Title :
A multi-agent mobile robot system with environment perception and HMI capabilities
Author :
Tornow, Michael ; Al-Hamadi, Ayoub ; Borrmann, Vinzenz
Author_Institution :
Inst. of Inf. Technol. & Commun., Otto-von-Guericke Univ., Magdeburg, Germany
Abstract :
A multi-agent robot system can speed up exploration or search and rescue operations in dangerous environments by working as a distributed sensor network. Each robot (e.g. Eddi Robot) equipped with a combined 2D/3D sensor (MS Kinect) and additional sensors needs to efficiently exchange its collected data with the other group members for task planning. For environment perception a 2D/3D panorama is generated from a sequence of images which were obtained while the robot was rotating. Furthermore the 2D/3D sensor data is used for a Human-Machine Interaction based on hand postures and gestures. The hand posture classification is realized by an Artificial Neural Network (ANN) which is processing a feature vector composed of Cosine-Descriptors (COD), Hu-moments and geometric features extracted of the hand shape. The System achieves an overall classification rate of more than 93%. It is used within the hand posture and gesture based human machine interface to control the robot team.
Keywords :
control engineering computing; distributed sensors; feature extraction; gesture recognition; human-robot interaction; image classification; image sequences; mobile robots; multi-robot systems; neural nets; task analysis; 2D/3D panorama; 2D/3D sensor data; ANN; COD; HMI capability; Hu-moments; MS Kinect; artificial neural network; classification rate; cosine-descriptors; dangerous environments; distributed sensor network; environment perception; feature vector; geometric feature extraction; gesture based human machine interface; hand gestures; hand posture classification; hand postures; human-machine interaction; image sequence; multiagent mobile robot system; multiagent robot system; robot team control; search and rescue operations; task planning; Cameras; Feature extraction; Robot kinematics; Robot sensing systems; Shape; Three-dimensional displays;
Conference_Titel :
Signal and Image Processing Applications (ICSIPA), 2013 IEEE International Conference on
Conference_Location :
Melaka
Print_ISBN :
978-1-4799-0267-5
DOI :
10.1109/ICSIPA.2013.6708013