Survival Analysis of Bus Running Time near Bus-Stop Areas
Publication: Journal of Transportation Engineering, Part A: Systems
Volume 145, Issue 4
Abstract
This study proposes a quantitative approach to evaluate the effects of mixed traffic flow on bus running times (except bus dwell times) near bus-stop areas based on linear regression and survival analysis theory. Research data were collected by video cameras at four bus stops in Nanjing, China. The application of the proposed methods with field data indicated that several factors would delay bus running times, i.e., car and nonmotor volume, bus dwell time, bus berth without violation, and nonmotor violations. In addition, the effect of bus lane-changing behavior on bus running times varied from section to section. Moreover, linear and parametric survival models were also developed to estimate bus running times, and both models can capture the effect of factors. The parametric survival models have better fitness performance than the linear models. However, the predictive performance of the two models are distinct at different sections and bus stops. The findings of influential factors and the proposed models could be considered in advanced bus information systems.
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Acknowledgments
This study is partially supported by the National Key R&D Program in China (Grant No. 2016YFB0100906), the National Natural Science Foundation of China (Nos. 61620106002 and 51308115), the Postgraduate Research & Practice Innovation Program of Jiangsu Province (KYCX18_0136), and the Fundamental Research Funds for the Central Universities (2242018K30015), as well as support from the program of Zhishan Young Scholar of Southeast University.
References
Amita, J., S. S. Jain, and P. K. Garg. 2016. “Prediction of bus travel time using ANN: A case study in Delhi.” Transp. Res. Procedia 17: 263–272. https://doi.org/10.1016/j.trpro.2016.11.091.
Chen, G., X. Yang, J. An, and D. Zhang. 2012. “Bus-arrival-time prediction models: Link-based and section-based.” J. Transp. Eng. 138 (1): 60–66. https://doi.org/10.1061/(ASCE)TE.1943-5436.0000312, 66.
Chung, Y. 2010. “Development of an accident duration prediction model on the Korean freeway systems.” Accid. Anal. Prev. 42 (1): 282–289. https://doi.org/10.1016/j.aap.2009.08.005.
Cleves, M. 2008. An introduction to survival analysis using Stata. College Station, TX: Stata Press.
Cox, D. R. 1972. “Regression models and life tables (with discussion).” J. R. Stat. Soc. 34 (2): 187–220.
Fernandez, R., and N. Tyler. 2005. “Effect of passenger–bus–traffic interactions on bus stop operations.” Transp. Plann. Technol. 28 (4): 273–292. https://doi.org/10.1080/03081060500247747.
Gu, W., and M. J. Cassidy. 2013. “Maximizing bus discharge flows from multi-berth stops by regulating exit maneuvers.” Transp. Res. Part B: Methodol. 56: 254–264. https://doi.org/10.1016/j.trb.2013.08.005.
Gu, W., M. J. Cassidy, V. V. Gayah, and Y. Ouyang. 2013. “Mitigating negative impacts of near-side bus stops on cars.” Transp. Res. Part B: Methodol. 47: 42–56. https://doi.org/10.1016/j.trb.2012.09.005.
Jeong, R., and R. Rilett. 2004. “Bus arrival time prediction using artificial neural network model.” In Proc., 7th Int. IEEE Conf. on Intelligent Transportation Systems, 988–993. New York: IEEE.
Julio, N., R. Giesen, and P. Lizana. 2016. “Real-time prediction of bus travel speeds using traffic shockwaves and machine learning algorithms.” Res. Transp. Econ. 59: 250–257. https://doi.org/10.1016/j.retrec.2016.07.019.
Kalbfleisch, J. D., and R. L. Prentice. 2011. Vol. 360 of The statistical analysis of failure time data. New York: Wiley.
KFH Group. 2013. Transit capacity and quality of service manual. Rome: World Transit Research.
Kormáksson, M., L. Barbosa, M. R. Vieira, and B. Zadrozny. 2014. “Bus travel time predictions using additive models.” In Proc., IEEE Int. Conf. on Data Mining, 875–880. Now York: IEEE.
Koshy, R. Z., and V. T. Arasan. 2005. “Influence of bus stops on flow characteristics of mixed traffic.” J. Transp. Eng. 131 (8): 640–643. https://doi.org/10.1061/(ASCE)0733-947X(2005)131:8(640).
Lee, E. T., and J. Wang. 2003. Vol. 476 of Statistical methods for survival data analysis. New York: Wiley.
Mazloumi, E., G. Rose, G. Currie, and S. Moridpour. 2011. “Prediction intervals to account for uncertainties in neural network predictions: Methodology and application in bus travel time prediction.” Eng. Appl. Artif. Intell. 24 (3): 534–542. https://doi.org/10.1016/j.engappai.2010.11.004.
McCord, M., R. Mishalani, and X. Hu. 2012. “Grouping of bus stops for aggregation of route-level passenger origin-destination flow matrices.” Transp. Res. Rec. 2277 (1): 38–48. https://doi.org/10.3141/2277-05.
Min, H. 2014. “Public-private partnerships for improving the regional mass transit system: A case study of the Toledo area regional transit authority.” Int. J. Logist. Syst. Manage. 17 (2): 160–179. https://doi.org/10.1504/IJLSM.2014.059115.
Moylan, E., and T. H. Rashidi. 2016. Modelling congestion and travel time with hazard-based duration analysis. Washington, DC: Transportation Research Board.
Patnaik, J., S. Chien, and A. Bladikas. 2004. “Estimation of bus arrival times using APC data.” J. Publ. Transp. 7 (1): 1–20. https://doi.org/10.5038/2375-0901.7.1.1.
Sun, D., and L. Elefteriadou. 2010. “Research and implementation of lane-changing model based on driver behavior.” Transp. Res. Rec. 2161 (1): 1–10. https://doi.org/10.3141/2161-01.
Tirachini, A., D. A. Hensher, and J. M. Rose. 2013. “Crowding in public transport systems: Effects on users, operation and implications for the estimation of demand.” Transp. Res. Part A: Policy Pract. 53: 36–52. https://doi.org/10.1016/j.tra.2013.06.005.
Van den Berg, P., T. Arentze, and H. Timmermans. 2012. “A latent class accelerated hazard model of social activity duration.” Transp. Res. Part A: Policy Pract. 46 (1): 12–21. https://doi.org/10.1016/j.tra.2011.09.015.
Wang, C., Z. Ye, Y. Xu, and J. Feng. 2018. “Effect of dwelling buses on the traffic operations of nonmotor vehicles at bus stops.” J. Transp. Eng. Part A: Syst. 144 (5): 04018013. https://doi.org/10.1061/JTEPBS.0000140.
Yang, X., Z. Gao, B. Si, and L. Gao. 2011. “Car capacity near bus stops with mixed traffic derived by additive-conflict-flows procedure.” Sci. China Technol. Sci. 54 (3): 733–740. https://doi.org/10.1007/s11431-010-4218-7.
Yang, X., Z. Gao, H. Guo, and M. Huan. 2012a. “Survival analysis of car travel time near a bus stop in developing countries.” Sci. China Technol. Sci. 55 (8): 2355–2361. https://doi.org/10.1007/s11431-012-4900-z.
Yang, X., B. F. Si, and M. Huan. 2012b. “Mixed traffic flow modeling near Chinese bus stops and its applications.” J. Cent. South Univ. 19 (9): 2697–2704. https://doi.org/10.1007/s11771-012-1329-2.
Ye, Z., C. Wang, Y. Yu, X. Shi, and W. Wang. 2016. “Modeling level-of-safety for bus stops in China.” Traffic Inj. Prev. 17 (6): 656–661. https://doi.org/10.1080/15389588.2015.1133905.
Yu, B., W. H. Lam, and M. L. Tam. 2011. “Bus arrival time prediction at bus stop with multiple routes.” Transp. Res. Part C: Emerging Technol. 19 (6): 1157–1170. https://doi.org/10.1016/j.trc.2011.01.003.
Yu, Z., J. S. Wood, and V. V. Gayah. 2017. “Using survival models to estimate bus running times and associated uncertainties.” Transp. Res. Part C: Emerging Technol. 74: 366–382. https://doi.org/10.1016/j.trc.2016.11.013.
Zhang, F., Z. Li, D. Zhao, Y. Wang, W. Wang, and J. Li. 2015. “Influences of various types of bus stops on traffic operations of bicycles, vehicles, and buses.” In Proc., Transportation Research Board 94th Annual Meeting. Washington, DC: Transportation Research Board.
Zhao, D., W. Wang, Y. Zheng, Y. Ji, W. Wang, and X. Hu. 2014. “Evaluation of interactions between buses and bicycles at stops.” Transp. Res. Rec. 2468 (1): 11–18. https://doi.org/10.3141/2468-02.
Zhao, X. M., Z. Y. Gao, and B. Jia. 2007. “The capacity drop caused by the combined effect of the intersection and the bus stop in a CA model.” Physica A: Stat. Mech. Its Appl. 385 (2): 645–658. https://doi.org/10.1016/j.physa.2007.07.040.
Zhao, X. M., B. Jia, Z. Y. Gao, and R. Jiang. 2009. “Traffic interactions between motorized vehicles and nonmotorized vehicles near a bus stop.” J. Transp. Eng. 135 (11): 894–906. https://doi.org/10.1061/(ASCE)TE.1943-5436.0000056.
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©2019 American Society of Civil Engineers.
History
Received: May 15, 2017
Accepted: Aug 20, 2018
Published online: Feb 14, 2019
Published in print: Apr 1, 2019
Discussion open until: Jul 14, 2019
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