Abstract
Series-parallel PHEV city buses combine the advantages of series and parallel configurations and have been used in China. However, the design and energy management of series-parallel PHEV city buses based on Chinese driving conditions still need to be investigated. In this paper, an equivalent consumption minimization strategy is provided to optimize energy management for series-parallel PHEV city buses, and the process of the equivalent consumption minimization strategy for series-parallel is presented in this paper. Compared with the validated rule-based energy control strategy, ECMS shows a fuel economy improvement of 8.2 % in the CBCD (Chinese Bus Driving Cycle). Based on the optimal energy management, a design for a generator motor in the series-parallel configuration has been processed. The fuel consumption has been shown to decrease, with an increase in generator power, because the system with the higher generator power can work at a higher efficiency in the series mode and operate the engine in the high efficiency area in the parallel mode. Besides, in terms of costof- ownership for a PHEV bus for lifetime of 8 years, although the high generator power will lead to high purchase cost for series-parallel PHEV bus, a series-parallel PHEV city bus with a generator of 100 kW maximum power will still show small advantage in cost-of-ownership, based on current motor price and natural gas price.
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Abbreviations
- P ele :
-
electric power (kW)
- P Gen :
-
generator power (kW)
- P Tra :
-
traction motor power (kW)
- η Gen :
-
efficiency of generator
- η Tra :
-
efficiency of the traction motor
- P bat :
-
battery power (kW)
- η dis :
-
efficiency of the discharge
- η chg :
-
efficiency of the charge
- SOC O :
-
initial SOC
- C b :
-
rated capacity
- I b :
-
battery current (A)
- P ICE(t):
-
ICE instantaneous power (kW)
- ṁICE :
-
instantaneous fuel consumption (g)
- ṁEMeq :
-
equivalent fuel consumption (g)
- H LHV :
-
low heating value of engine
- m v :
-
vehicle mass (kg)
- F t :
-
tractive force (N)
- F r :
-
resistance force (N)
- C r :
-
rolling resistance coefficient
- γ :
-
road angle (%)
- ρ :
-
air density
- C d :
-
aerodynamic drag coefficient
- A v :
-
vehicle frontal area (A)
- g :
-
acceleration due to gravity
- η −EM :
-
average efficiency of the electrical drive
- η −bat :
-
average efficiency of battery
- η −ICE :
-
average efficiency of engine
- P total :
-
cost-of-ownership over the lifetime (CNY)
- P Pur :
-
vehicle purchase cost (CNY)
- P Usage :
-
usage cost (CNY)
References
Antti, L. (2014). Energy consumption and cost-benefit analysis of hybrid and electric city buses. Transportation Research Part C: Emerging Technologies, 38, 1–15.
Ao, G. Q., Qiang, J. X., Zhong, H., Yang, L. and Zhuo, B. (2008). Exploring the fuel economy potential of generator Hybrid electric vehicles through dynamic programming. Int. J. Automotive Technology 8, 6, 781–790.
Chasse, A. and Sciarretta, A. (2011). Supervisory control of hybrid powertrains: An experimental benchmark of offline optimization and online energy management. Control Engineering Practice 19, 11, 1253–1265.
Chung, C. T. and Hung, Y. H. (2015). Energy improvement and performance evaluation of a novel full hybrid electric motorcycle with power split e-CVT. Energy Conversion and Management, 86, 216–225.
Clark, N., Zhen, F., Wayne, W. and Lyons, D. (2008). Additional Transit Bus Life Cycle Cost Scenarios Based on Current and Future Fuel Prices. US DOT Federal Transit Administration.
Delprat, S., Lauber, J., Guerra, T. M. and Rimaux, J. (2004). Control of a parallel hybrid powertrain: Optimal control. IEEE Trans. Vehicular Technology 53, 3, 872–881.
Geng, B., Mills, J. K. and Sun, D. (2014). Combined power management/design optimization for a fuel cell/battery plug-in hybrid electric vehicle using multi-objective particle swarm optimization. Int. J. Automotive Technology 15, 4, 645–654.
Guan, D., Hubacek, K., Weber, C. L., Peters, G. P. and Reiner, D. M. (2008). The drivers of Chinese CO2 emissions from 1980 to 2030. Global Environ. Change 18, 4, 626–634.
Guzzella, L. and Sciarretta, A. (2005). Vehicle Propulsion Systems -Introduction to Modeling and Optimization. Springer-Verlag. Berlin, Germany.
Hao, H., Ou, X., Du, J., Wang, H. and Ouyang, M. (2014). China’s electric vehicle subsidy scheme: Rationale and impacts. Energy Policy, 73, 722–732.
He, X., Parten, M. and Maxwell, T. (2005). Energy management strategies for a hybrid electricvehicle. IEEE VPPC Conf., 536–540.
He, Y., Chowdhury, M., Pisu, P. and Ma, Y. (2012). An energy optimization strategy for power-split drivetrain plug-in hybrid electric vehicles. Transportation Research Part C: Emerging Technologies, 22, 29–41.
Karabasoglu, O. and Michalek, J. (2013). Influence of driving pattern on lifecycle cost and emissions of hybrid and plug-in hybrid electric vehicle powertrains. Energy Policy, 60, 445–461.
Karbowski, D., Haliburton, C. and Rousseau, A. (2007). Impact of component size on PHEV energy consumption using global optimization. EVS23, Anaheim, California, USA.
Katrašnik, T., Trenc, F. and Oprešnik, S. R. (2007). Analysis of energy conversion efficiency in parallel and series hybrid powertrains. IEEE Trans. Vehicular Technology 56, 6, 3649–3659.
Kim, N., Cha, S. and Peng, H. (2011). Optimal control of hybrid electric vehicles based on Pontryagin's minimum principle. IEEE Trans. Control Systems Technology 19, 5, 1279–1287.
Koponen, K. and Nylund, N. O. (2012). IEA technology network cooperation: Fuel and technology alternatives for buses: Overall energy efficiency and emissions. SAE Paper No. 2012-01-1981.
Lukic, S. M., Wirasingha, S. G., Rodriguez, F., Cao, J. and Emadi, A. (2006). Power management of an ultracapacitor/ battery hybrid energy storage system in an HEV. Vehicle Power and Propulsion Conf., IEEE.
Ma, C., Ko, S. Y., Jeong, K. Y. and Kim, H. S. (2013). Design methodology of component design environment for PHEV. Int. J. Automotive Technology 14, 5, 785–795.
Marano, V., Tulpule, P., Stockar, S. and Rizzoni, G. (2009). Comparative study of different control strategies for plug-in hybrid electric vehicles. SAE Paper No. 2009-24-0071.
Ouyang, M., Zhang, W. and Wang, E. (2015). Performance analysis of a novel coaxial power-split hybrid powertrain using a CNG engine and super-capacitors. Applied Energy, 157, 595–606.
Paganelli, G., Ercole, G., Brahma, A., Guezennec, Y. and Rizzoni, G. (2001). General supervisory control policy for the energy optimization of charge-sustaining hybrid electric vehicles. JSAE Review 22, 4, 511–518.
Park, J. and Park, J.-H. (2012). Development of equivalent fuel consumption minimization strategy for hybrid electric vehicles. Int. J. Automotive Technology 13, 5, 835–843.
Park, J., Park, Y. and Park, J.-H. (2007). Real-time powertrain control strategy for series-parallel hybrid electric vehicles. SAE Paper No. 2007-01-3472.
Park, J., Park, Y. and Park, J.-H. (2008). Optimal power distribution strategy for series-parallel hybrid electric vehicles. Proc. Institution of Mechanical Engineers, Part D: J. Automobile Engineering 222, 6, 989–1000.
Patil, R., Adornato, B. and Filipi, Z. (2010). Design optimization of a series plug-in hybrid electric vehicle for real-world driving conditions. SAE Paper No. 2010-01-0840.
Peng, J., He, H. and Xiong, R. (2015). Study on energy management strategies for series-parallel plug-in hybrid electric buses. Energy Procedia, 75, 1926–1931.
Pisu, P., Koprubasi, K. and Rizzoni, G. (2005). Energy management and drivability control problems for hybrid electric vehicles. 44th IEEE Conf. Decision and Control, 2005 and 2005 European Control Conf. CDC-ECC '05, 1824–1830.
Pu, J. H., Yin, C. L. and Zhang, J. W. (2005). Fuzzy torque control strategy for hybrid electric vehicles. Int. J. Automotive Technology 6, 5, 529–536.
Rizoulis, D., Burl, J. and Beard, J. (2001). Control strategies for a series-parallel hybrid electric vehicle. SAE Paper No. 2001-01-1354.
Salmasi, F. R. (2007). Control strategies for hybrid electric vehicles: Evolution, classification, comparison, and future trends. IEEE Trans. Vehicular Technology 56, 5, 2393–2404.
Sharma, R., Manzie, C., Bessede, M., Brear, M. J. and Crawford, R. H. (2012). Conventional, hybrid and electric vehicles for Australian driving conditions–Part 1: Technical and financial analysis. Transportation Research Part C: Emerging Technologies, 25, 238–249.
Shiau, C. S. N., Kaushal, N., Hendrickson, C. T. and Peterson, S. B. (2011). Optimal plug-in hybrid electric vehicle design and allocation for minimum life cycle cost, petroleum consumption, and greenhouse gas emissions. J. Mechanical Design 132, 9, 1–11.
Silva, C., Ross, M. and Farias, T. (2009). Evaluation of energy consumption, emission and cost of plug-in hybrid vehicles. Energy Conversion and Management 50, 7, 1635–1643.
Suh, B., Chang, Y. H., Han, S. B. and Chung, Y. J. (2012). Simulation of a powertrain system for the diesel hybrid electric bus. Int. J. Automotive Technology 13, 5, 701–711.
Tulpule, P., Marano, V. and Rizzoni, G. (2009). Effects of different PHEV control strategies on vehicle performance. Proc. American Control Conf. (ACC’ 09), 3950–3955.
van Vliet, O. P. R., Kruithof, T., Turkenburg, W. C. and Faaij, A. P. C. (2010). Techno-economic comparison of series hybrid, plug-in hybrid, fuel cell and regular cars. J. Power Sources 195, 19, 6570–6585.
Wang, B. H. and Luo, Y. G. (2011). Application study on a control strategy for a hybrid electric public bus. Int. J. Automotive Technology 12, 1, 141–147.
Wang, L., Zhang, Y., Yin, C. L., Zhang, H. and Wang, C. (2012). Hardware-in-the-loop simulation for the design and verification of the control system of a series–parallel hybrid electric city-bus. Simulation Modelling Practice and Theory, 25, 148–162.
Williamson, S. S., Wirasingha, S. G. and Emadi, A. (2006). Comparative investigation of series and parallel hybrid electric drive trains for heavy-duty transit bus applications. IEEE Vehicle Power and Propulsion Conf., Windsor, UK.
Xiong, W., Zhang, Y. and Yin, C. (2009). Optimal energy management for a series-parallel hybrid electric bus. Energy Conversion and Management, 50, 1730–1738.
Xu, L., Yang, F., Li, J., Ouyang, M. and Hua, J. (2012). Real time optimal energy management strategy targeting at minimizing daily operation cost for a plug-in fuel cell city bus. Int. J. Hydrogen Energy 37, 20, 15380–15392.
Yin, X., Chen, W., Eom, J., Clarke, L. E., Kim, S. H., Patel, P. L., Yu, S. and Kyle, G. P. (2015). China's transportation energy consumption and CO2 emissions from a global perspective. Energy Policy, 82, 233–248.
Zheng, C. H., Xu, G. Q., Cha, S. W. and Liang, Q. (2014). Numerical comparison of ECMS and PMP-based optimal control strategy in hybrid vehicles. Int. J. Automotive Technology 15, 7, 1189–1196.
Zheng, C., Kim, N. and Cha, S. (2012). Optimal control in the power management of fuel cell hybrid vehicles. Int. J. Hydrogen Energy 37, 1, 655–663.
Zhong, H., Wang, F., Ao, G. Q. and Qiang, J. X. (2008). An optimal torque distribution strategy for an interated starter-generator parallel hyrid electric vehicle based on fuzzy logic control. Proc. Institution Mechanical Engineers, Part D: J. Automobile Engineering 222, 1, 79–92.
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Cai, Y., Ouyang, M. & Yang, F. Energy management and design optimization for a series-parallel PHEV city bus. Int.J Automot. Technol. 18, 473–487 (2017). https://doi.org/10.1007/s12239-017-0047-z
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DOI: https://doi.org/10.1007/s12239-017-0047-z