Title :
Audio source localization by optimal control of a mobile robot
Author :
Vincent, Emmanuel ; Sini, Aghilas ; Charpillet, Francois
Author_Institution :
Inria, Villers-lès-Nancy, France
Abstract :
We consider the task of audio source localization using a microphone array on a mobile robot. Active localization algorithms have been proposed in the literature that can estimate the 3D position of a source by fusing the measurements taken for different poses of the robot. The robot movements are typically fixed, however, or they obey heuristic strategies, such as turning the head and moving towards the source, which may be suboptimal. In this paper, we propose to control the robot movements so as to locate the source as quickly as possible. We represent the belief about the source position by a discrete grid and we introduce a dynamic programming algorithm to find the optimal robot motion minimizing the entropy of the grid. We report initial results in a real environment.
Keywords :
audio signal processing; microphone arrays; mobile robots; motion control; optimal control; 3D position estimation; active localization algorithms; audio source localization; discrete grid; dynamic programming algorithm; grid entropy minimization; heuristic strategy; microphone array; mobile robot; optimal control; robot movement control; source position; Arrays; Entropy; Mobile robots; Position measurement; Robot sensing systems; Speech; Source localization; active sensing; mobile robot control; occupancy grid;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
Conference_Location :
South Brisbane, QLD
DOI :
10.1109/ICASSP.2015.7179049