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Mobile Localization Based on Received Signal Strength and Pearson's Correlation Coefficient

Huiyu Liu, Yunzhou Zhang, Xiaolin Su, Xintong Li, Ning Xu
2015 International Journal of Distributed Sensor Networks  
Therefore, the accuracy of GSM localization is seriously limited. In this paper, an algorithm for GSM localization is proposed with RSSI and Pearson's correlation coefficient (PCC).  ...  Since received signal strength indication (RSSI) information is available in all mobile phones, RSSI-based techniques have become the preferred method for GSM localization.  ...  and Chinese Universities Scientific Foundation (N130404023).  ... 
doi:10.1155/2015/157046 fatcat:a5ya4yvu7zbuvgmzgpues4fplq

DECODE: Exploiting Shadow Fading to DEtect COMoving Wireless DEvices

G. Chandrasekaran, M.A. Ergin, M. Gruteser, R.P. Martin, Jie Yang, Yingying Chen
2009 IEEE Transactions on Mobile Computing  
DECODE can not only be implemented in the position space but also in the signal space where a correlation in shadow fading due to objects blocking the path between the transmitter and receiver exists.  ...  The positioning errors from indoor RSS-based localization systems tend to be too large, making it difficult to detect whether two devices are moving together based on the interdevice distances.  ...  Our localization system relied on an existing signal map of the building, which discretizes spaces and contains an observed signal strength vector (each value corresponding to a different receiver) for  ... 
doi:10.1109/tmc.2009.131 fatcat:2adkptly4badxagdoa32pe762q

DECODE : Detecting co-moving wireless devices

Gayathri Chandrasekaran, Mesut Ali Ergin, Marco Gruteser, Rich Martin, Jie Yang, Yingying Chen
2008 2008 5th IEEE International Conference on Mobile Ad Hoc and Sensor Systems  
DECODE detects comoving transmitters by identifying correlations in communication signal strength due to shadow fading.  ...  Co-movement information can find use in applications ranging from inventory tracking, to social network sensing, and to optimizing mobile device localization.  ...  Acknowledgments This material is based upon work supported by the National Science Foundation under Grant No. CNS 0627032. This work is supported in part by the US Army, Picatinny, under Contract No.  ... 
doi:10.1109/mahss.2008.4660051 dblp:conf/mass/ChandrasekaranEGMYC08 fatcat:u7whfj6yg5hrhm37ymgq3md2ma

Tracking vehicular speed variations by warping mobile phone signal strengths

Gayathri Chandrasekaran, Tam Vu, Alexander Varshavsky, Marco Gruteser, Richard P. Martin, Jie Yang, Yingying Chen
2011 2011 IEEE International Conference on Pervasive Computing and Communications (PerCom)  
Our approach is founded on the observation that the largescale path loss and shadow fading components of signal strength readings (signal profile) obtained from the mobile phone on any given road segment  ...  speed variations on road segments with a precision of 68% and a recall of 84%.  ...  Lawrence Rabiner for his valuable feedback on constraint additions in DDTW.  ... 
doi:10.1109/percom.2011.5767589 dblp:conf/percom/ChandrasekaranVVGMYC11 fatcat:bqqof5e2anckhllojrdesxqddq

Weighted Multiple Linear Regression Model for Mobile Location Estimation in GSM Network

Longinus Sunday Ezema, Cosmas I. Ani
2020 International Journal of Interdisciplinary Telecommunications and Networking  
The proposed statistical modelling approach was based on received signal strength (RSS) technique. The model improved localization accuracy.  ...  The accuracy and cost of implementation of mobile position localization on cellular network have been an issue of research interest.  ...  Here, the author proposed a data fusion algorithm of Pearson's correlation coefficient (PCC) with RSSI and other basic BS information to estimate the position of a mobile station.  ... 
doi:10.4018/ijitn.2020010105 fatcat:upzor6yqcrfhldlk3qby6ehe4a

Investigation of indoor localization with ambient FM radio stations

Andrei Popleteev, Venet Osmani, Oscar Mayora
2012 2012 IEEE International Conference on Pervasive Computing and Communications  
The de-facto standard for indoor positioning is based on Wi-Fi and while other localization alternatives exist, they either require expensive hardware or provide a low accuracy.  ...  While the outdoor location-aware services based on GPS are becoming increasingly popular, their proliferation to indoor environments is limited due to the lack of widely available indoor localization systems  ...  In contrast, Pearson's correlation coefficient implicitly considers both parameters of a linear fit and is less sensitive to eventual outliers, explaining the high performance of the correlation based  ... 
doi:10.1109/percom.2012.6199864 dblp:conf/percom/PopleteevOM12 fatcat:hqsgxzpyqjdkplhqgeyea3zasy

Can I Trust This Location Estimate? Reproducibly Benchmarking the Methods of Dynamic Accuracy Estimation of Localization

Grigorios G. Anagnostopoulos, Alexandros Kalousis
2022 Sensors  
Recently, this concept has started being studied as well in the context of outdoor positioning systems of Internet of Things (IoT) based on Low-Power Wide-Area Networks (LPWANs).  ...  This work reviews the relevant literature, presenting in a consistent terminology commonalities and differences and discussing baselines and evaluation metrics.  ...  Acknowledgments: The authors would like to thank Moghtadaiee V. for her kind response and the detailed clarifications that she provided regarding her cited publication.  ... 
doi:10.3390/s22031088 pmid:35161833 pmcid:PMC8838895 fatcat:ay7lu7f7t5hkretzt2orgzy3ne

Correlation Analysis of Different Measurement Places of Galvanic Skin Response in Test Groups Facing Pleasant and Unpleasant Stimuli

Andres Sanchez-Comas, Kåre Synnes, Diego Molina-Estren, Alexander Troncoso-Palacio, Zhoe Comas-González
2021 Sensors  
emotion detection systems based on GRS biosignals.  ...  The results also suggested that due to a significantly strong correlation among the inner side of the right foot and the left fingers, as well as the moderate correlations with the right and left wrists  ...  laboratory recorder bioelectric signals Hand palm vs. wrist Pearson's r correlation, Maximal information coefficient (MIC), local time series similarities, Fréchet distance, and dynamic time  ... 
doi:10.3390/s21124210 fatcat:4c5u4g326zcp5iadktpe3ist3e

Expression of and correlational patterns among neuroinflammatory, neuropeptide, and neuroendocrine molecules from cerebrospinal fluid in cerebral palsy

Cory J. Goracke-Postle, Chantel C. Burkitt, Angela Panoskaltsis-Mortari, Michael Ehrhardt, George L. Wilcox, Patrick Graupman, Michael Partington, Frank J. Symons
2021 BMC Neurology  
When between birth-group correlations were compared directly, there was a significant difference between preterm and extremely preterm birth subgroups for the correlation between tumour necrosis factor  ...  alpha (TNFα) and substance P.  ...  Fig. 1 1 Visual representation of the direction and strength of the Pearson's correlation coefficients between all 33 analytes assayed.  ... 
doi:10.1186/s12883-021-02333-2 pmid:34607558 fatcat:46qsr3mk7fc35gegase3bkax24

Characterization of fading on fixed wireless channels between 200 MHz and 2 GHz in suburban macrocell environments

A. Liou, K. Sivertsen, P. Arjmandi, G. Viswanathan, B. Diallo, S. Lancashire, D. Michelson
2009 IEEE Transactions on Wireless Communications  
Based upon time-series of received signal strength collected in a typical macrocell environment with moderate foliage at locations between 1 and 4 km from a transmitting site located 80 m above ground  ...  Here, we show how signal fading in the 220, 850 and 1900 MHz bands vary with both distance and time-averaged wind speed in a representative macrocell environment.  ...  We also thank UBC Student Housing and Conferences for providing us with access to the Walter Gage Residence, East Tower during our equipment development and validation runs.  ... 
doi:10.1109/twc.2009.091004 fatcat:qs4yge6xf5hwpmrr2namaufamm

Blind Perceptual Quality Assessment Method For Dct-Based Encoded Images

Tomás Brandão, Maria Paula Queluz
2007 Zenodo  
ACKNOWLEDGEMENTS The authors would like to thank the Laboratory for Image and Video Engineering of Texas University for providing them access to the LIVE image database (special thanks to Dr.  ...  At the receiver, estimates for the local error absolute value,ε(i, j, k) and for the original coefficient values, C(i, j, k) are computed based on the received coefficient data, C d (i, j, k), on w r bits  ...  Root mean square (RMS) 6.245 Pearson's correlation coefficient (CC) 0.979 Spearman's rank order coefficient (RC) 0.967 15th European Signal Processing Conference (EUSIPCO 2007), Poznan, Poland  ... 
doi:10.5281/zenodo.40235 fatcat:lvdajtzcr5hanoftrus74uvpfe

Virtual navigation tested on a mobile app is predictive of real-world wayfinding navigation performance [article]

Antoine Coutrot, Sophie Schmidt, Lena Coutrot, Jessica Pittman, Lynne Hong, Jan M Wiener, Christoph Holscher, Ruth C Dalton, Michael Hornberger, Hugo J Spiers
2018 bioRxiv   pre-print
However, it is unclear whether performance on mobile devices can predict navigation errors in the real world.  ...  The strength of the correlation between real world and virtual environment increased with the difficulty of the virtual wayfinding task, indicating that Sea Hero Quest does not merely capture video gaming  ...  Based on our original mobile-based results [13] and on previous navigation studies highlighting gender differences in the real world [32], we hypothesized that males will perform better than females  ... 
doi:10.1101/305433 fatcat:axy3uiionvgnbpc2fclgcselza

Virtual navigation tested on a mobile app is predictive of real-world wayfinding navigation performance

Antoine Coutrot, Sophie Schmidt, Lena Coutrot, Jessica Pittman, Lynn Hong, Jan M. Wiener, Christoph Hölscher, Ruth C. Dalton, Michael Hornberger, Hugo J. Spiers, Laura Zamarian
2019 PLoS ONE  
However, it is unclear whether performance on mobile devices can predict navigation errors in the real world.  ...  The strength of the correlation between real world and virtual environment increased with the difficulty of the virtual wayfinding task, indicating that Sea Hero Quest does not merely capture video gaming  ...  Acknowledgments We thank Emmanuelle Bourigault and Mariam Yusuf for help in collecting pilot data in London. Author Contributions  ... 
doi:10.1371/journal.pone.0213272 pmid:30883560 pmcid:PMC6422266 fatcat:uith5l2ghbgedi7o7zoy4b5o7i

Estimating Crowd Densities and Pedestrian Flows Using Wi-Fi and Bluetooth

Lorenz Schauer, Martin Werner, Philipp Marcus
2014 Proceedings of the 11th International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services  
The rapid deployment of smartphones as all-purpose mobile computing systems has led to a wide adoption of wireless communication systems such as Wi-Fi and Bluetooth in mobile scenarios.  ...  The presented extended approaches yield a superior correlation of 0.75 in best case. This indicates a strong correlation and an improvement of accuracy.  ...  RSSI-based Approach This method is an extension of the naive approach taking the received signal strength indication (RSSI) value of captures into account.  ... 
doi:10.4108/icst.mobiquitous.2014.257870 dblp:conf/mobiquitous/Schauer0M14 fatcat:anpjbqjzzvf33phfhiu7p75im4

Can Ultrasonic Doppler Help Detecting Nasality for Silent Speech Interfaces? - An Exploratory Analysis based on Alignement of the Doppler Signal with Velum Aperture Information from Real-Time MRI

João Freitas, António J. S. Teixeira, Miguel Sales Dias
2014 Proceedings of the International Conference on Physiological Computing Systems  
By ensuring compatible scenario conditions and proper time alignment between the Ultrasonic Doppler signal data and the RT-MRI data, we are able to accurately estimate the time when the velum moves and  ...  This paper describes an exploratory analysis on the usefulness of the information made available from Ultrasonic Doppler signal data collected from a single speaker, to detect velum movement associated  ...  Below, we present several results based on Pearson's product-moment correlation coefficient, which measures how well the two signals are related and also the results of Independent Component Analysis application  ... 
doi:10.5220/0004725902320239 dblp:conf/phycs/FreitasTD14 fatcat:44754bhi75hj3p6uakiyoqyaru
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