DocumentCode :
63318
Title :
Using smart-phones and floor plans for indoor location tracking
Author :
Kun-Chan Lan ; Wen-Yuah Shih
Author_Institution :
Dept. of CSIE, Nat. Cheng Kung Univ., Tainan, Taiwan
Volume :
44
Issue :
2
fYear :
2014
fDate :
Apr-14
Firstpage :
211
Lastpage :
221
Abstract :
We implement pedestrian dead reckoning (PDR) for indoor localization. With a waist-mounted PDR based system on a smart-phone, we estimate the user´s step length that utilizes the height change of the waist based on the Pythagorean Theorem. We propose a zero velocity update (ZUPT) method to address sensor drift error: Simple harmonic motion and a low-pass filtering mechanism combined with the analysis of gait characteristics. This method does not require training to develop the step length model. Exploiting the geometric similarity between the user trajectory and the floor map, our map matching algorithm includes three different filters to calibrate the direction errors from the gyro using building floor plans. A sliding-window-based algorithm detects corners. The system achieved 98% accuracy in estimating user walking distance with a waist-mounted phone and 97% accuracy when the phone is in the user´s pocket. ZUPT improves sensor drift error (the accuracy drops from 98% to 84% without ZUPT) using 8 Hz as the cut-off frequency to filter out sensor noise. Corner length impacted the corner detection algorithm. In our experiments, the overall location error is about 0.48 meter.
Keywords :
Global Positioning System; calibration; circuit layout; gait analysis; low-pass filters; pedestrians; sensors; smart phones; ZUPT method; calibration; corner detection algorithm; floor plan; gait analysis; gyro; harmonic motion; indoor location tracking; low-pass filtering mechanism; map matching algorithm; pedestrian dead reckoning; pythagorean theorem; sensor drift error; sliding-window-based algorithm; smart-phone; user step length estimation; user walking distance estimation; waist-mounted PDR based system; zero velocity update method; Acceleration; Accuracy; Cutoff frequency; Gyroscopes; Legged locomotion; Noise; Trajectory; Floor plan; map matching; pedestrian dead reckoning (PDR); simple harmonic motion (SHM); waist-mounted; zero velocity update (ZUPT);
fLanguage :
English
Journal_Title :
Human-Machine Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
2168-2291
Type :
jour
DOI :
10.1109/THMS.2013.2296875
Filename :
6714501
Link To Document :
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