Abstract

Unavailability of sufficient parking spaces during various periods at rest areas results in illegal and unsafe parking at on/off-ramps and other unauthorized areas, which may lead to traffic safety hazards. In this research, the authors attempt to understand truck parking utilization by developing econometric models by using truck global positioning system (GPS) data to predict truck parking utilization at rest areas to improve truck parking management and ensure proper use of parking spaces. Count models, including Poisson and negative binomial models, were developed in addition to generalized ordered-response probit (GORP) models to understand the factors that affect truck parking utilization. The GORP model that subsumes the Poisson model as a special case was found to provide the best data fit. The model results suggest that several factors positively contribute to truck parking utilization (e.g., truck volume on the adjacent roadway, number of lanes) at rest areas, whereas factors such as on/off-ramp violations decrease truck parking utilization. In addition, parking utilization was found to vary considerably throughout the day.

Get full access to this article

View all available purchase options and get full access to this article.

Acknowledgments

This research was partially funded by National Center for Freight and Infrastructure Research and Education (CFIRE) and USDOT, Tennessee Department of Transportation and Federal Highway Administration. The authors would like to thank ATRI for providing data and support during the research period. Computational facilities at Intermodal Freight Transportation Institute (IFTI) at University of Memphis are greatly acknowledged.

Disclaimer

Any opinions, findings, and conclusions or recommendations expressed are those of the authors and do not necessarily reflect the views of the aforementioned agencies.

References

Adams, T. M., Srivastava, P., Wang, B., and Ogard, L. (2009). Low-cost strategies to increase truck parking in Wisconsin, Univ. of Wisconsin, Madison, WI.
Andersson, M., et al. (2013). “Activity recognition and localization on a truck parking lot.” Proc., 10th Int. Conf. on Advanced Video and Signal Based Surveillance, IEEE, New York, 263–269.
ArcGIS 10.3.1 [Computer software]. ESRI, Redlands, CA.
Bayraktar, M. E., Arif, F., Ozen, H., and Tuxen, G. (2014). “Smart parking-management system for commercial vehicle parking at public rest areas.” J. Transp. Eng., 4014094.
Cafiso, S., Di Graziano, A., Di Silvestro, G., La Cava, G., and Persaud, B. (2010). “Development of comprehensive accident models for two-lane rural highways using exposure, geometry, consistency and context variables.” Accid. Anal. Prev., 42(4), 1072–1079.
Carson, J., and Mannering, F. (2001). “The effect of ice warning signs on ice-accident frequencies and severities.” Accid. Anal. Prev., 33(1), 99–109.
Castro, M., Paleti, R., and Bhat, C. R. (2012). “A latent variable representation of count data models to accommodate spatial and temporal dependence: Application to predicting crash frequency at intersections.” Transp. Res. Part B: Methodol., 46(1), 253–272.
Chatterjee, A., and Wegmann, F. (2000). “Overnight truck parking along Tennessee’s interstate highways and rest areas.” Transp. Res. Rec., 1734, 64–68.
Daniels, S., Brijs, T., Nuyts, E., and Wets, G. (2010). “Explaining variation in safety performance of roundabouts.” Accid. Anal. Prev., 42(2), 393–402.
Davis, R. (1997). “Commercial driver rest and parking requirements: Making space for safety.” Transp. Res. Rec., 1595, 46–52.
Dowling, R., List, G., Yang, B., Witzke, E., and Flannery, A. (2014). “Incorporating truck analysis into the highway capacity manual.”, Transportation Research Board, Washington, DC.
Eluru, N., Bhat, C. R., and Hensher, D. A. (2008). “A mixed generalized ordered response model for examining pedestrian and bicyclist injury severity level in traffic crashes.” Accid. Anal. Prev., 40(3), 1033–1054.
Fallon, J., and Howard, K. (2011). “SmartPark truck parking availability system: Magnetometer technology field operational test results.”, DOT, Washington, DC, 8–72.
FHWA (Federal Highway Administration). (2014). “Freight facts and figures 2013.” Office of Freight Management and Operations, Washington, DC.
Fischer, M. J., Hicks, G., and Cartwright, K. (2006). “Performance measure evaluation of port truck trip reduction strategies.” National Urban Freight Conf., Allen Institute for Artificial Intelligence, Long Beach, CA.
Flaskou, M., Dulebenets, M. A., Golias, M. M., Mishra, S., and Rock, R. M. (2015). “Analysis of freight corridors using truck GPS data.” Transp. Res. Rec., 2478, 113–122.
Fleger, S. A., et al. (2002). “Study of adequacy of commercial truck parking facilities.”, Federal Highway Administration, McLean, VA.
Gaber, S., et al. (2005). “Commercial truck parking analysis: Method to the madness or madness in the method?” J. Urban Plann. Dev., 50–56.
Garber, N. J., Teng, H., and Lu, Y. (2004). “A proposed methodology for implementing and evaluating a truck parking information system.”, Univ. of Virginia, Charlottesville, VA.
Garber, N. J., Wang, H., Charoenphol, D., and Center, M.-A. U. T. (2002). “Estimating the supply and demand for commercial heavy truck parking on interstate highways: A case study of I-81 in Virginia.” Virginia Transportation Research Council, Charlottesville, VA.
Gertler, J., and Murray, J. (2011). “SmartPark truck parking availability system: Video technology field operational test results.”, DOT, Washington, DC, 8–72.
Gingerich, K., Maoh, H., and Anderson, W. (2015). “Border crossing choice behavior of trucks along the Toronto–Chicago Trade Corridor.” Transportation Research Board 94th Annual Meeting, Washington, DC.
Golias, M., Dobbins, J., Short, J., and Johnson, Z. (2012). GPS/GIS analysis of Tennessee truck trips, Intermodal Freight Transportation Institute, Univ. of Memphis, Memphis, TN.
Goods Movement Planning. (2001). “Truck stop and rest area parking study.”, Connecticut Dept. of Transportation, Newington, CT.
Greene, W. (2008). “Functional forms for the negative binomial model for count data.” Econ. Lett., 99(3), 585–590.
Gurmu, S. (1998). “Generalized hurdle count data regression models.” Econ. Lett., 58(3), 263–268.
Haghani, A., Farzinfard, S., Hamedi, M., Ahdi, F., and Khandani, M. K. (2013). Automated low-cost and real-time truck parking information system, Univ. of Maryland, College Park, MD.
Heinitz, F., and Hesse, N. (2009). “Estimating time-dependent demand for truck parking facilities along a federal highway.” Transp. Res. Rec., 2097, 26–34.
Jones, B., Janssen, L., and Mannering, F. (1991). “Analysis of the frequency and duration of freeway accidents in Seattle.” Accid. Anal. Prev., 23(4), 239–255.
Joshua, S. C., and Garber, N. J. (1990). “Estimating truck accident rate and involvements using linear and Poisson regression models.” Transp. Plann. Technol., 15(1), 41–58.
Jovanis, P. P., and Chang, H.-L. (1986). “Modeling the relationship of accidents to miles traveled.” Transp. Res. Rec., 1068, 42–51.
Kawamura, K., Sriraj, P., Surat, H. R., and Menninger, M. (2014). “Analysis of factors affecting truck parking violation frequency in urban areas.” Transportation Research Board Annual Meeting, Washington, DC.
Liao, C.-F. (2009). “Using archived truck GPS data for freight performance analysis on I-94/I-90 from the Twin Cities to Chicago.”, Center for Transportation Studies, Univ. of Minnesota, Minneapolis.
Lord, D., and Bonneson, J. (2007). “Development of accident modification factors for rural frontage road segments in Texas.” Transp. Res. Rec., 2023, 20–27.
Lord, D., and Mannering, F. (2010). “The statistical analysis of crash-frequency data: A review and assessment of methodological alternatives.” Transp. Res. Part A: Policy Pract., 44(5), 291–305.
Lord, D., Washington, S., and Ivan, J. N. (2007). “Further notes on the application of zero-inflated models in highway safety.” Accid. Anal. Prev., 39(1), 53–57.
Lord, D., Washington, S. P., and Ivan, J. N. (2005). “Poisson, Poisson-gamma and zero-inflated regression models of motor vehicle crashes: Balancing statistical fit and theory.” Accid. Anal. Prev., 37(1), 35–46.
Malyshkina, N. V., and Mannering, F. L. (2010). “Empirical assessment of the impact of highway design exceptions on the frequency and severity of vehicle accidents.” Accid. Anal. Prev., 42(1), 131–139.
Mbiydzenyuy, G., Persson, J. A., and Davidsson, P. (2012). “Proposed core services for the deployment of intelligent truck parking.” Proc., ITS World Congress, Intelligent Transportation Society of America, Washington, DC.
McCormack, E., and Hallenbeck, M. E. (2006). “ITS devices used to collect truck data for performance benchmarks.” Transp. Res. Rec., 1957, 43–50.
McCormack, E. D., and Northwest, T. (2010). Developing a GPS-based truck freight performance measure platform, Univ. of Washington, Seattle.
Miaou, S.-P. (1994). “The relationship between truck accidents and geometric design of road sections: Poisson versus negative binomial regressions.” Accid. Anal. Prev., 26(4), 471–482.
Miaou, S.-P., and Lum, H. (1993). “Modeling vehicle accidents and highway geometric design relationships.” Accid. Anal. Prev., 25(6), 689–709.
Milton, J., and Mannering, F. (1998). “The relationship among highway geometrics, traffic-related elements and motor-vehicle accident frequencies.” Transp., 25(4), 395–413.
Morgul, E. F., Ozbay, K., Iyer, S., and Holguin-Veras, J. (2013). “Commercial vehicle travel time estimation in urban networks using GPS data from multiple sources.” Transportation Research Board 92nd Annual Meeting, Washington, DC.
Parametrix. (2005). “WSDOT truck parking study.”, Bellevue, WA.
Pecheux, K. K., Chen, K. J., Farbry, J. Jr., and Fleger, S. A. (2002). “Model development for national assessment of commercial vehicle parking.”, Federal Highway Administration, McLean, VA.
Persaud, B. N. (1994). “Accident prediction models for rural roads.” Can. J. Civil Eng., 21(4), 547–554.
Shankar, V., Mannering, F., and Barfield, W. (1995). “Effect of roadway geometrics and environmental factors on rural freeway accident frequencies.” Accid. Anal. Prev., 27(3), 371–389.
Thakur, A., Zanjani, A. B., Pinjari, A. R., Short, J., Mysore, V., and Tabatabaee, S. F. (2015). “Development of algorithms to convert large streams of truck GPS data into truck trips.” Transportation Research Board 94th Annual Meeting, Washington, DC.
van de Ven, T., Bakker, B., Jong, D., Koenders, E., and van Vugt, G. (2012). “Parckr—Estimating and forecasting parking occupancy based on floating vehicle data.” Proc., 19th ITS World Congress, Intelligent Transportation Society of America, Washington, DC.
Wang, Z., and Goodchild, A. (2014). “GPS data analysis of the impact of tolling on truck speed and routing: Case study in Seattle, Washington.” Transp. Res. Rec., 2411, 112–119.
Wheeler, N., and Figliozzi, M. (2011). “Multicriteria freeway performance measures for trucking in congested corridors.” Transp. Res. Rec., 2224, 82–93.

Information & Authors

Information

Published In

Go to Journal of Transportation Engineering, Part A: Systems
Journal of Transportation Engineering, Part A: Systems
Volume 143Issue 9September 2017

History

Received: May 30, 2016
Accepted: Mar 17, 2017
Published online: Jun 29, 2017
Published in print: Sep 1, 2017
Discussion open until: Nov 29, 2017

Permissions

Request permissions for this article.

Authors

Affiliations

Khademul Haque [email protected]
Research Assistant, Dept. of Civil Engineering, Univ. of Memphis, Memphis, TN 38152. E-mail: [email protected]
Sabyasachee Mishra, Ph.D., Aff.M.ASCE [email protected]
P.E.
Assistant Professor, Dept. of Civil Engineering, Univ. of Memphis, Memphis, TN 38152 (corresponding author). E-mail: [email protected]
Rajesh Paleti, Ph.D. [email protected]
Assistant Professor, Dept. of Civil and Environmental Engineering, Old Dominion Univ., Norfolk, VA 23529. E-mail: [email protected]
Mihalis M. Golias, Ph.D. [email protected]
Associate Professor, Dept. of Civil Engineering, Univ. of Memphis, Memphis, TN 38152. E-mail: [email protected]
Afrid A. Sarker [email protected]
Research Assistant, Dept. of Civil Engineering, Univ. of Memphis, Memphis, TN 38152. E-mail: [email protected]
Karlis Pujats [email protected]
Research Assistant, Dept. of Civil Engineering, Univ. of Memphis, Memphis, TN 38152. E-mail: [email protected]

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

Cited by

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share