DocumentCode :
642922
Title :
Radio-based human tracking for large indoor environments using distributed centroid location estimation
Author :
Fink, Andreas ; Beikirch, Helmut
Author_Institution :
Dept. of Comput. Sci. & Electr. Eng., Rostock Univ., Rostock, Germany
Volume :
01
fYear :
2013
fDate :
12-14 Sept. 2013
Firstpage :
442
Lastpage :
449
Abstract :
Common received signal strength (RSS) indoor local positioning systems (ILPS) are based on a distributed collection of sensor data using reference infrastructure components (reference node, beacon node) and a centralized position estimation. The maximum number of mobile blind nodes (BNs) which can be located simultaneously and the coverage of the system are limited due to the channel capacity of the backbone (wired or wireless) for the sensor data collection. To overcome the bus load issue for wired systems, a hierarchical bus structure with multiple gateway segments is proposed. A data compression using a distributed weighted centroid localization (dWCL) strategy with precomputed gateway segment estimations is implemented to extend the coverage of the localization system. Accuracy and coverage of centralized and distributed WCL algorithms are compared for a one-dimensional tracking simulation and 196 reference nodes, arranged in up to 28 gateway segments. Using distributed computations, the localization system´s coverage is increased by factor 10 while the location estimation error increases only slightly.
Keywords :
data compression; distributed sensors; indoor radio; object tracking; radio tracking; BN; ILPS; RSS; centralized position estimation; channel capacity; dWCL strategy; data compression; distributed WCL algorithm; distributed centroid location estimation; distributed weighted centroid localization; indoor local positioning system; large indoor environment; mobile blind node; multiple gateway segment; one-dimensional tracking simulation; precomputed gateway segment estimation; radio-based human tracking; received signal strength; sensor data collection; wired system; Communication cables; Computational modeling; Estimation; Fading; Logic gates; Loss measurement; Rician channels; Centroid Localization; Distributed Computing; Human Tracking; Received Signal Strength;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Data Acquisition and Advanced Computing Systems (IDAACS), 2013 IEEE 7th International Conference on
Conference_Location :
Berlin
Print_ISBN :
978-1-4799-1426-5
Type :
conf
DOI :
10.1109/IDAACS.2013.6662725
Filename :
6662725
Link To Document :
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