Title :
Coping with limited on-board memory and communication bandwidth in mobile-robot systems
Author :
Zhao, Yilin ; Ravishankar, Chinya V. ; BeMent, Spencer L.
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Michigan Univ., Ann Arbor, MI, USA
fDate :
1/1/1994 12:00:00 AM
Abstract :
Much effort has gone into studying navigation algorithms for mobile-robot systems. However, although mobile-robot systems often suffer from a lack of adequate on-board memory and communication bandwidth, little work has been done on techniques to solve these problems. Two algorithm-implementation strategies are examined to solve the memory-limitation and communication-bandwidth-limitation problems associated with the navigation of single or multiple robots in large dynamic environments. On-board main-memory-management mechanisms, cache policies, auxiliary-memory data structures, and two path planners are explored by simulations based on a new navigation algorithm. One- and two-level caches with one- and two-level planning, respectively, are investigated; these can easily be extended to schemes with more levels. The authors´ results show that among the seven (three local and four global) cache policies studied, the predicted-window, aisle, and via-point policies overcame the above limitations without compromising robot performance. Therefore, one or more of these three policies can be used with implementation strategies to deal with the memory-limitation and communication-bandwidth-limitation problems encountered in real-world mobile-robot navigation. The authors´ results can also be very useful in the domain of Intelligent Vehicle Highway Systems (IVHS), where the main memory of the on-board computer may be too small to hold all of the road network and other useful information
Keywords :
buffer storage; computerised navigation; mobile robots; path planning; Intelligent Vehicle Highway Systems; aisle policy; auxiliary-memory data structures; cache policies; communication-bandwidth-limitation; large dynamic environments; memory-limitation; mobile-robot systems; navigation algorithms; on-board memory; path planners; predicted-window policy; via-point policies; Bandwidth; Cache memory; Computer networks; Data structures; Intelligent vehicles; Mobile communication; Mobile robots; Navigation; Road transportation; Vehicle dynamics;
Journal_Title :
Systems, Man and Cybernetics, IEEE Transactions on