Points of interest detection for map-aided PDR in combined outdoor-indoor spaces

作者: F. Taia Alaoui , Valerie Renaudin , David Betaille

DOI: 10.1109/IPIN.2017.8115886

关键词:

摘要: Complementary data are necessary to bind the positioning error growth of Pedestrian Dead Reckoning (PDR). In this paper, absolute position updates made possible with online detection different types points interest (POIs) located on map. The POIs selected depending specific motion patterns which associated locations To create database, correlation between pedestrian and map is first studied outcome a typology POIs. A K-NN (K nearest neighbors) algorithm used train modes, further exploited for in order update PDR data. Experimental assessment POI-based calibration conducted both outdoor indoor spaces focus transition environments. 90% time, correctly classified corrected an accuracy that depends features (width corridor/door, staircase size…). Therefore, approach found be promising enhancing using only

参考文章(23)
Bertrand Merminod, Pierre-Yves Gilliéron, Personal Navigation System for Indoor Applications Proceedings of the 11th IAIN World Congress. ,(2003)
Liping Yang, Michael Worboys, Generation of navigation graphs for indoor space International Journal of Geographical Information Science. ,vol. 29, pp. 1737- 1756 ,(2015) , 10.1080/13658816.2015.1041141
Jiuchao Qian, Ling Pei, Jiabin Ma, Rendong Ying, Peilin Liu, Vector graph assisted pedestrian dead reckoning using an unconstrained smartphone. Sensors. ,vol. 15, pp. 5032- 5057 ,(2015) , 10.3390/S150305032
A.R. Jimenez, F. Zampella, F. Seco, Light-matching: A new signal of opportunity for pedestrian indoor navigation international conference on indoor positioning and indoor navigation. pp. 1- 10 ,(2013) , 10.1109/IPIN.2013.6817843
Antonio R. Jiménez, Fernando Seco, Francisco Zampella, José C. Prieto, Jorge Guevara, PDR with a Foot-Mounted IMU and Ramp Detection Sensors. ,vol. 11, pp. 9393- 9410 ,(2011) , 10.3390/S111009393
Melania Susi, Valérie Renaudin, Gérard Lachapelle, Motion Mode Recognition and Step Detection Algorithms for Mobile Phone Users Sensors. ,vol. 13, pp. 1539- 1562 ,(2013) , 10.3390/S130201539
Haitao Bao, Wai-Choong Wong, A Novel Map-Based Dead-Reckoning Algorithm for Indoor Localization Journal of Sensor and Actuator Networks. ,vol. 3, pp. 44- 63 ,(2014) , 10.3390/JSAN3010044
Mohammed A. Quddus, Washington Y. Ochieng, Robert B. Noland, Current map-matching algorithms for transport applications: State-of-the art and future research directions Transportation Research Part C-emerging Technologies. ,vol. 15, pp. 312- 328 ,(2007) , 10.1016/J.TRC.2007.05.002
Estefania Munoz Diaz, Inertial Pocket Navigation System: Unaided 3D Positioning Sensors. ,vol. 15, pp. 9156- 9178 ,(2015) , 10.3390/S150409156