Modeling, Simulation, and Assessment of Electric Motorcycle and Battery Characteristics under the Driving Cycle Test
Abstract
Global warming, increasing temperatures, and air pollution have become significant challenges in the past decade due to traditional emissions. Therefore, using green energy, especially electric vehicles and electric motorcycles, is the key solution to protecting the environment. Electric motorcycles are widely used in many countries due to their convenience, ease of use, and flexibility. Thus, modeling and simulating electric motorcycles are crucial for accurately calculating and designing the battery pack energy requirements. In this study, electric motorcycles were modeled and simulated to investigate energy characteristics under driving cycle test using Matlab/Simulink software. The results show the electric motorcycle dynamics and energy consumption, the influence of electric motorcycle mass, aerodynamic drag, the quality of the road, road slope angle on the electric motor power, and operating ambient temperature on the battery behavior in the heat generation. In addition, the characteristics of batteries and suitability for selecting of battery required power were compared under various batteries and proposed the best battery for the electric motorcycle. The battery trademark of the A123 (pouch) model was selected as the most suitable for the required battery pack owing to superior characteristics compared to other batteries, with the insight characteristics of high capacity of 19.5 Ah, continuous current of 19.5 A, mass of battery pack of 9.45 kg, and number of cells of 19, with total average energy consumption of 28.23 Wh km−1. This study is significant for the design and precise calculation of the battery's required power for new electric motorcycles.
Keywords
Electric motorcycle; Driving cycle test; Modeling and simulation; Energy consumption; Battery characteristic; Battery packReferences
- [1] F. Leach, G. Kalghatgi, R. Stone, and P. Miles, “The scope for improving the efficiency and environmental impact of internal combustion engines,” Transportation Engineering, vol. 1, p. 100005, Jun. 2020, doi: 10.1016/j.treng.2020.100005.
- [2] S. Khorramshokouh, V. Pirouzfar, Y. Kazerouni, A. Fayyazbakhsh, and R. Abedini, “Improving the Properties and Engine Performance of Diesel–Methanol–Nanoparticle Blend Fuels via Optimization of the Emissions and Engine Performance,” Energy & Fuels, vol. 30, no. 10, pp. 8200–8208, Oct. 2016, doi: 10.1021/acs.energyfuels.6b01856.
- [3] T.-T. Do, L. V. Dat, and T.-N. Dinh, “Motorcycle Engine Performance Comparison Between Laser Ignition System and Conventional Ignition System Through Simulation,” International Journal of Automotive and Mechanical Engineering, vol. 21, no. 2, pp. 11332–11349, Jun. 2024, doi: 10.15282/ijame.21.2.2024.12.0875.
- [4] G. T. Kalghatgi, “Developments in internal combustion engines and implications for combustion science and future transport fuels,” Proceedings of the Combustion Institute, vol. 35, no. 1, pp. 101–115, 2015, doi: 10.1016/j.proci.2014.10.002.
- [5] A. D. Murtiningrum, A. Darmawan, and H. Wong, “The adoption of electric motorcycles: A survey of public perception in Indonesia,” Journal of Cleaner Production, vol. 379, p. 134737, Dec. 2022, doi: 10.1016/j.jclepro.2022.134737.
- [6] T. Eccarius and C.-C. Lu, “Powered two-wheelers for sustainable mobility: A review of consumer adoption of electric motorcycles,” International Journal of Sustainable Transportation, vol. 14, no. 3, pp. 215–231, Jan. 2020, doi: 10.1080/15568318.2018.1540735.
- [7] R. Abu Hanifah, S. F. Toha, N. H. H. Mohamad Hanif, and N. A. Kamisan, “Electric Motorcycle Modeling for Speed Tracking and Range Travelled Estimation,” IEEE Access, vol. 7, pp. 26821–26829, 2019, doi: 10.1109/ACCESS.2019.2900443.
- [8] K. Koenen and H. B. Pacejka, “Vibrational modes of motorcycles in curves,” 1980.
- [9] V. Cossalter, A. Doria, and R. Lot, “Steady Turning of Two-Wheeled Vehicles,” Vehicle System Dynamics, vol. 31, no. 3, pp. 157–181, Mar. 1999, doi: 10.1076/vesd.31.3.157.2013.
- [10] Jung-Shan Lin and L.-C. Fu, “Model analysis and controller design of electric motorcycles,” in Proceedings of the 1999 American Control Conference (Cat. No. 99CH36251), IEEE, 1999, pp. 2698–2702 vol.4. doi: 10.1109/ACC.1999.786560.
- [11] V. Del Rosso et al., “Self-balancing electric motorcycle modelling at low speed: Preliminary results,” in 6th European Conference on Computational Mechanics (ECCM 6) and 7th European Conference on Computational Fluid Dynamics (ECFD 7), Glasgow, UK: International Centre for Numerical Methods in Engineering, 2018, pp. 3699–3710.
- [12] R. S. Sharp, S. Evangelou, and D. J. N. Limebeer, “Advances in the Modelling of Motorcycle Dynamics,” Multibody System Dynamics, vol. 12, no. 3, pp. 251–283, Oct. 2004, doi: 10.1023/B:MUBO.0000049195.60868.a2.
- [13] B.-C. Chen, Y.-Y. Wu, Y.-D. Huang, and C.-N. Huang, “Modeling and Control of Hybrid Electric Motorcycle with Direct-Driven Wheel Motor,” Mar. 2004. doi: 10.4271/2004-01-1054.
- [14] D.-G. Shao, Y.-B. Li, X.-Y. Wang, and J.-Z. Jiang, “A matlab-based simulation for hybrid electric motorcycle,” Journal of Shanghai University (English Edition), vol. 7, no. 2, pp. 178–184, Jun. 2003, doi: 10.1007/s11741-003-0088-6.
- [15] S. ZHU, H. NISHIMURA, S. IWAMATSU, and H. TAJIMA, “Dynamical Analysis of Motorcycle by Multibody Dynamics Approach,” Journal of System Design and Dynamics, vol. 2, no. 3, pp. 703–714, 2008, doi: 10.1299/jsdd.2.703.
- [16] S. Hima, L. Nehaoua, N. Seguy, and H. Arioui, “Motorcycle Dynamic Model Synthesis for Two Wheeled Driving Simulator,” in 2007 IEEE Intelligent Transportation Systems Conference, IEEE, Sep. 2007, pp. 812–817. doi: 10.1109/ITSC.2007.4357729.
- [17] A. Bonci, R. De Amicis, S. Longhi, G. A. Scala, and A. Andreucci, “Motorcycle lateral and longitudinal dynamic modeling in presence of tyre slip and rear traction,” in 2016 21st International Conference on Methods and Models in Automation and Robotics (MMAR), IEEE, Aug. 2016, pp. 391–396. doi: 10.1109/MMAR.2016.7575167.
- [18] D. Moreno Giner and M. Manka, “Motorcycle Dynamic Models for Virtual Rider Design and Cornering Analysis,” in Volume 6: ASME Power Transmission and Gearing Conference; 3rd International Conference on Micro- and Nanosystems; 11th International Conference on Advanced Vehicle and Tire Technologies, ASMEDC, Jan. 2009, pp. 869–878. doi: 10.1115/DETC2009-86823.
- [19] M. Ringdorfer and M. Horn, “Electric vehicle dynamics control during electrical system faults,” International Journal of Vehicle Performance, vol. 2, no. 2, p. 119, 2016, doi: 10.1504/IJVP.2016.075341.
- [20] T. J. Xian, S. Morris, and C. K. Wai, “Evaluation of worldwide harmonised light vehicles test procedure for electric vehicles using simulation,” International Journal of Vehicle Performance, vol. 7, no. 3/4, p. 364, 2021, doi: 10.1504/IJVP.2021.116064.
- [21] E. Cattin and C. Armenta Déu, “A new method to determine electric vehicle range in real driving conditions,” International Journal of Vehicle Performance, vol. 9, no. 1, p. 1, 2023, doi: 10.1504/IJVP.2023.10052227.
- [22] S. Pardhi, A. Deshmukh, and H. Ajrouche, “Modelling of detailed vehicle dynamics and quantitative impact of electric motor placement on regenerative braking,” International Journal of Vehicle Performance, vol. 9, no. 1, p. 16, 2023, doi: 10.1504/IJVP.2023.128033.
- [23] W. K. Yap and V. Karri, “Performance modelling and simulation of a hybrid electric scooter,” International Journal of Electric and Hybrid Vehicles, vol. 2, no. 1, p. 43, 2009, doi: 10.1504/IJEHV.2009.027676.
- [24] S. G. Naik and S. M. M. Nabi, “A comparative analysis of energy consumption in conventional and electric vehicles,” International Journal of Vehicle Performance, vol. 10, no. 2, pp. 177–195, 2024, doi: 10.1504/IJVP.2024.137691.
- [25] F.-A. LeBel, L. Pelletier, P. Messier, and J. P. Trovao, “Battery Pack Sizing Method - Case Study of an Electric Motorcycle,” in 2018 IEEE Vehicle Power and Propulsion Conference (VPPC), IEEE, Aug. 2018, pp. 1–6. doi: 10.1109/VPPC.2018.8604955.
- [26] H. L. Chan, “A new battery model for use with battery energy storage systems and electric vehicles power systems,” in 2000 IEEE Power Engineering Society Winter Meeting. Conference Proceedings (Cat. No.00CH37077), IEEE, pp. 470–475. doi: 10.1109/PESW.2000.850009.
- [27] W. Vermeer, G. R. C. Mouli, and P. Bauer, “A comprehensive review on the characteristics and modeling of lithium-ion battery aging,” IEEE Transactions on Transportation Electrification, vol. 8, no. 2, pp. 2205–2232, 2021, doi: 10.1109/TTE.2021.3138357.
- [28] M. Dubarry, G. Baure, C. Pastor-Fernández, T. F. Yu, W. D. Widanage, and J. Marco, “Battery energy storage system modeling: A combined comprehensive approach,” Journal of Energy Storage, vol. 21, pp. 172–185, Feb. 2019, doi: 10.1016/j.est.2018.11.012.
- [29] M. Dubarry, C. Pastor-Fernández, G. Baure, T. F. Yu, W. D. Widanage, and J. Marco, “Battery energy storage system modeling: Investigation of intrinsic cell-to-cell variations,” Journal of Energy Storage, vol. 23, pp. 19–28, Jun. 2019, doi: 10.1016/j.est.2019.02.016.
- [30] L. Ménard, G. Fontès, and S. Astier, “Dynamic energy model of a lithium-ion battery,” Mathematics and Computers in Simulation, vol. 81, no. 2, pp. 327–339, Oct. 2010, doi: 10.1016/j.matcom.2010.07.026.
- [31] K. Benabdelaziz and M. Maaroufi, “Battery dynamic energy model for use in electric vehicle simulation,” International Journal of Hydrogen Energy, vol. 42, no. 30, pp. 19496–19503, Jul. 2017, doi: 10.1016/j.ijhydene.2017.05.165.
- [32] S. X. Chen, K. J. Tseng, and S. S. Choi, “Modeling of Lithium-Ion Battery for Energy Storage System Simulation,” in 2009 Asia-Pacific Power and Energy Engineering Conference, IEEE, Mar. 2009, pp. 1–4. doi: 10.1109/APPEEC.2009.4918501.
- [33] O. Tremblay and L.-A. Dessaint, “Experimental Validation of a Battery Dynamic Model for EV Applications,” World Electric Vehicle Journal, vol. 3, no. 2, pp. 289–298, Jun. 2009, doi: 10.3390/wevj3020289.
- [34] U. Han, H. Kang, J. Song, J. Oh, and H. Lee, “Development of dynamic battery thermal model integrated with driving cycles for EV applications,” Energy Conversion and Management, vol. 250, p. 114882, Dec. 2021, doi: 10.1016/j.enconman.2021.114882.
- [35] Hanlei Zhang and Mo-Yuen Chow, “Comprehensive dynamic battery modeling for PHEV applications,” in IEEE PES General Meeting, IEEE, Jul. 2010, pp. 1–6. doi: 10.1109/PES.2010.5590108.
- [36] Y. Hu, S. Yurkovich, Y. Guezennec, and B. J. Yurkovich, “A technique for dynamic battery model identification in automotive applications using linear parameter varying structures,” Control Engineering Practice, vol. 17, no. 10, pp. 1190–1201, Oct. 2009, doi: 10.1016/j.conengprac.2009.05.002.
- [37] G. Paganelli, Y. G. Guezennec, H. Kim, and A. Brahma, “Battery Dynamic Modeling and Real-Time State-of-Charge Estimation in Hybrid Electric Vehicle Application,” in Dynamic Systems and Control, American Society of Mechanical Engineers, Nov. 2001, pp. 149–155. doi: 10.1115/IMECE2001/DSC-24519.
- [38] T. Mesbahi, F. Khenfri, N. Rizoug, K. Chaaban, P. Bartholomeüs, and P. Le Moigne, “Dynamical modeling of Li-ion batteries for electric vehicle applications based on hybrid Particle Swarm–Nelder–Mead (PSO–NM) optimization algorithm,” Electric Power Systems Research, vol. 131, pp. 195–204, Feb. 2016, doi: 10.1016/j.epsr.2015.10.018.
- [39] Y. Cao, R. C. Kroeze, and P. T. Krein, “Multi-timescale Parametric Electrical Battery Model for Use in Dynamic Electric Vehicle Simulations,” IEEE Transactions on Transportation Electrification, vol. 2, no. 4, pp. 432–442, Dec. 2016, doi: 10.1109/TTE.2016.2569069.
- [40] T.-T. Do, T.-N. Dinh, and V.-D. Ly, “Techno-economic assessment and strategic proposal for designing and optimizing the required powered battery for an electric motorcycle under varying driving cycle tests,” International Journal of Renewable Energy Development, vol. 14, no. 6, pp. 1181–1200, Nov. 2025, doi: 10.61435/ijred.2025.61561.
- [41] DiselNet, “Worldwide Harmonized Light Vehicles Test Cycle (WLTC),” 2019.
- [42] “Worldwide Harmonised Light Vehicles Test Procedure.”
- [43] Vinfast, “KLARA S 2022.”
- [44] W. Chen, H. Xiao, Q. Wang, L. Zhao, and M. Zhu, Integrated Vehicle Dynamics and Control. Wiley, 2016. doi: 10.1002/9781118380000.
- [45] “Kokam battery specifications.”
- [46] A. Systems, “Battery Pack Design, Validation, and Assembly Guide using A123 Systems AMP20M1HD-A Nanophosphate Cells,” 2014.
- [47] “Lithium-ion Toshiba battery specifications.”
- [48] “A123 battery specifications.”
- [49] “Panasonic battery specifications.”
- [50] “Molicel battery specifications.”
- [51] K. E. Thomas and J. Newman, “Thermal Modeling of Porous Insertion Electrodes,” Journal of The Electrochemical Society, vol. 150, no. 2, p. A176, 2003, doi: 10.1149/1.1531194.
- [52] D. L. Britton, T. B. Miller, and W. R. Bennett, “Thermal characterization study of lithium-ion cells,” in 10th Electrochemical Power Sources Symposium, 2007.
- [53] C. Forgez, D. Vinh Do, G. Friedrich, M. Morcrette, and C. Delacourt, “Thermal modeling of a cylindrical LiFePO4/graphite lithium-ion battery,” Journal of Power Sources, vol. 195, no. 9, pp. 2961–2968, May 2010, doi: 10.1016/j.jpowsour.2009.10.105.
- [54] “Toshiba battery specifications.”
- [55] G. Liu, M. Ouyang, L. Lu, J. Li, and X. Han, “Analysis of the heat generation of lithium-ion battery during charging and discharging considering different influencing factors,” Journal of Thermal Analysis and Calorimetry, vol. 116, no. 2, pp. 1001–1010, May 2014, doi: 10.1007/s10973-013-3599-9.
- [56] D. Velumani and A. Bansal, “Thermal Behavior of Lithium- and Sodium-Ion Batteries: A Review on Heat Generation, Battery Degradation, Thermal Runway – Perspective and Future Directions,” Energy & Fuels, vol. 36, no. 23, pp. 14000–14029, Dec. 2022, doi: 10.1021/acs.energyfuels.2c02889.
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