DocumentCode :
3335456
Title :
RFID sensor deployment using differential evolution for indoor mobile robot localization
Author :
Seok, Joon-Hong ; Lee, Joon-Yong ; Oh, Changmok ; Lee, Ju-Jang ; Lee, Ho Joo
Author_Institution :
Dept. of Electr. Eng., KAIST, Daejeon, South Korea
fYear :
2010
fDate :
18-22 Oct. 2010
Firstpage :
3719
Lastpage :
3724
Abstract :
This paper presents the sensor deployment method to design a RFID sensor network for the mobile robot localization using evolutionary approach. For this purpose, we employ the differential evolution (DE), which is well-known for promising performance. We propose two variation methods, the direct optimization strategy for the maximum usage of initial information intuitively and the full coverage optimization strategy for the dense coverage for the surveillance and the security. In that case, the proper tuning of parameters of DE is essential. We experiment sensor deployment in two maps for providing guidance about parameter tuning. The experimental results show better sensor deployment result according to guided parameter setting. The full coverage optimization strategy also shows proper result using guided parameters from the standard DE case.
Keywords :
mobile robots; optimisation; radiofrequency identification; sensor placement; surveillance; RFID sensor deployment; differential evolution; direct optimization strategy; indoor mobile robot localization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Robots and Systems (IROS), 2010 IEEE/RSJ International Conference on
Conference_Location :
Taipei
ISSN :
2153-0858
Print_ISBN :
978-1-4244-6674-0
Type :
conf
DOI :
10.1109/IROS.2010.5651580
Filename :
5651580
Link To Document :
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