Title :
Intelligent sound source localization for dynamic environments
Author :
Nakamura, Keisuke ; Nakadai, Kazuhiro ; Asano, Futoshi ; Hasegawa, Yuji ; Tsujino, Hiroshi
Author_Institution :
Dept. of Mechenical & Control Eng., Tokyo Inst. of Technol., Tokyo, Japan
Abstract :
As robotic technology plays an increasing role in human lives, ¿robot audition¿, human-robot communication, is of great interest, and robot audition needs to be robust and adaptable for dynamic environments. This paper addresses sound source localization working in dynamic environments for robots. Previously, noise robustness and dynamic localized sound selection have been enormous issues for practical use. To correct the issues, a new localization system ¿Selective Attention System¿ is proposed. The system has four new functions: localization with Generalized EigenValue Decomposition of correlation matrices for noise robustness(¿Localization with GEVD¿), sound source cancellation and focus (¿Target Source Selection¿), human-like dynamic Focus of Attention (¿Dynamic FoA¿), and correlation matrix estimation for robotic head rotation (¿Correlation Matrix Estimation¿). All are achieved by the dynamic design of correlation matrices. The system is implemented into a humanoid robot, and the experimental validation is successfully verified even when the robot microphones move dynamically.
Keywords :
audio signal processing; correlation methods; eigenvalues and eigenfunctions; human-robot interaction; humanoid robots; intelligent robots; matrix algebra; microphones; correlation matrix estimation; dynamic environments; generalized eigenvalue decomposition; human-robot communication; humanoid robot; intelligent sound source localization; robot audition; robot microphones; robotic head rotation; robotic technology; selective attention system; sound source cancellation; target source selection; Acoustic noise; Eigenvalues and eigenfunctions; Humanoid robots; Humans; Intelligent robots; Matrix decomposition; Microphones; Noise cancellation; Noise robustness; Working environment noise;
Conference_Titel :
Intelligent Robots and Systems, 2009. IROS 2009. IEEE/RSJ International Conference on
Conference_Location :
St. Louis, MO
Print_ISBN :
978-1-4244-3803-7
Electronic_ISBN :
978-1-4244-3804-4
DOI :
10.1109/IROS.2009.5354419