FreeLoc: Calibration-free crowdsourced indoor localization

作者: Sungwon Yang , Pralav Dessai , Mansi Verma , Mario Gerla

DOI: 10.1109/INFCOM.2013.6567054

关键词: Scheme (programming language)Embedded systemComputer scienceData miningRadio frequencyUploadFingerprint (computing)WirelessHybrid positioning systemSurveyorCrowdsourcing

摘要: Many indoor localization techniques that rely on RF signals from wireless Access Points have been proposed in the last decade. In recent years, research crowdsourced (also known as “Organic”) Wi-Fi fingerprint positioning systems has attracting much attention. This participatory approach introduces new challenges no previously taken into account. paper proposes “FreeLoc”, an efficient method addressing three major technical issues posed crowdsourcing based systems. Our novel solution facilitates 1) extracting accurate values short RSS measurement times 2) calibration-free across different devices and 3) maintaining a single for each location radio map, irrespective of any number uploaded data sets given location. Through experiments using four smartphones, we evaluate our method. The experimental results confirm scheme provides consistent accuracy environment where device heterogeneity multiple surveyor problems exist.

参考文章(27)
Ben Charrow, Jonathan Battat, Dorothy Curtis, Jamey Hicks, Jonathan Ledlie, Seth Teller, Russell Ryan, Organic Indoor Location Discovery ,(2008)
Richard R. Muntz, Paul Castro, Patrick Chiu, Ted Kremenek, A Probabilistic Room Location Service for Wireless Networked Environments ubiquitous computing. pp. 18- 34 ,(2001) , 10.5555/647987.741335
D. Mohapatra, S. S.B, Survey of location based wireless services ieee international conference on personal wireless communications. pp. 358- 362 ,(2005) , 10.1109/ICPWC.2005.1431366
Teemu Roos, Petri Myllymäki, Henry Tirri, Pauli Misikangas, Juha Sievänen, A Probabilistic Approach to WLAN User Location Estimation International Journal of Wireless Information Networks. ,vol. 9, pp. 155- 164 ,(2002) , 10.1023/A:1016003126882
Minkyu Lee, Hyunil Yang, Dongsoo Han, Chansu Yu, Crowdsourced radiomap for room-level place recognition in urban environment pervasive computing and communications. pp. 648- 653 ,(2010) , 10.1109/PERCOMW.2010.5470515
Ville Honkavirta, Tommi Perala, Simo Ali-Loytty, Robert Piche, A comparative survey of WLAN location fingerprinting methods workshop on positioning navigation and communication. pp. 243- 251 ,(2009) , 10.1109/WPNC.2009.4907834
Andrew M. Ladd, Kostas E. Bekris, Algis Rudys, Lydia E. Kavraki, Dan S. Wallach, Guillaume Marceau, Robotics-based location sensing using wireless ethernet Proceedings of the 8th annual international conference on Mobile computing and networking - MobiCom '02. pp. 227- 238 ,(2002) , 10.1145/570645.570674
Arvin Wen Tsui Yu-Hsiang Chuang, Hao-hua Chu, Arvin Wen Tsui, Yu-Hsiang Chuang, Unsupervised Learning for Solving RSS Hardware Variance Problem in WiFi Localization Mobile Networks and Applications. ,vol. 14, pp. 677- 691 ,(2009) , 10.1007/S11036-008-0139-0
Nissanka B. Priyantha, Allen K.L. Miu, Hari Balakrishnan, Seth Teller, The cricket compass for context-aware mobile applications Proceedings of the 7th annual international conference on Mobile computing and networking - MobiCom '01. pp. 1- 14 ,(2001) , 10.1145/381677.381679
Da Zhang, Feng Xia, Zhuo Yang, Lin Yao, Wenhong Zhao, Localization Technologies for Indoor Human Tracking 2010 5th International Conference on Future Information Technology. pp. 1- 6 ,(2010) , 10.1109/FUTURETECH.2010.5482731