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