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2013 | OriginalPaper | Chapter

Estimating Customer Service Times on a Rail Network from GPS Data

Authors : Shantih M. Spanton, Joseph Geunes

Published in: Dynamics of Information Systems: Algorithmic Approaches

Publisher: Springer New York

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Abstract

A key input to managing and scheduling customer service on a rail network is an accurate characterization of the time a particular train takes to serve a customer, based on the quantity of work the customer requires. The algorithm presented here estimates the customer service times of a train on a given day utilizing global positioning system (GPS) data from train locomotives, the known customers to be served on the day and some geographic knowledge of the customer’s tracks. The algorithm was built and evaluated on real data sets provided by CSX. This research was conducted as a joint effort between the University of Florida in Gainesville, FL and CSX Transportation, Inc. in Jacksonville, Florida.

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Literature
1.
go back to reference Asakura, Y., and Hato, E. Tracking survey for individual travel behaviour using mobile communication instruments. Transportation Research Part C: Emerging Technologies 12 (2004), 273–291. Asakura, Y., and Hato, E. Tracking survey for individual travel behaviour using mobile communication instruments. Transportation Research Part C: Emerging Technologies 12 (2004), 273–291.
2.
go back to reference Biagioni, J., Gerlich, T., Merrifield, T., and Eriksson, J. Easytracker: automatic transit tracking, mapping, and arrival time prediction using smartphones. In Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems (2011), ACM, pp. 68–81. Biagioni, J., Gerlich, T., Merrifield, T., and Eriksson, J. Easytracker: automatic transit tracking, mapping, and arrival time prediction using smartphones. In Proceedings of the 9th ACM Conference on Embedded Networked Sensor Systems (2011), ACM, pp. 68–81.
3.
go back to reference Box, G. E. P. Non-normality and tests on variances. Biometrika 40 (1953), 318–335. Box, G. E. P. Non-normality and tests on variances. Biometrika 40 (1953), 318–335.
4.
go back to reference Douglas, D., and Peucker, T. Algorithms for the reduction of the number of points required to represent a digitized line or its caricature. Cartographica: The International Journal for Geographic Information and Geovisualization 10, 2 (1973), 112–122. Douglas, D., and Peucker, T. Algorithms for the reduction of the number of points required to represent a digitized line or its caricature. Cartographica: The International Journal for Geographic Information and Geovisualization 10, 2 (1973), 112–122.
5.
go back to reference Gerstle, D. Understanding bus travel time variation using AVL data. Master’s thesis, Massachusetts Institute of Technology, 2012. Gerstle, D. Understanding bus travel time variation using AVL data. Master’s thesis, Massachusetts Institute of Technology, 2012.
6.
go back to reference Guo, P., and Poling, A. D. Geographic information systems/global positioning systems design for network travel time study. Journal of the Transportation Research Board 1497 (1995), 135–139. Guo, P., and Poling, A. D. Geographic information systems/global positioning systems design for network travel time study. Journal of the Transportation Research Board 1497 (1995), 135–139.
7.
go back to reference Harding, J., Salwin, A., D. S., and Ghaman, R. GPS applications for traffic engineering studies. In Transportation Research Board Annual Meeting 1996 (preprint). Harding, J., Salwin, A., D. S., and Ghaman, R. GPS applications for traffic engineering studies. In Transportation Research Board Annual Meeting 1996 (preprint).
8.
go back to reference Heckbert, P., and Garland, M. Survey of polygonal surface simplification algorithms. Tech. rep., DTIC Document, 1997. Heckbert, P., and Garland, M. Survey of polygonal surface simplification algorithms. Tech. rep., DTIC Document, 1997.
9.
go back to reference Hershberger, J., and Snoeyink, J. Speeding up the Douglas-Peucker line-simplification algorithm. University of British Columbia, Department of Computer Science, 1992. Hershberger, J., and Snoeyink, J. Speeding up the Douglas-Peucker line-simplification algorithm. University of British Columbia, Department of Computer Science, 1992.
10.
go back to reference Marais, J., Meunier, B., and Berbineau, M. Evaluation of GPS availability for train positioning along a railway line. In IEEE Vehicular Technology Conference (2000). Marais, J., Meunier, B., and Berbineau, M. Evaluation of GPS availability for train positioning along a railway line. In IEEE Vehicular Technology Conference (2000).
11.
go back to reference McCord, M., Goel, P., Brooks, C., Wallace, R., Dong, H., and Keefauver, D. E. Documenting truck activity times at international border crossings using redesigned geofences and existing onboard systems. J Transportation Res. Board 2162 (2010), 81–89. McCord, M., Goel, P., Brooks, C., Wallace, R., Dong, H., and Keefauver, D. E. Documenting truck activity times at international border crossings using redesigned geofences and existing onboard systems. J Transportation Res. Board 2162 (2010), 81–89.
12.
go back to reference Morgan, W. A. A test for the significance of the difference between the two variances in a sample from a normal bivariate population. Biometrika 31 (1939), 13–19. Morgan, W. A. A test for the significance of the difference between the two variances in a sample from a normal bivariate population. Biometrika 31 (1939), 13–19.
13.
go back to reference Munson, J., and Gupta, V. Location-based notification as a general-purpose service. In Proceedings of the 2nd international workshop on Mobile commerce (2002), ACM, pp. 40–44. Munson, J., and Gupta, V. Location-based notification as a general-purpose service. In Proceedings of the 2nd international workshop on Mobile commerce (2002), ACM, pp. 40–44.
14.
go back to reference Murakami, E., and Wagner, D. P. Can using global positioning system (GPS) improve trip reporting? Transportation Research C 7 (1999), 149–165. Murakami, E., and Wagner, D. P. Can using global positioning system (GPS) improve trip reporting? Transportation Research C 7 (1999), 149–165.
15.
go back to reference Pitman, E. J. A note on normal correlation. Biometrika 31 (1939), 9–12. Pitman, E. J. A note on normal correlation. Biometrika 31 (1939), 9–12.
16.
go back to reference Quiroga, C. A., and D. B. Travel time studies with global positioning and geographic information systems: an integrated methodology. Transportation Research C 6 (1998), 101–127. Quiroga, C. A., and D. B. Travel time studies with global positioning and geographic information systems: an integrated methodology. Transportation Research C 6 (1998), 101–127.
17.
go back to reference Reclus, F., and Drouard, K. Geofencing for fleet & freight management. In Intelligent Transport Systems Telecommunications, (ITST), 2009 9th International Conference on (2009), IEEE, pp. 353–356. Reclus, F., and Drouard, K. Geofencing for fleet & freight management. In Intelligent Transport Systems Telecommunications, (ITST), 2009 9th International Conference on (2009), IEEE, pp. 353–356.
18.
go back to reference Scheffe, H. The analysis of variance. 1959. Scheffe, H. The analysis of variance. 1959.
19.
go back to reference Stopher, P., Bullock, P., and Jiang, Q. GPS, GIS and personal travel surveys: an exercise in visualisation. In 25th Australasian Transport Research Forum Incorporating the BTRE Transport Policy Colloquium (2002). Stopher, P., Bullock, P., and Jiang, Q. GPS, GIS and personal travel surveys: an exercise in visualisation. In 25th Australasian Transport Research Forum Incorporating the BTRE Transport Policy Colloquium (2002).
20.
go back to reference Tsui, S., and Shalaby, A. Enhanced system for link and mode identification for personal travel surveys based on global positioning systems. Transportation Research Record: Journal of the Transportation Research Board 1972 (2006), 38–45. Tsui, S., and Shalaby, A. Enhanced system for link and mode identification for personal travel surveys based on global positioning systems. Transportation Research Record: Journal of the Transportation Research Board 1972 (2006), 38–45.
21.
go back to reference Wang, Y., and Potter, A. The application of real time tracking technologies in freight transport. In Signal-Image Technologies and Internet-Based System, 2007. SITIS’07. Third International IEEE Conference on (2007), IEEE, pp. 298–304. Wang, Y., and Potter, A. The application of real time tracking technologies in freight transport. In Signal-Image Technologies and Internet-Based System, 2007. SITIS’07. Third International IEEE Conference on (2007), IEEE, pp. 298–304.
22.
go back to reference Wilcox, R. R. Comparing the variances of two dependent groups. Journal of Educational Statistics 15 (1990), 237–247. Wilcox, R. R. Comparing the variances of two dependent groups. Journal of Educational Statistics 15 (1990), 237–247.
23.
go back to reference Wilson, B., and Vincent, J. Estimating waste transfer station delays using GPS. Waste Management 28 (2008), 1742–1750. Wilson, B., and Vincent, J. Estimating waste transfer station delays using GPS. Waste Management 28 (2008), 1742–1750.
24.
go back to reference Wolf, J., Guensler, R., and Bachman, W. Elimination of the travel diary: Experiment to derive trip purpose from global positioning system travel data. Journal of the Transportation Research Board 1768 (2001), 125–134. Wolf, J., Guensler, R., and Bachman, W. Elimination of the travel diary: Experiment to derive trip purpose from global positioning system travel data. Journal of the Transportation Research Board 1768 (2001), 125–134.
25.
go back to reference Wolf, J., Loechl, M., Thompson, M., and Arce, C. Trip rate analysis in GPS-enhanced personal travel surveys. Transport survey quality and innovation (2003), 483–498. Wolf, J., Loechl, M., Thompson, M., and Arce, C. Trip rate analysis in GPS-enhanced personal travel surveys. Transport survey quality and innovation (2003), 483–498.
Metadata
Title
Estimating Customer Service Times on a Rail Network from GPS Data
Authors
Shantih M. Spanton
Joseph Geunes
Copyright Year
2013
Publisher
Springer New York
DOI
https://doi.org/10.1007/978-1-4614-7582-8_3

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