Title :
A topological Area Coverage Algorithm for Indoor Vacuuming Robot
Author :
Zhang, Haihong ; Wang, Wenxia ; Zhao, Wei
Author_Institution :
Univ. of Shanghai, Shanghai
Abstract :
A novel complete area coverage algorithm is presented for autonomous vacuuming robots working in completely unknown indoor environments. The algorithm works by segments the environment into smaller regions. Each smaller region is covered in zigzag pattern. A topological world map based on natural landmarks, such as wall corners and edges, is built incrementally while the robot systematically cleans the environments. The natural landmarks are added as nodes in a partial map as they are discovered. A three-layer BP network classification is designed to identify the natural landmarks. A novel feature of the map is the use of topology to store coverage information. An environment is completely covered only when the world map is fully defined, that is, fully connected. The simulation and real robot experiments prove that the proposed algorithm is valid.
Keywords :
backpropagation; mobile robots; neurocontrollers; service robots; autonomous vacuuming robots; indoor vacuuming robot; natural landmarks; three-layer BP network classification; topological area coverage algorithm; topological world map; Cleaning; Indoor environments; Logistics; Mechanical engineering; Mobile robots; Path planning; Robot sensing systems; Robotics and automation; Search methods; Service robots; BP neural network; complete area coverage; topological map; vacuum robot;
Conference_Titel :
Automation and Logistics, 2007 IEEE International Conference on
Conference_Location :
Jinan
Print_ISBN :
978-1-4244-1531-1
DOI :
10.1109/ICAL.2007.4339027