DocumentCode :
583212
Title :
Uncertainty measurement for environmental recognition ability of intelligent robot
Author :
Yan, Yan ; Zhenmin, Tang ; Yong, Liu
Author_Institution :
Sch. of Comput. Sci. & Technol., Nanjing Univ. of Sci. & Technol., Nanjing, China
fYear :
2012
fDate :
27-31 May 2012
Firstpage :
333
Lastpage :
337
Abstract :
Ground intelligent robot may fall across some unpredictable tasks and environmental conditions. Traditional methods on ability evaluation barely concern fuzziness and randomness of system. This paper presents a method with uncertainty measurement theory to evaluate the environmental recognition ability of intelligent robot. Firstly, a cloud model with parameters including expectation, entropy and hyper-entropy is proposed. Then, a Two-Dimensional Multi-rules Cloud Reasoning algorithm (2DMCR) is addressed basing the cloud model. With a set of X-condition reasoning rules on Environmental Recognition ability, the algorithm constructs a multi-rules generator and calculates the expectation of cloud model. Finally, a practical experiment based on ground intelligent robots in our laboratory is given. The results show that this method is feasible in determining appropriate level of ER ability and can also be used in evaluation of other intelligent system as well.
Keywords :
entropy; fuzzy control; inference mechanisms; intelligent robots; mobile robots; uncertain systems; uncertainty handling; 2DMCR; ER ability; X-condition reasoning rule; ability evaluation; cloud model; environmental condition; environmental recognition ability; ground intelligent robot; hyper-entropy; intelligent system; multirules generator; system fuzziness; system randomness; two-dimensional multirules cloud reasoning algorithm; uncertainty measurement theory; Cognition; Erbium; Intelligent robots; Measurement uncertainty; Robot sensing systems; Uncertainty; cloud model; environmental recognition ability; ground intelligent robot; uncertainty measuement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cyber Technology in Automation, Control, and Intelligent Systems (CYBER), 2012 IEEE International Conference on
Conference_Location :
Bangkok
Print_ISBN :
978-1-4673-1420-6
Type :
conf
DOI :
10.1109/CYBER.2012.6392575
Filename :
6392575
Link To Document :
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