Comparative studies of Markov chain-based driving cycles for light-duty vehicles

References

• Abas, Mohd Azman, Srithar Rajoo, and Shaiful Fadzil Zainal Abidin. 2018. “Development of Malaysian Urban Drive Cycle Using Vehicle and Engine Parameters.” Transportation Research Part D: Transport and Environment 63: 388–403. https://doi.org/10.1016/j.trd.2018.05.015.
   Web of Science ®Google Scholar
• Achour, H., and A. G. Olabi. 2016. “Driving Cycle Developments and Their Impacts on Energy Consumption of Transportation.” Journal of Cleaner Production 112: 1778–1788. https://doi.org/10.1016/j.jclepro.2015.08.007.
   Web of Science ®Google Scholar
• André, Michel. 2004. “The ARTEMIS European Driving Cycles for Measuring Car Pollutant Emissions.” Science of The Total Environment 334-335 (12): 73–84. https://doi.org/10.1016/j.scitotenv.2004.04.070.
   PubMedGoogle Scholar
• Arthur, David, and Sergei Vassilvitskii. 2007. “in the Proceedings of the 18th Annual ACM-SIAM Symposium on Discrete Algorithms (SODA). New Orleans, USA, ACM Digital Library: 1027–1035.
   Google Scholar
• Arun, N. H., Srinath Mahesh, Gitakrishnan Ramadurai, and S. M. Shiva Nagendra. 2017. “Development of Driving Cycles for Passenger Cars and Motorcycles in Chennai, India.” Sustainable Cities and Society 32 (4): 508–512. https://doi.org/10.1016/j.scs.2017.05.001.
   Google Scholar
• Barlow, T., S. Latham, I. Mccrae, and P. Boulter. 2009. A Reference Book of Driving Cycles for Use in the Measurement of Road Vehicle Emissions. TRL Published Project Report: PPR354. Berkshire: TRL Limited.
   Google Scholar
• Bhatti, Ali Hussain Umar, Syed Ali Abbas Kazmi, Asad Tariq, and Ghulam Ali. 2021. “Development and Analysis of Electric Vehicle Driving Cycle for Hilly Urban Areas.” Transportation Research Part D: Transport and Environment 99 (9): 103025. https://doi.org/10.1016/j.trd.2021.103025.
   Google Scholar
• Brady, John, and Margaret O’Mahony. 2016. “Development of a Driving Cycle to Evaluate the Energy Economy of Electric Vehicles in Urban Areas.” Applied Energy 177: 165–178. https://doi.org/10.1016/j.apenergy.2016.05.094.
   Web of Science ®Google Scholar
• Brundell-Freij, Karin, and Eva Ericsson. 2005. “Influence of Street Characteristics, Driver Category and Car Performance on Urban Driving Patterns.” Transportation Research Part D: Transport and Environment 10 (3): 213–229. https://doi.org/10.1016/j.trd.2005.01.001.
   Web of Science ®Google Scholar
• Carlson, T. R., and R. C. Austin. 2001. Development of Speed Correction Cycles.Environmental Protection Agency , EPA-420-R-01-042, Sacramento, California.
   Google Scholar
• Duarte, G. O., G. A. Gonçalves, and T. L. Farias. 2016. “Analysis of Fuel Consumption and Pollutant Emissions of Regulated and Alternative Driving Cycles Based on Real-World Measurements.” Transportation Research Part D: Transport and Environment 44 (5): 43–54. https://doi.org/10.1016/j.trd.2016.02.009.
   Google Scholar
• El-Dorghamy, Ahmed, Hossam Allam, Amr Al-Abyad, and Mattias Gasnier. 2014. “Fuel Economy and CO2 Emissions of Light-Duty Vehicles in Egypt.” Centre for Environment and Development in the Arab Region and Europe (CEDARE). www.Globalfueleconomy.Org. Cairo, Egypt.
   Google Scholar
• EPA. 2022. “Annual Certification Data for Vehicles, Engines, and Equipment.” United States Environmental Protection Agency. https://www.epa.gov/compliance-and-fuel-economy-data/annual-certification-data-vehicles-engines-and-equipment.
   Google Scholar
• Gebisa, Amanuel, Girma Gebresenbet, Rajendiran Gopal, and Ramesh Babu Nallamothu. 2021. “Driving Cycles for Estimating Vehicle Emission Levels and Energy Consumption.” Future Transportation 1 (3): 615–638. https://doi.org/10.3390/futuretransp1030033.
   Google Scholar
• Giakoumis, Evangelos G., and Alexandros T. Zachiotis. 2018. “Comparative Evaluation of Eight Legislated Driving Schedules in Terms of Cycle Metrics and Emissions from a Diesel-Powered Turbocharged Van.” Transportation Research Part D: Transport and Environment 58: 139–154. https://doi.org/10.1016/j.trd.2017.11.002.
   Web of Science ®Google Scholar
• Gilks, W. R., S. Richardson, and David Spiegelhalter. 1996. Markov Chain Monte Carlo in Practice. 1st ed. London: Chapman and Hall/CRC Press.
   Google Scholar
• Gong, Huiming, Yuan Zou, Qingkai Yang, Jie Fan, Fengchun Sun, and Dietmar Goehlich. 2018. “Generation of a Driving Cycle for Battery Electric Vehicles：A Case Study of Beijing.” Energy 150 (5): 901–912. https://doi.org/10.1016/j.energy.2018.02.092.
   Google Scholar
• Hamerly, Greg, and Charles Elkan. 2002. “Alternatives to the K-Means Algorithm That Find Better Clusterings.” In Proceedings of the Eleventh International Conference on Information and Knowledge Management - CIKM ‘02, 600–607. New York, NY: ACM Press. https://doi.org/10.1145/584792.584890.
   Google Scholar
• Hampel, Frank R. 1974. “The Influence Curve and Its Role in Robust Estimation.” Journal of the American Statistical Association 69 (346): 383–393. https://doi.org/10.1080/01621459.1974.10482962.
   Web of Science ®Google Scholar
• Hassan, Muhammed A., Bassem M. Akoush, Mohamed Abubakr, Pietro Elia Campana, and Adel Khalil. 2021. “High-Resolution Estimates of Diffuse Fraction Based on Dynamic Definitions of Sky Conditions.” Renewable Energy 169: 641–659. https://doi.org/10.1016/j.renene.2021.01.066.
   Web of Science ®Google Scholar
• Hereijgers, Kobus, Emilia Silvas, Theo Hofman, and Maarten Steinbuch. 2017. “Effects of Using Synthesized Driving Cycles on Vehicle Fuel Consumption.” IFAC-PapersOnLine 50 (1): 7505–7510. https://doi.org/10.1016/j.ifacol.2017.08.1183.
   Google Scholar
• Huber, Peter J. 1981. “Robust Statistics.” In Vol. 5 of Wiley Series in Probability and Statistics. Hoboken, NJ: Wiley. https://doi.org/10.1002/0471725250.
   Google Scholar
• Huertas, J. I., J. Díaz, D. Cordero, and K. Cedillo. 2018. “A New Methodology to Determine Typical Driving Cycles for the Design of Vehicles Power Trains.” International Journal on Interactive Design and Manufacturing (IJIDeM) 12 (1): 319–326. https://doi.org/10.1007/s12008-017-0379-y.
   Google Scholar
• Huertas, José, Luis Quirama, Michael Giraldo, and Jenny Díaz. 2019. “Comparison of Three Methods for Constructing Real Driving Cycles.” Energies 12 (4): 665. https://doi.org/10.3390/en12040665.
   Web of Science ®Google Scholar
• Hung, W. T., H. Y. Tong, C. P. Lee, K. Ha, and L. Y. Pao. 2007. “Development of a Practical Driving Cycle Construction Methodology: A Case Study in Hong Kong.” Transportation Research Part D: Transport and Environment 12 (2): 115–128. https://doi.org/10.1016/j.trd.2007.01.002.
   Web of Science ®Google Scholar
• Huzayyin, Ali S., and Hindawi Salem. 2013. “Analysis of Thirty Years Evolution of Urban Growth, Transport Demand and Supply, Energy Consumption, Greenhouse and Pollutants Emissions in Greater Cairo.” Research in Transportation Economics 40 (1): 104–115. https://doi.org/10.1016/j.retrec.2012.06.035.
   Google Scholar
• Huzayyin, Omar A., Hindawi Salem, and Muhammed A. Hassan. 2021. “A Representative Urban Driving Cycle for Passenger Vehicles to Estimate Fuel Consumption and Emission Rates Under Real-World Driving Conditions.” Urban Climate 36: 100810. https://doi.org/10.1016/j.uclim.2021.100810.
   Web of Science ®Google Scholar
• Japan International Cooperation Agency (JICA). 2002. Transportation Master Plan and Feasibility Study of Urban Transport Projects in Greater Cairo Region in the Arab Republic of Egypt. Phase I Final Report Volume III: Transport Master Plan. Cairo.
   Google Scholar
• Jia, Xinyi, Hewu Wang, Liangfei Xu, Qing Wang, Hang Li, Zunyan Hu, Jianqiu Li, and Minggao Ouyang. 2021. “Constructing Representative Driving Cycle for Heavy Duty Vehicle Based on Markov Chain Method Considering Road Slope.” Energy and AI 6: 100115. https://doi.org/10.1016/j.egyai.2021.100115.
   Google Scholar
• Jiang, Ping, Qin Shi, and Wuwei Chen. 2009. “Driving Cycle Construction Methodology of City Road Based on Markov Process.” Nongye Jixie Xuebao/Transactions of the Chinese Society of Agricultural Machinery 40 (11): 26–30.
   Google Scholar
• Kamble, Sanghpriya H., Tom V. Mathew, and G. K. Sharma. 2009. “Development of Real-World Driving Cycle: Case Study of Pune, India.” Transportation Research Part D: Transport and Environment 14 (2): 132–140. https://doi.org/10.1016/j.trd.2008.11.008.
   Web of Science ®Google Scholar
• Leys, Christophe, Christophe Ley, Olivier Klein, Philippe Bernard, and Laurent Licata. 2013. “Detecting Outliers: Do Not Use Standard Deviation Around the Mean, Use Absolute Deviation Around the Median.” Journal of Experimental Social Psychology 49 (4): 764–766. https://doi.org/10.1016/j.jesp.2013.03.013.
   Web of Science ®Google Scholar
• Liu, Yonggang, Pan Zhao, Datong Qin, Guang Li, Zheng Chen, and Yi Zhang. 2019. “Driving Intention Identification Based on Long Short-Term Memory and A Case Study in Shifting Strategy Optimization.” IEEE Access, 128593–128605. https://doi.org/10.1109/ACCESS.2019.2940114.
   Web of Science ®Google Scholar
• Lyons, T. J., J. R. Kenworthy, P. I. Austin, and P. W. G. Newman. 1986. “The Development of a Driving Cycle for Fuel Consumption and Emissions Evaluation.” Transportation Research Part A: General 20 (6): 447–462. https://doi.org/10.1016/0191-2607(86)90081-6.
   Google Scholar
• Mayakuntla, Sai Kiran, and Ashish Verma. 2018. “A Novel Methodology for Construction of Driving Cycles for Indian Cities.” Transportation Research Part D: Transport and Environment 65 (10): 725–735. https://doi.org/10.1016/j.trd.2018.10.013.
   Google Scholar
• Miller, Jeff. 1991. “Short Report: Reaction Time Analysis with Outlier Exclusion: Bias Varies with Sample Size.” The Quarterly Journal of Experimental Psychology Section A 43 (4): 907–912. https://doi.org/10.1080/14640749108400962.
   PubMedGoogle Scholar
• Nakat, Ziad, Santiago Herrera, and Yassine Cherkaoui. 2014. Cairo Congestion Traffic Study: Executive Note. Report 88654. The World Bank Group, Washington, D.C., USA.
   Google Scholar
• Nguyen, Yen-Lien T., Trung-Dung Dung Nghiem, Anh-Tuan Tuan Le, and Ngoc-Dung Dung Bui. 2019. “Development of the Typical Driving Cycle for Buses in Hanoi, Vietnam.” Journal of the Air & Waste Management Association 69 (4): 423–437. https://doi.org/10.1080/10962247.2018.1543736.
   Google Scholar
• Nouri, Pegah, and Catherine Morency. 2017. “Evaluating Microtrip Definitions for Developing Driving Cycles.” Transportation Research Record: Journal of the Transportation Research Board 2627: 86–92. https://doi.org/10.3141/2627-10.
   Google Scholar
• Ntziachristos, L., G. Mellios, D. Tsokolis, M. Keller, S. Hausberger, N. E. Ligterink, and P. Dilara. 2014. “In-Use vs. Type-Approval Fuel Consumption of Current Passenger Cars in Europe.” Energy Policy 67 (4): 403–411. https://doi.org/10.1016/j.enpol.2013.12.013.
   Google Scholar
• Peng, Yuhui, Yuan Zhuang, and Yinghui Yang. 2020. “A Driving Cycle Construction Methodology Combining k -Means Clustering and Markov Model for Urban Mixed Roads.” Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering 234 (2–3): 714–724. https://doi.org/10.1177/0954407019848873.
   Web of Science ®Google Scholar
• Pouresmaeili, Mohammad Amin, Iman Aghayan, and Seyed Ali Taghizadeh. 2018. “Development of Mashhad Driving Cycle for Passenger Car to Model Vehicle Exhaust Emissions Calibrated Using On-Board Measurements.” Sustainable Cities and Society 36 (10): 12–20. https://doi.org/10.1016/j.scs.2017.09.034.
   Google Scholar
• Qiu, Duoguan, Yuan Li, and Dapeng Qiao. 2018. “Recurrent Neural Network Based Driving Cycle Development for Light Duty Vehicles in Beijing.” Transportation Research Procedia 34: 147–154. https://doi.org/10.1016/j.trpro.2018.11.026.
   Google Scholar
• Quirama, Luis F., Michael Giraldo, José I. Huertas, Juan E. Tibaquirá, and Daniel Cordero-Moreno. 2021. “Main Characteristic Parameters to Describe Driving Patterns and Construct Driving Cycles.” Transportation Research Part D: Transport and Environment 97 (7): 102959. https://doi.org/10.1016/j.trd.2021.102959.
   Google Scholar
• Rosenberger, C., and K. Chehdi. 2000. “Unsupervised Clustering Method with Optimal Estimation of the Number of Clusters: Application to Image Segmentation.” In Proceedings 15th International Conference on Pattern Recognition. ICPR-2000, 656–659. Barcelona: IEEE Comput. Soc. https://doi.org/10.1109/ICPR.2000.905473.
   Google Scholar
• Roy, Frédérique, and Catherine Morency. 2020. “Comparing Driving Cycle Development Methods Based on Markov Chains.” Transportation Research Record: Journal of the Transportation Research Board 2675 (3): 212–221. https://doi.org/10.1177/0361198120968829.
   Web of Science ®Google Scholar
• Tietge, Uwe, Peter Mock, Vicente Franco, and Nikiforos Zacharof. 2017. “From Laboratory to Road: Modeling the Divergence Between Official and Real-World Fuel Consumption and CO2 Emission Values in the German Passenger Car Market for the Years 2001–2014.” Energy Policy 103 (4): 212–222. https://doi.org/10.1016/j.enpol.2017.01.021.
   Google Scholar
• Tong, H. Y., and W. T. Hung. 2010. “A Framework for Developing Driving Cycles with On-Road Driving Data.” Transport Reviews 30 (5): 589–615. https://doi.org/10.1080/01441640903286134.
   Web of Science ®Google Scholar
• Tutuianu, Monica, Alessandro Marotta, Heinz Steven, Eva Ericsson, Takahiro Haniu, Noriyuki Ichikawa, and Hajime Ishii. 2013. “Development of a World-Wide Worldwide Harmonized Light Duty Driving Test Cycle (WLTC) Draft Technical Report UN/ECE/WP.29/GRPE/WLTP-IG DHC Subgroup” 03 (January): 7–10.
   Google Scholar
• UNDP. 2008. “Sustainable Transport: Full Sized Project | UNDP Transparency Portal. United Nations Development Programme - Global Environment Facility. Sustainable Transport: PIMS 3523.” https://www.undp.org/egypt/projects/sustainable-transport-full-sized-project.
   Google Scholar
• United Nations. 2019. World Urbanization Prospects: The 2018 Revisions. Report: St/ESA/SER.A/420. New York: Department of Economic and Social Affairs. Population Division.
   Google Scholar
• United States Environmental Protection Agency. 2020. “Exhaust Emission Rates for Light-Duty Exhaust Emission Rates for Light-Duty Onroad Vehicles in MOVES3.” Report: EPA-420-R-20-019, 294.
   Google Scholar
• United States Environmental Protection Agency. 2021. “Dynamometer Drive Schedules.” https://www.epa.gov/vehicle-and-fuel-emissions-testing/dynamometer-drive-schedules.
   Google Scholar
• Wang, Qidong, Hong Huo, Kebin He, Zhiliang Yao, and Qiang Zhang. 2008. “Characterization of Vehicle Driving Patterns and Development of Driving Cycles in Chinese Cities.” Transportation Research Part D: Transport and Environment 13 (5): 289–297. https://doi.org/10.1016/j.trd.2008.03.003.
   Web of Science ®Google Scholar
• Wang, Zhenpo, Jin Zhang, Peng Liu, Changhui Qu, and Xiaoyu Li. 2019. “Driving Cycle Construction for Electric Vehicles Based on Markov Chain and Monte Carlo Method: A Case Study in Beijing.” Energy Procedia 158: 2494–2499. https://doi.org/10.1016/j.egypro.2019.01.389.
   Google Scholar
• Wei, Tongchuan, and H. Christopher Frey. 2020. “Evaluation of the Precision and Accuracy of Cycle-Average Light Duty Gasoline Vehicles Tailpipe Emission Rates Predicted by Modal Models.” Transportation Research Record: Journal of the Transportation Research Board 2674 (7): 566–584. https://doi.org/10.1177/0361198120924006.
   Web of Science ®Google Scholar
• Yang, Ying, Qing Zhang, Zhen Wang, Zeyu Chen, and Xue Cai. 2018. “Markov Chain-Based Approach of the Driving Cycle Development for Electric Vehicle Application.” Energy Procedia 152: 502–507. https://doi.org/10.1016/j.egypro.2018.09.201.
   Google Scholar
• Yao, Zhuo, Heng Wei, Hao Liu, and Zhixia Li. 2013. “Statistical Vehicle Specific Power Profiling for Urban Freeways.” Procedia - Social and Behavioral Sciences 96: 2927–2938. https://doi.org/10.1016/j.sbspro.2013.08.324.
   Google Scholar
• Yue, Bingjian, Shuming Shi, Nan Lin, Ping Guo, Zhenglei Li, and Zhiwu Zhang. 2015. “Study on the Design Method of Driving Cycle with Road Grade Based on Markov Chain Model.” 2015 IEEE Vehicle Power and Propulsion Conference, VPPC 2015 - Proceedings. Quebec, Canada. https://doi.org/10.1109/VPPC.2015.7353026.
   Google Scholar
• Yugendar, Poojari, Kalaga Ramachandra Rao, and Geetam Tiwari. 2020. “Driving Cycle Estimation and Validation for Ludhiana City, India.” International Journal for Traffic and Transport Engineering 10 (2): 229–235. https://doi.org/10.7708/ijtte.2020.10(2).08.
   Google Scholar
• Yuhui, Peng, Zhuang Yuan, and Yang Huibao. 2019. “Development of a Representative Driving Cycle for Urban Buses Based on the K-Means Cluster Method.” Cluster Computing 22 (s3): 6871–6880. https://doi.org/10.1007/s10586-017-1673-y.
   Google Scholar
• Zannikos, Fanourios E. 2018. “Vehicle Emissions and Driving Cycles: Comparison of the Athens Driving Cycle (ADC) with ECE-15 and European Driving Cycle (EDC).” Global NEST Journal 8 (3): 282–290. https://doi.org/10.30955/gnj.000376.
   Google Scholar
• Zhang, Fei, Fen Guo, and Hong Huang. 2017. “A Study of Driving Cycle for Electric Special-Purpose Vehicle in Beijing.” Energy Procedia 105 (5): 4884–4889. https://doi.org/10.1016/j.egypro.2017.03.967.
   Google Scholar
• Zhang, Li Sheng, Mei Jie Yang, and Da Jiang Lei. 2011. “An Improved PAM Clustering Algorithm Based on Initial Clustering Centers.” Applied Mechanics and Materials 135–136 (10): 244–249. https://doi.org/10.4028/www.scientific.net/AMM.50-51.135.
   Google Scholar
• Zhao, Xuan, Jian Ma, Shu Wang, Yiming Ye, Yan Wu, and Man Yu. 2019. “Developing an Electric Vehicle Urban Driving Cycle to Study Differences in Energy Consumption.” Environmental Science and Pollution Research 26 (14): 13839–13853. https://doi.org/10.1007/s11356-018-3541-6.
   PubMed Web of Science ®Google Scholar
• Zhao, Xiangmo Xuan, Xiangmo Xuan Zhao, Qiang Yu, Yiming Ye, and Man Yu. 2020. “Development of a Representative Urban Driving Cycle Construction Methodology for Electric Vehicles: A Case Study in Xi’an.” Transportation Research Part D: Transport and Environment 81 (2): 102279. https://doi.org/10.1016/j.trd.2020.102279.
   Google Scholar