetermined source separation process where we assume that the linear mixing model can be learned through a training phase. The recovered source amplitudes are exploited for estimating the source activity in time, and the detection and classification decisions are derived based on simple energy criteria. Experimental results with two sensors demonstrate the efficiency of the method in an application scenario which considers the use of a simple object as a real-time control interface for triggering a percussion synthesizer.
Keywords :
"Training","Europe","Microphones","Signal processing","Real-time systems","Indexes","Acoustics"
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2015 23rd European
Electronic_ISBN :
2076-1465
DOI :
10.1109/EUSIPCO.2015.7362742