Case Studies
Jul 8, 2014

Model to Estimate Trip Distribution: Case Study of the Marmaray Project in Turkey

Publication: Journal of Transportation Engineering
Volume 140, Issue 11

Abstract

Istanbul, the only city that straddles two continents, Europe and Asia, is one of the biggest metropolitan areas in the world with over thirteen million residents. The demand for transportation in Istanbul has been boosted considerably due to the increasing population and rising vehicle ownership. On the other hand, the transportation infrastructure has not been developing sufficiently to meet this demand. Hence, the Turkish government and local authorities sought various alternatives to the road transportation system in Istanbul and came up with the Marmaray Project, which was planned and designed to serve both intraurban and interurban passengers and freight transport. One of the main aims of the Marmaray Project is to shift the traffic demand from roads to the rail network. In this paper, a travel demand modeling framework was developed to calculate the transportation demand of the Marmaray corridor. In addition, a model including empirical modeling methods was developed for the highways to estimate the origin and destination matrices. The developed model was used to estimate freight and passenger transportation between Istanbul and other Turkish provinces. The estimated transportation demand results were used to calculate the required train numbers on a daily basis through the Marmaray corridor and some suggestions were put forward to increase the capacity of this corridor.

Get full access to this article

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

References

Al-Deek, H. M. P. E., and Emam, E. B. (2006). “Computing travel time reliability-in transportation networks with multistates and dependent link failures.” J. Comput. Civ. Eng., 317–327.
Asakura, Y., Hato, E., and Kashiwadani, M. (2000). “Origin-destination matrices estimation model using automatic vehicle identification data and its application to the Han-Shin expressway network.” Transportation, 27(4), 419–438.
Ashok, K., and Ben-Akiva, M. E. (2000). “Alternative approaches for real-time estimation and prediction of time-dependent origin–destination flows.” Transp. Sci., 34(1), 21–36.
Ashok, K., and Ben-Akiva, M. E. (2002). “Estimation and prediction of time-dependent origin-destination flows with a stochastic mapping to path flows and link flows.” Transp. Sci., 36(2), 184–198.
Bell, M. G. H. (1983). “The estimation of an origin-destination matrix from traffic counts.” Transp. Sci., 17(2), 198–217.
Bell, M. G. H. (1991). “The estimation of origin-destination matrices by constrained generalised least squares.” Transp. Res. Part B Method., 25(1), 13–22.
Bell, M. G. H., and Shield, C. M. (1995). “A log-linear model for path flow estimation.” Proc., 4th Int. Conf. on the Applications of Advanced Technologies in Transportation Engineering, ASCE, New York, 695–699.
Cascetta, E. (1984). “Estimation of trip matrices from traffic counts and survey data: A generalized least squares estimator.” Transp. Res. Part B Method., 18(4–5), 289–299.
Cascetta, E., Inaudi, D., and Marquis, G. (1993). “Dynamic estimators of origin-destination matrices using traffic counts.” Transp. Sci., 27(4), 363–373.
Cascetta, E., and Russo, F. (1997). “Calibrating aggregate travel demand models with traffic counts: Estimators and statistical performance.” Transportation, 24(3), 271–293.
Castillo, E. (2008). “Traffic estimation and optimal counting location without path enumeration using Bayesian networks.” Comput. Aided Civ. Infrastruct. Eng., 23(3), 189–207.
Celik, H. M. (2004). “Modeling freight distribution using artificial neural networks.” J. Transp. Geogr., 12(2), 141–148.
Celik, H. M. (2010). “Sample size needed for calibrating trip distribution and behavior of the gravity model.” J. Transp. Geogr., 18(1), 183–190.
Chen, A., Chootinan, P., and Recker, W. W. (2005). “Examining the quality of synthetic origin–destination trip table estimated by path flow estimator.” J. Transp. Eng., 506–513.
Cochran, W. G. (1963). Sampling techniques, 2nd Ed., Wiley, New York.
Crainic, T. G., and Laporte, G. (1997). “Planning models for freight transportation.” Eur. J. Oper. Res., 97(3), 409–438.
De Jong, D., Gunn, H., and Ben-Akiva, M. (2004a). “A meta-model for passenger and freight transport in Europe.” Transp. Pol., 11(4), 329–344.
De Jong, G., Gunn, H. F., and Walker, W. (2004b). “National and international freight transport models: An overview and ideas for future development.” Transp. Rev., 24(1), 103–124.
Dixon, M. P., and Rilett, L. R. (2005). “Population origin—Destination estimation using automatic vehicle identification and volume data.” J. Transp. Eng., 75–82.
European Commission, DG TREN. (2001). “European transport policy in 2010: Time to decide.” Luxembourg.
European Statistics. (1953). “The european system of national and regional accounts (ESA95).” 〈http://www.epp.eurostat.ec.europa.eu〉 (Aug. 1, 2013).
European Statistics. (1996). “European system of national and regional accounts in the community.” Official Journal of the European Community, L 310 (30 Nov), Luxembourg.
General Directorate of Highways. (2010). “Traffic and transportation statistics.” Ministry of Public Works, Ankara, Turkey.
General Directorate of State Airports Authority (DHMI). (2012). “Flight data between Istanbul and Ankara.” Ankara, Turkey.
Gokce, A., Koyama, F., Tsuchiya, M., and Gencoglu, T. (2009). “The challenges involved in concrete works of Marmaray immersed tunnel with service life beyond 100 years.” Tunnel. Underground Space Technol., 24(5), 592–601.
Grange, L. D., Fernandez, J. E., and Joaquin, D. C. (2010). “Consolidated model of trip distribution.” Transp. Res. Part E Logist. Transp. Rev., 46(1), 61–75.
Guler, H., and Vitosoglu, Y. (2013). “Estimation of freight transportation.” Proc. Inst. Civ. Eng. Transp., 166(3), 174–185.
Halcrow Fox, and Associates. (1986). “Transport user guide.” Micro Computer Transportation Planning Package, London, England.
Japan International Corporation Agency (JICA). (2007). “Special assistance for project implementation (SAPI) for Bosphorus rail tube crossing Project (I) & (II).” Tokyo, Japan.
Levine, B., Nozick, L., and Jones, D. (2009). “Estimating an origin—Destination table for US imports of waterborne containerized freight.” Transp. Res. Part E Logist. Transp. Rev., 45(4), 611–626.
Lingaitiene, O. (2008). “A mathematical model of selecting transport facilities for multimodal freight transportation.” Transport, 23(1), 10–15.
Mahmassani, H. S., and Sinha, K. (1981). “A Bayesian updating of trip generation parameters.” J. Transp. Eng., 107(5), 581–589.
Marmaray Web-Site. (2003). “The Marmaray project.” 〈http://www.marmaray.com/〉 (Sep. 22, 2013).
Moschovou, T. P., and Giannopoulos, G. A. (2010). “Investigation of inland freight transport modal choice in greece.” Transp. Res. Rec.: J. Transp. Res. Board, 2168, 43–52.
Ortuzar, J. de D., and Willumsen, L. G. (1990). Modeling transport, Wiley, New York.
Rodrigo, A. G., and Hani, S. M. (2000). “Forecasting freight transportation demand with the space-time multinomial probit model.” Transp. Res. Part B, 34(5), 403–418.
Rogers, M. (2003). Highway engineering, Blackwell, Oxford, U.K.
Sabiha Gokcen International Airport Investment Development, and Operation (ISG). (2012). Flight data between Istanbul and Ankara, ISG Publications, Istanbul, Turkey.
Sharma, S., Mathew, T. V., and Ukkusuri, S. V. (2011). “Approximation techniques for transportation network design problem under demand uncertainty.” J. Comput. Civ. Eng., 316–329.
Silva, M. A. V., and Agosto, M. A. (2013). “A model to estimate the origin–destination matrix for soybean exportation in Brazil.” J. Transp. Geogr., 26, 97–107.
Sivilevicius, H. (2011). “Modeling the interaction of transport system elements.” Transport, 26(1), 20–34.
Snickars, F., and Weibull, J. W. (1977). “A minimum information principle: Theory and practice.” Reg. Sci. Urban Econ., 7(1–2), 137–168.
Technical Assistance to Transport Infrastructure Needs Assessment (TINA) Turkey. (2007). “Traffic forecasts 2020.” Workshop 3, TINA Turkey Joint Venture, Ankara, Turkey, 58–88.
Thomas, T., and Tutert, S. I. A. (2013). “An empirical model for trip distribution of commuters in The Netherlands: Transferability in time and space reconsidered.” J. Transp. Geogr., 26, 158–165.
Timms, P. (2001). “A philosophical context for methods to estimate origin—Destination trip matrices using link counts.” Transp. Rev., 21(3), 269–301.
Tsekeris, T., and Stathopoulos, A. (2006). “Gravity models for dynamic transport planning: Development and implementation in urban networks.” J. Transp. Geogr., 14(2), 152–160.
Turkish State Railways (TCDD). (2013). “The Marmaray project report.” Ankara, Turkey.
Ullah, M. S., Molakatalla, U., Morocoima-Black, R., and Mohideen, A. Z. (2011). “Travel demand modeling for the small and medium sized MPOs in Illinois.”, Illinois Center for Transportation, Illinois, IL.
Van Zuylen, H. J., and Willumsen, L. G. (1980). “The most likely trip matrix estimated from traffic counts.” Transp. Res. Part B Method., 14(3), 281–293.
Veenstra, S. A., Thomas, T., and Tutert, S. I. A. (2010). “Trip distribution for limited destinations: A case study for grocery shopping trips in the Netherlands.” Transportation, 37(4), 663–676.
Vitosoglu, Y. (2006). “Investigating the opportunities for railway based combined transportation in Turkey.” Ph.D. thesis, Univ. of Istanbul Technique, Istanbul, Turkey.
Wang, Y. P., and Friedrich, B. (2009). “Improving matrix estimation pertaining to detailed traffic information and sophisticated traffic state.” Proc. Transportation Research Board 88th Annual Meeting, Transportation Research Board, Washington, DC.
Wilson, A. G. (1970). “Interregional commodity flows: Entropy-maximizing procedures.” Geogr. Anal., 2, 255–282.

Information & Authors

Information

Published In

Go to Journal of Transportation Engineering
Journal of Transportation Engineering
Volume 140Issue 11November 2014

History

Received: Oct 1, 2013
Accepted: Jun 6, 2014
Published online: Jul 8, 2014
Published in print: Nov 1, 2014
Discussion open until: Dec 8, 2014

Permissions

Request permissions for this article.

Authors

Affiliations

Hakan Guler [email protected]
Associate Professor, Dept. of Civil Engineering, Univ. of Sakarya, 54187 Esentepe/Sakarya, Turkey. 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