Technical Papers
Jul 11, 2014

Marginal Benefit of Adding Antennas to Bluetooth Sensor Arrays in Freeway Travel Time Data Collection

Publication: Journal of Transportation Engineering
Volume 140, Issue 12

Abstract

The use of Bluetooth detection systems for collecting travel time data is becoming increasingly popular because data can be collected continuously at a relatively low cost. However, representativeness of the data can be problematic, given the relatively low detection efficiency of Bluetooth monitoring systems. This paper investigates the use of multiple sensors with individual antennas to the same Bluetooth data collection device to increase the number of identifications from passing vehicles at each data collection point. Increased detection potentially increases the number of travel time measurements, increasing the potential for the measurements to better represent the travel conditions on the roadway. To test this approach, devices with up to 10 Bluetooth sensors were deployed concurrently on a freeway overpass. The marginal benefit of additional Bluetooth sensors in the array was investigated. The additional detections captured by adding up to six Bluetooth sensors in a single sensor array outnumber the detection losses associated with possible radio interference between the Bluetooth sensors or in device-to-sensor communication. On average, additional Bluetooth device media access control (MAC) addresses were detected by increasing the number of sensors from one to two (61% increase), two to three (27% additional increase), three to four (16% additional increase), four to five (11% additional increase), and five to six (8% additional increase). Also, it was observed that additional travel time measurements were collected by adding the number of sensors from one sensor at both locations to a two-sensor setup at both locations (between 110 and 156%), from a two-sensor setup to a three-sensor setup (between 44 and 60%), from a three-sensor setup to a four-sensor setup (between 30 and 47%), from a four-sensor setup to a five-sensor setup (between 10 and 20%), and from a five-sensor setup to a six-sensor setup (between 8 and 17%). This field study indicates that there are potential benefits to using multisensor Bluetooth arrays in lieu of the current practice of using a single sensor configuration to capture additional travel time data from passing vehicles.

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Acknowledgments

This work was sponsored by the Georgia Department of Transportation Research Project 11-15 Work Zone Technology Testbed. Also, Wonho Suh’s work was partially supported by the research fund of Hanyang University (HY-2013-2247). The findings and conclusions presented herein represent the opinion of the authors and not necessarily that of the Georgia Department of Transportation.

References

Barcelo, J., Montero, L., Marques, L., and Carmona, C. (2009). Travel time forecasting and dynamic OD estimation in freeways based on Bluetooth traffic monitoring, Dept. of Statistics and Operations Research and Center for Innovation in Transport, Universitat Politècnica de Catalunya, Barcelona, Spain.
BlueZ. (2012). 〈http://www.bluez.org/〉 (Mar. 19, 2013).
Box, S. (2011). “Arterial travel time data collection using bluetooth technology.” Master’s thesis, Georgia Institute of Technology, Atlanta.
Box, S., et al. (2012). “Assessment of multiantenna array performance for detecting bluetooth-enabled devices in traffic stream.” Transportation Research Board 91th Annual Meeting, Transportation Research Board, Washington, DC, 1–15.
Brennan, T., Ernst, J., Day, C., Bullock, D., Krogmeier, J., and Martchouk, M. (2010). “Influence of vertical sensor placement on data collection efficiency from bluetooth MAC address collection devices.” J. Transp. Eng., 1104–1109.
Day, C., et al. (2010). “Evaluation of arterial signal coordination: Methodologies for visualizing high-resolution event data and measuring travel time.”, Transportation Research Board, Washington, DC, 37–49.
Hainen, A., Wasson, J., Hubbard, S., Remias, S., Farnsworth, G., and Bullock, D. (2011). “Estimating route choice and travel time reliability using field observations of Bluetooth probe vehicles.” Transportation Research Board 90th Annual Meeting, Transportation Research Board, Washington, DC, 1–16.
Haseman, R., Wasson, J., and Bullock, D. (2010). “Real time measurement of work zone travel time delay and evaluation metrics.” Transportation Research Board 89th Annual Meeting, Transportation Research Board, Washington, DC, 1–17.
Kim, K., Chien, S., and Spasovic, L. (2011). “Evaluation of technologies for freeway travel time estimation: A case study of I-287 in New Jersey.” Transportation Research Board 90th Annual Meeting, Transportation Research Board, Washington, DC, 1–17.
Malinovskiy, Y., Lee, U., Wu, Y., and Wang, Y. (2011). “Investigation of bluetooth-based travel time estimation error on a short corridor.” Transportation Research Board 90th Annual Meeting, Transportation Research Board, Washington, DC, 1–19.
Mankiw, N. G. (2011). Principles of economics, 6th Ed., Cengage Learning, Stamford, CT.
Martchouk, M., Mannering, F., and Bullock, D. (2011). “Analysis of freeway travel time variability using bluetooth detection.” J. Transp. Eng., 697–704.
Petty, K., and Kwon, J. (2010). “Fusing Bluetooth data and ITS data for performance measurement.” North American Travel Monitoring Exposition and Conf., Transportation Research Board, Washington, DC, 1–18.
Porter, J., Kim, D., and Magaña, M. (2011). “Wireless data collection system for real-time arterial travel time estimates.” Final Rep., Oregon Dept. of Transportation, Salem, OR.
Puckett, D., and Vickich, M. (2010). “Bluetooth-based travel time/speed measuring systems development.” Final Rep., Texas Transportation Institute, Texas A&M Univ. System, College Station, TX.
Staszcuk, J., and McGowen, P. (2009). “Deploying portable advanced traveler information systems: Redding deployment evaluation.” Western Transportation Institute, Berkeley, CA.
Tarnoff, P., Bullock, D., Young, S., Wasson, J., Ganig, N., and Sturdevant, J. (2009). “Continuing evolution of travel time data information collection and processing.” Transportation Research Board 88th Annual Meeting, Transportation Research Board, Washington, DC, 1–14.
Wang, Y., Malinovskiy, Y., Wu, Y., Lee, U., Bailey, T., and Neely, M. (2010). “Field experiments with Bluetooth sensors.” 〈http://www.westernstatesforum.org/Documents/2010/UW_FINAL_Bluetooth_WSRTF_6-17-10.pdf〉 (Mar. 19, 2013).
Wasson, J., Sturdevant, J., and Bullock, D. (2008). “Real-time travel time estimates using media access control address matching.” ITE J., 78(6), 20–23.

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Go to Journal of Transportation Engineering
Journal of Transportation Engineering
Volume 140Issue 12December 2014

History

Received: Mar 19, 2013
Accepted: May 19, 2014
Published online: Jul 11, 2014
Published in print: Dec 1, 2014
Discussion open until: Dec 11, 2014

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Authors

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Assistant Professor, Dept. of Transportation and Logistics Engineering, Hanyang Univ., 55 Hanyangdaehak-Ro, Sangnok-Gu, Ansan 426-791, South Korea (corresponding author). E-mail: [email protected]; [email protected]
Angshuman Guin [email protected]
Senior Research Engineer, School of Civil and Environmental Engineering, Georgia Institute of Technology, 790 Atlantic Dr., N.W., Atlanta, GA 30332. E-mail: [email protected]
Stephanie Zinner [email protected]
Staff Engineer, Langan Engineering and Environmental Services, 2700 Kelly Rd., Warrington, PA 18901. E-mail: [email protected]
Kathryn Colberg [email protected]
Traffic Analyst, ARCADIS, 2410 Paces Ferry Rd., Suite 400, Atlanta, GA 30339. E-mail: [email protected]
Michael P. Hunter [email protected]
Associate Professor, School of Civil and Environmental Engineering, Georgia Institute of Technology, 790 Atlantic Dr., N.W., Atlanta, GA 30332. E-mail: [email protected]
Randall Guensler [email protected]
Professor, School of Civil and Environmental Engineering, Georgia Institute of Technology, 790 Atlantic Dr., N.W., Atlanta, GA 30332. E-mail: [email protected]

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