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Emission modeling at toll plaza under mixed traffic condition using simulation

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Abstract

Mixed traffic conditions, i.e., the presence of different vehicle classes in a toll lane, causes congestion, leading to extra delay and emissions. The determination of the emission levels in the field is tedious process and thus there is need to look over it. Further, the dynamic toll pricing schemes are well established in developed countries to mitigate the congestion, but its application in developing countries is not observed so far. Hence, an attempt is made in the present study to establish the dynamic toll rates based on emission at toll plazas operating under mixed traffic conditions. The sensitivity analysis is carried out by changing the traffic composition and the approach volume in simulation. After that, the traffic composition and approach volume-based emission estimation equations are developed that can be used to predict the emissions easily in the field. The methodology finally moves towards the development of emission-based toll rates (EBTR).

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Data availability

The datasets generated during and/or analysed during the current study are available from the corresponding author on reasonable request.

References

  • Abou-Senna, H., Radwan, E., Westerlund, K., & Cooper, C. D. (2013). Using a traffic simulation model (VISSIM) with an emissions model (MOVES) to predict emissions from vehicles on a limited-access highway. Journal of the Air and Waste Management Association, 63(7), 819–831.

    Article  CAS  Google Scholar 

  • Ahn, K., Rakha, H., Trani, A., & Aerde, M. V. (2002). Estimating Vehicle Fuel Consumption and Emissions based on Instantaneous Speed and Acceleration Levels. Journal of Transportation Engineering, ASCE, 128(April), 182–190.

    Article  Google Scholar 

  • Antoniou, C., Casas, J., Koutsopoulos, H. N., & Liu, R. (2014). Traffic Simulation and Data Validation Methods and Applications. (W. Daamen, C. Buisson, and S. P. Hoogendoorn, eds.), CRC Press.

  • Bains, M. S., Arkatkar, S. S., Anbumani, K. S., & Subramaniam, S. (2017a). Optimizing and Modeling Tollway Operations Using Microsimulation Case Study Sanand Toll Plaza, Ahmedabad, Gujarat, India. Transportation Research Record: Journal of the Transportation Research Board, 2615, 43–54.

    Article  Google Scholar 

  • Bains, M. S., Arkatkar, S. S., Anbumani, K. S., & Subramaniam, S. (2017). Optimizing and Modeling Tollway Operations Using Microsimulation. Transportation Research Record: Journal: Journal of the Transportation Research Board, 2615, 43–54.

    Article  Google Scholar 

  • Balakrishnan, K., Dey, S., Gupta, T., Dhaliwal, R. S., Brauer, M., Cohen, A. J., Stanaway, J. D., Beig, G., Joshi, T. K., Aggarwal, A. N., Sabde, Y., Sadhu, H., Frostad, J., Causey, K., Godwin, W., Shukla, D. K., Kumar, G. A., Varghese, C. M., Muraleedharan, P., … Dandona, L. (2018). The impact of air pollution on deaths, disease burden, and life expectancy across the states of India: The Global Burden of Disease Study 2017. The Lancet Planetary Health, 3(1), e26–e39.

    Article  Google Scholar 

  • Bari, C., Navandar, Y., & Dhamaniya, A. (2019). Service Time Variation Analysis at Manually Operated Toll Plazas under Mixed Traffic conditions in India. Journal of the Eastern Asia Society for Transportation Studies, 13, 331–350.

    Google Scholar 

  • Bari, C. S., Navandar, Y. V., & Dhamaniya, A. (2020). Vehicular Emission Modeling at Toll Plaza Using Performance Box Data. Journal of Hazardous, Toxic, and Radioactive Waste, 24(4), 1–19.

    Article  Google Scholar 

  • Bari, C. S., Chandra, S., Dhamaniya, A., Arkatkar, S., & Navandar, Y. V. (2021a). Service time variability at manual operated tollbooths under mixed traffic environment : Towards level-of-service thresholds. Transport Policy, Elsevier Ltd, 106(January), 11–24.

    Article  Google Scholar 

  • Bari, C. S., Navandar, Y. V., & Dhamaniya, A. (2021c). Analysis of Vehicle Specific Acceleration and Deceleration Characteristics at Toll Plazas in India. Transportation in Developing Economies, Springer International Publishing, 7(4), 1–19.

    Google Scholar 

  • Bari, C. S., Navandar, Y. V., & Dhamaniya, A. (2022). Delay Modelling at the Manually Operated Toll Plazas under Mixed Traffic Conditions. International Journal of Transportation Science and Technology, Tongji University and Tongji University Press, 11, 17–31.

    Google Scholar 

  • Bari, C. S., Gupta, U., Chandra, S., Antoniou, C., & Dhamaniya, A. (2021b). “Examining Effect of Electronic Toll Collection (ETC) System on Queue Delay Using Microsimulation Approach at Toll Plaza -A Case Study of Ghoti Toll Plaza, India.” Presented at 7th International IEEE Conference on Models and Technologies for Intelligent Transportation Systems, 16–17 June, pp 1–6.

  • Bartin, B., & Ozbay, K. (2007). “Comparison of Tolls with Estimated Full Marginal Costs: Theory Meets Reality.” 87th Transportation Research Board Annual Meeting, Washington D.C., pp 1–18.

  • Cen, X., Lo, H. K., & Li, L. (2016). A framework for estimating traffic emissions: The development of Passenger Car Emission Unit. Transportation Research Part d: Transport and Environment, 44, 78–92.

    Article  Google Scholar 

  • Chow, W. K., & Chan, M. Y. (2003). Field measurement on transient carbon monoxide levels in vehicular tunnels. Building and Environment, 38(2), 227–236.

    Article  Google Scholar 

  • Coelho, M. C., Farias, T. L., & Rouphail, N. M. (2005). Measuring and Modeling Emission Effects for Toll Facilities. Transportation Research Record: Journal of the Transportation Research Board, 1941(January), 136–144.

    Article  Google Scholar 

  • CPCB. (2015). Status of Pollution Generated from Road Transport in Six Mega Cities. Central Pollution Control Board, New Delhi.

  • Gao, Y., Yu, L., Guohua, S., Xu, Y., & Hao, Y. (2010). Development and Application of Dynamic Vehicle Emission Model for Urban Road Networks. ICCTP 2010: Integrated Transportation Systems— Green,Intelligent,Reliable, ASCE, pp 2779–2788.

  • Gupta, U., Bari, C., & Dhamaniya, D. A. (2021). Impact Assessment of Emissions Due to Provision of Toll Plazas on Highways -An Indian Experience. Presented at 100th Meeting of Transportation Research Board, Washington, D.C., 5–29 January 2021.

  • HEI. (2019). State of Global Air 2019: Air pollution a significant risk factor worldwide | Health Effects Institute. <https://www.healtheffects.org/announcements/state-global-air-2019-air-pollution-significant-risk-factor-worldwide> (Mar. 7, 2022).

  • Hindustan Times. (2021). “Among world’s 10 most polluted cities, 3 are from India.” <https://www.hindustantimes.com/india-news/among-world-s-10-most-polluted-cities-3-are-from-india-check-full-list-here-101636766984042.html> (Mar. 7, 2022).

  • https://www.tolls.eu/united-kingdom and https://www.m6toll.co.uk/pricing/#pricing-guides, Acessed on 16 June 2020.” (2020). .

  • IVE. (2004). Pune vehicle activity study., University of California at Riverside Global Sustainable Systems Research, pp 1–25

  • Jimenez-Palacios, J. L. (1999). Understanding and quantifying motor vehicle emissions with vehicle specific power and tildas remote sensing., Massachusetts Institute of Technology

  • Kheawubon, C., Usapein, P., & Khedari, J. (2018). Impact of Electronic Toll Collection System on Energy Saving and CO2 emission : A Case Study of Passenger Cars in Thailand. International Journal of Renewable Energy Research, 8(4), 1840–1848.

    Google Scholar 

  • Lin, F. B., & Lin, M. W. (2001). Modeling traffic delays at northern New York border crossings. Journal of Transportation Engineering, ASCE, 127(December), 540–545.

    Article  Google Scholar 

  • Luo, Z. G., Wang, Z. Y., Wang, H. W., & Peng, Z. R. (2021). Characterizing spatiotemporal distributions of black carbon and PM2.5 at a toll station: Observations on manual and electronic toll collection lanes. Building and Environment, Elsevier Ltd, 199(May), 107933.

    Article  Google Scholar 

  • Mahdi, M. B., Leong, L. V., and Sadullah, A. F. M. (2019). Use of microscopic traffic simulation software to determine heavy-vehicle influence on queue lengths at toll plazas. Arabian Journal for Science and Engineering, Springer Berlin Heidelberg, 44, 7297–7311

  • Mahesh, S., Ramadurai, G., & Nagendra, S. M. S. (2019). Real-world emissions of gaseous pollutants from motorcycles on Indian urban arterials. Transportation Research Part D, Elsevier, 76(x), 72–84.

  • Ministry of Shipping Road Transport and Highways. (2008). “The Gazette of India.” The National Highways Fee (Determination of Rates and Collection) Rules.

  • MoRTH. (2011). “The Gazette of India.” The National Highways Fee (Determination of Rates and Collection) Amendment Rules, (January), 1–6.

  • MoRTH. (2021). Road Transport Year Book (2017–18 & 2018–19).

  • Nagpure, A. S., Gurjar, B. R., & Kumar, P. (2011). Impact of altitude on emission rates of ozone precursors from gasoline-driven light-duty commercial vehicles. Atmospheric Environment, Elsevier Ltd, 45(7), 1413–1417.

    Article  CAS  Google Scholar 

  • Namdeo, A., & Mitchell, G. (2008). An empirical study of estimating vehicle emissions under cordon and distance based road user charging in Leeds, UK. Environmental Monitoring and Assessment, 136(1–3), 45–51.

    CAS  Google Scholar 

  • Navandar, Y. V., Bari, C. S., Dhamaniya, A., Arkatkar, S., & Patel, D. A. (2021). Investigation on the Determinants of Service Headway Variability at Tollbooths Under Mixed Traffic Scenario in Emerging Countries. Current Science, 121(1), 148–160.

    Article  Google Scholar 

  • Nesamani, K. S., & Subramanian, K. P. (2006). Impact of Real-World Driving Characteristics on Vehicular Emissions. JSME International Journal, 49(1), 19–26.

    CAS  Google Scholar 

  • Nezamuddin, N., & Al-Deek, H. (2008). Developing Microscopic Toll Plaza and Toll Road Corridor Model with PARAMICS. Transportation Research Record: Journal of the Transportation Research Board, 2047, 100–110.

    Article  Google Scholar 

  • Qiao, F., Yu, L., & Vojtisek-Lom, M. (2005). On-Road Vehicle Emission and Activity Data Collection and Evaluation in Houston, Texas. Transportation Research Record: Journal of the Transportation Research Board, 1941, 60–71.

    Article  Google Scholar 

  • Quaassdorff, C., Borge, R., Pérez, J., Lumbreras, J., de la Paz, D., & de Andrés, J. M. (2016). Microscale traffic simulation and emission estimation in a heavily trafficked roundabout in Madrid (Spain). Science of the Total Environment, 566–567, 416–427.

    Article  Google Scholar 

  • Ramandanis, I. D., Politis, I., & Basbas, S. (2020). Assessing the environmental and economic footprint of electronic toll collection lanes: A simulation study. Sustainability (switzerland), 12(22), 1–26.

    Google Scholar 

  • Redding, R. T., & Junga, A. J. (1992). Tpass-dynamic, discrete-event simulation and animation of a toll plaza. Proceedings of the 1992 Winter Simulation Conference, 1292–1295.

  • Sampaio, C., Coelho, M. C., Macedo, E., & Bandeira, J. M. (2021). Emissions based tolls – Impacts on the total emissions of an intercity corridor. Transportation Research Part d: Transport and Environment, Elsevier Ltd, 101(February), 103093.

    Article  Google Scholar 

  • Sharma, N., Kumar, P. P., Dhyani, R., Ravisekhar, C., & Ravinder, K. (2019). Idling fuel consumption and emissions of air pollutants at selected signalized intersections in Delhi. Journal of Cleaner Production, Elsevier Ltd, 212, 8–21.

    Article  CAS  Google Scholar 

  • Sharma, N. (2012). “Delays at toll cost Rs 87,000 crore every year.” The Economic Times, New Delhi, 1–2.

  • Sharma, N. C. (2015). “TERI says pollution at toll plazas putting workers.” India Today, New Delhi.

  • Siddharth, S. M. P., & Ramadurai, G. (2013). Calibration of VISSIM for Indian Heterogeneous Traffic Conditions. Procedia - Social and Behavioral Sciences, Elsevier B.V., 104, 380–389.

  • Singh, D., Shukla, S. P., Sharma, M., Behera, S. N., Mohan, D., Singh, N. B., & Pandey, G. (2016). GIS-Based On-Road Vehicular Emission Inventory for Lucknow, India. Journal of Hazardous, Toxic, and Radioactive Waste, 20(4), A4014006.

    Article  Google Scholar 

  • Song, S. (2018). Assessment of transport emissions impact and the associated social cost for Chengdu, China. International Journal of Sustainable Transportation, Taylor & Francis, 12(2), 128–139.

    Article  Google Scholar 

  • Song, G., Yu, L., & Tu, Z. (2012). Distribution Characteristics of Vehicle-Specific Power on Urban Restricted-Access Roadways. Journal of Transportation Engineering, ASCE, 138(2), 202–209.

    Article  Google Scholar 

  • Sun, D. J., Yin, Z., & Cao, P. (2020). An improved CAL3QHC model and the application in vehicle emission mitigation schemes for urban signalized intersections. Building and Environment, Elsevier Ltd, 183(August), 107213.

    Article  Google Scholar 

  • United States Environmental Protection Agency (EPA). (1999). Nitrogen oxides (NOx), why and how they are controlled. U.S. Environmental Protection Agency Office of Air Quality Planning and Standards Research Triangle Park, NC 27711, (November), 48.

  • Venigalla, M., & Krimmer, M. (2006). Impact of Electronic Toll Collection and Electronic Screening on Heavy-Duty Vehicle Emissions. Transportation Research Record: Journal of the Transportation Research Board, Washington, D.C., 1987, 11–20.

    Article  Google Scholar 

  • Wen, L., & Eglese, R. (2016). Minimizing CO2e emissions by setting a road toll. Transportation Research Part d: Transport and Environment, Elsevier Ltd, 44, 1–13.

    Article  Google Scholar 

  • Weng, J., Wang, R., Wang, M., & Rong, J. (2015). Fuel Consumption and Vehicle Emission Models for Evaluating Environmental Impacts of the ETC System. Sustainability, MDPI, 7, 8934–8949.

    Article  Google Scholar 

  • WHO. (2016). Ambient air pollution: a global assessment of exposure and burden of disease. <https://apps.who.int/iris/handle/10665/250141> (Mar. 7, 2022).

  • WHO. (2018a). 9 out of 10 people worldwide breathe polluted air, but more countries are taking action. <https://www.who.int/news/item/02-05-2018a-9-out-of-10-people-worldwide-breathe-polluted-air-but-more-countries-are-taking-action> (Mar. 7, 2022).

  • WHO. (2018b). Global Status Report on Road Safety. World Health Organization, 1–424.

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Acknowledgements

Author would also like to thank the National Highway Authority of India (NHAI) for data collection permission.

Funding

This research has been partly funded by the DST-DAAD project “Warrants for Automation of Toll Plazas Under Mixed Traffic Conditions.” (PROJECT NUMBER:—DST/INT/DAAD/P-14/2020). The present study is a part of the project.

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The authors confirm their contribution to the paper as follows:

Study conception and design: Bari and Dhamaniya; data collection: Bari and Dhamaniya; data extraction: Bari, Gangawal, Ziauddin, Srikant, Singh; development of simulation model: Bari and Gangawal; emission modeling: Gangawal, Ziauddin, Srikant, Singh; analysis and interpretation of results: All authors; draft manuscript preparation: All authors. All authors reviewed the results and approved the final version of the manuscript.

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Correspondence to Ashish Dhamaniya.

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Bari, C., Gangwal, A., Rahimi, Z. et al. Emission modeling at toll plaza under mixed traffic condition using simulation. Environ Monit Assess 195, 803 (2023). https://doi.org/10.1007/s10661-023-11409-0

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