DocumentCode :
2651047
Title :
ROBUST Path Strategy Evaluator
Author :
Shia, Angie ; Bastani, Farokh B. ; Yen, I-Ling
Author_Institution :
Dept. of Comput. Sci., Univ. of Texas at Dallas, Richardson, TX, USA
fYear :
2011
fDate :
7-9 Nov. 2011
Firstpage :
567
Lastpage :
574
Abstract :
A swarm of robots deployed in dynamic, hostile environments may encounter situations that can prevent them from achieving optimality or completing certain tasks. To resolve these situations, the robots must have an adaptive software system that can proactively cope with changes. This adaptive system should emulate the intelligence of human reasoning and common sense but must not assume that the robots can communicate, be tightly coupled, or be constantly at a close range. This paper presents a path strategy evaluator (PSE) that learns an optimal path by considering not just the distance, but also how to minimize damages to each robot and enhance the likelihood that the swarm will succeed in its mission, all with minimal impositions on the functionality of the robots. Our evaluation shows that this PSE is able to learn a dynamic environment and its effect on the robots´ critical components and output an optimal path for the robots.
Keywords :
adaptive systems; mobile robots; optimal control; path planning; robust control; adaptive software system; common sense; hostile environment; human reasoning; optimality; robot optimal path; robust path strategy evaluator; Artificial neural networks; Computer architecture; Microprocessors; Ontologies; Robot kinematics; Robot sensing systems; Swarm robotics; adaptive architecture; hostile and dynamic environments; learn component functionality; learning; navigation; optimal;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Tools with Artificial Intelligence (ICTAI), 2011 23rd IEEE International Conference on
Conference_Location :
Boca Raton, FL
ISSN :
1082-3409
Print_ISBN :
978-1-4577-2068-0
Electronic_ISBN :
1082-3409
Type :
conf
DOI :
10.1109/ICTAI.2011.91
Filename :
6103381
Link To Document :
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