Car-level congestion and position estimation for railway trips using mobile phones
作者： Yuki Maekawa , Akira Uchiyama , Hirozumi Yamaguchi , Teruo Higashino
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摘要: We propose a method to estimate car-level train congestion using Bluetooth RSSI observed by passengers' mobile phones. Our approach employs two-stage algorithm where location of passengers is estimated infer congestion. have learned signals attenuate due bodies, distance and doors between cars through the analysis over 50,000 real samples. Based on this prior knowledge, our designed as Bayesian-based likelihood estimator, robust change both at stations. The positions are useful for personal navigation inside stations information helps determine better strategies taking trains. Through field experiment, we confirmed can 16 with 83% accuracy also 0.82 F-measure value in average.
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sci-hub.se 参考文章(34)
S. Capkun, M. Cagalj, M. Srivastava, Secure Localization with Hidden and Mobile Base Stations ieee international conference computer and communications. pp. 1- 10 ,(2006) , 10.1109/INFOCOM.2006.302
Andrew Howard, Multi-robot Simultaneous Localization and Mapping using Particle Filters The International Journal of Robotics Research. ,vol. 25, pp. 1243- 1256 ,(2006) , 10.1177/0278364906072250
Krishna Chintalapudi, Anand Padmanabha Iyer, Venkata N Padmanabhan, None, Indoor localization without the pain acm/ieee international conference on mobile computing and networking. pp. 173- 184 ,(2010) , 10.1145/1859995.1860016
Richard A. Becker, Ramon Caceres, Karrie Hanson, Ji Meng Loh, Simon Urbanek, Alexander Varshavsky, Chris Volinsky, Route classification using cellular handoff patterns ubiquitous computing. pp. 123- 132 ,(2011) , 10.1145/2030112.2030130
Sibren Isaacman, Richard Becker, Ramón Cáceres, Margaret Martonosi, James Rowland, Alexander Varshavsky, Walter Willinger, Human mobility modeling at metropolitan scales Proceedings of the 10th international conference on Mobile systems, applications, and services - MobiSys '12. pp. 239- 252 ,(2012) , 10.1145/2307636.2307659
David Molnar, Alec Wolman, Jay Lorch, Stefan Saroiu, Christopher Smowton, Seamless Customer Identification ,(2013)
Takamasa Higuchi, Hirozumi Yamaguchi, Teruo Higashino, Clearing a Crowd: Context-Supported Neighbor Positioning for People-Centric Navigation Lecture Notes in Computer Science. pp. 325- 342 ,(2012) , 10.1007/978-3-642-31205-2_20
Stephane Beauregard, A Helmet-Mounted Pedestrian Dead Reckoning System Applied Wearable Computing (IFAWC), 2006 3rd International Forum on. pp. 1- 11 ,(2006)
Hinrich Schütze, Christopher D. Manning, Prabhakar Raghavan, Introduction to Information Retrieval ,(2005)
James Biagioni, Tomas Gerlich, Timothy Merrifield, Jakob Eriksson, EasyTracker: automatic transit tracking, mapping, and arrival time prediction using smartphones international conference on embedded networked sensor systems. pp. 68- 81 ,(2011) , 10.1145/2070942.2070950