Energy Efficiency and Performance of PMSM Drives in Electric Vehicles under Variable Loads

DOI: https://doi.org/10.33650/jeecom.v8i2.16859
Authors

(1) * I Ketut Wiryajati   (Universitas Mataram)  
        Indonesia
(2)  I Made Mara   (Universitas Mataram)  
        Indonesia
(3)  I Chatur Adhi Wirya Aryadi   (Universitas Mataram)  
        Indonesia
(4)  Ida Ayu Sri Adnyani   (Universitas Mataram)  
        Indonesia
(*) Corresponding Author

Abstract


This study evaluates the performance and energy efficiency of an electric vehicle powertrain based on a Permanent Magnet Synchronous Motor under varying speed and load conditions using a real-time monitoring system. Experiments were conducted at speeds of 10–40 km/h and loads of 50–200 kg, measuring voltage, current, power, efficiency, and specific energy consumption. Results show that efficiency increases significantly from approximately 66% at low speeds to over 90% at higher speeds, while specific energy consumption decreases from 118 Wh/km to around 60 Wh/km, indicating improved energy utilization. Load variation has a relatively minor effect on efficiency but contributes to higher current and power demand. Efficiency gradient analysis reveals a reduced rate of improvement at higher speeds, suggesting saturation effects and the presence of an optimal operating region. Measurement validation confirms low error levels (<5%), ensuring data reliability. Overall, the system demonstrates optimal performance at medium to high speeds with significantly enhanced energy efficiency.


Keywords

Electric vehicle; energy efficiency; speed drive; specific energy consumption; real-time monitoring system







References


A. Waheeb, J. Omer, A. Babangida, and P. T. Szemes, “Dynamic Modeling and Optimization of Permanent Magnet Synchronous Electrical Machine Propulsion Powertrain at Different Modeling Levels,” vol. 22, no. 3, pp. 39–61, 2025.

M. N. Ferariu, I. Negru, M. A. Vint, D. L. Şteţ, L. Czumbil, and S. D. Cristea, “Analysis of electric vehicles contribution to CO2 reduction – case study,” in 2024 IEEE International Conference And Exposition On Electric And Power Engineering (EPEi), 2024, pp. 440–444. doi: 10.1109/EPEi63510.2024.10758147.

J. Reis, “Implementing electric vehicles in public services: a case study research,” Int. J. Electr. Hybrid Veh., vol. 11, no. 3, p. 205, 2019, doi: 10.1504/IJEHV.2019.101297.

A. Albatayneh, M. N. Assaf, D. Alterman, and M. Jaradat, “Comparison of the Overall Energy Efficiency for Internal Combustion Engine Vehicles and Electric Vehicles,” 2024, doi: 10.60692/mqf8c-ry455.

M. H. Saleem, S. W. Ali, and S. A. Shehzad, “Emission Reduction in Urban Environments by Replacing Conventional City Buses with Electric Bus Technology : A Case Study of Pakistan”.

A. Subramaniam, N. A. Ibrahim, S. N. Jabar, and S. A. Rahman, “Efficiency Analysis of Ipoh Driving Cycle Using Fuel Powered and Electric Vehicle Powertrain Model in Simulink,” vol. 8, no. 1, pp. 159–165, 2024.

D. Pradipta, D. R. Brafianto, M. Kurniawan, D. Pradipta, D. R. Brafianto, and M. Kurniawan, “Analisa Karakteristik Permanent Magnet Synchronous Motor Menggunakan Matlab-Simulink,” J. arus elektro Indones., vol. 10, no. 2, pp. 59–62, 2024, doi: 10.19184/jaei.v10i2.37947.

M. Wang and Z. Chen, “Research on Permanent Magnet Structure of Permanent Magnet Synchronous Motor for Electric Vehicle,” pp. 990–993, 2022, doi: 10.1109/IC2ECS57645.2022.10087921.

M. H. Ali, A. Abdel, R. Ramadan, D. M. Abass, and H. Ali, “Analysis and simulation model of three phase Permanent Magnet Synchronous Motor Drive ( PMSM ),” vol. 01011, 2024.

S. Divya and D. K. Kumar, “Model Predictive Control-Based Field-Oriented Control for Speed Regulation of Electric Vehicle PMSM Drives,” vol. 11, no. 11, pp. 399–408, 2024.

T. Paulraj and Y. P. Obulesu, “Comprehensive Performance Evaluation of 60 kW PMSM, EESM, and SynRM for Electric Vehicle Traction Under Steady-State and Drive Cycle Conditions,” IEEE Access, vol. 13, pp. 155916–155939, 2025, doi: 10.1109/ACCESS.2025.3606372.

M. R. Nasab, P. Ghalebani, S. Bruno, R. Cometa, and M. L. Scala, “Adaptive PI Control of PMSM for Electric Vehicle Application Based on Sliding-mode Extremum Seeking Algorithm,” in 2023 Asia Meeting on Environment and Electrical Engineering (EEE-AM), 2023, pp. 1–6. doi: 10.1109/EEE-AM58328.2023.10395885.

M. S. Iqubal, P. Sathiyan, A. A. Stonier, G. Peter, D. S. Vanaja, and V. Ganji, “An Extensive Critique on Electric Vehicle Components and Charging Systems,” Int. Trans. Electr. Energy Syst., vol. 2022, pp. 1–27, 2022, doi: 10.1155/2022/3612032.

S. Sharma, A. K. Panwar, and M. M. Tripathi, “Storage technologies for electric vehicles,” J. Traffic Transp. Eng., vol. 7, no. 3, pp. 340–361, 2020, doi: 10.1016/J.JTTE.2020.04.004.

F. Duffner, M. Wentker, M. Greenwood, and J. Leker, “Battery cost modeling: A review and directions for future research,” Renew. Sustain. Energy Rev., vol. 127, p. 109872, 2020, doi: 10.1016/J.RSER.2020.109872.

R. Mythili, D. Kumar, S. Shankar, M. S. Anver, and M. Vignesh, “Implementing a Controller for Extended Range Electric Vehicles,” pp. 703–706, 2024, doi: 10.1109/icoici62503.2024.10696417.

V. Mr, A. Pattalwar, M. Verma, and V. Bawa, “Study on Range Improvement Controls and Method for Electric Vehicles,” SAE Tech. Pap. Ser., 2024, doi: 10.4271/2024-26-0132.

S. Kadam, T. Dhanadhya, D. Patil, S. Prasad, and D. B. Kanase, “Optimizing Efficiency and Extending Battery Life in Electric Vehicles: A Comprehensive Analysis of System Components and Design Strategies,” pp. 1–6, 2024, doi: 10.1109/icisaa62385.2024.10829358.

E. Kozłowski, P. Wiśniowski, M. Gis, M. Zimakowska-Laskowska, and A. Borucka, “Vehicle Acceleration and Speed as Factors Determining Energy Consumption in Electric Vehicles,” Energies, vol. 17, no. 16, p. 4051, 2024, doi: 10.3390/en17164051.

C. Z. Q. G. L. M. W. Wang, “System Efficiency Improvement for Electric Vehicles,” 2017, doi: 10.3390/en10122030.

T. Wang, H. Li, and Z. Zhang, “A Model Predictive Control Method for Efficiency Optimization of Permanent Magnet Synchronous Motors,” J. Phys., vol. 2418, no. 1, p. 12087, 2023, doi: 10.1088/1742-6596/2418/1/012087.

M. Park and K. Lee, “Analysis of Switching Loss Based on Gate Resistance in a SiC MOSFET Inverter,” 2023, doi: 10.1109/cencon58932.2023.10369202.

N. G. M. Thao, S. Zhong, K. Fujisaki, F. Iwamoto, T. Kimura, and T. Yamada, “Assessment of motor core loss, copper loss and magnetic flux density with PAM inverter under dissimilar excitation angles,” Iet Electr. Power Appl., vol. 14, no. 4, pp. 622–637, 2020, doi: 10.1049/IET-EPA.2019.0164.

M. P. Kumar, S. Velpula, C. Saiprakash, and B. Sahoo, “Dynamic Model Design of Permanent Magnet Synchronous Motor Drive for Electric Vehicles,” vol. 1529, p. 12028, 2025, doi: 10.1088/1755-1315/1529/1/012028.

M. Yıldırım, E. Öksüztepe, and H. Kürüm, “Dynamic Model and Control of an Electric Vehicle with Four In-Wheel PMSMs,” Dicle üniversitesi mühendislik fakültesi mühendislik Derg., 2024, doi: 10.24012/dumf.1491154.

J. Mavlonov, S. Ruzimov, A. Tonoli, N. Amati, and A. A. Mukhitdinov, “Sensitivity Analysis of Electric Energy Consumption in Battery Electric Vehicles with Different Electric Motors,” World Electr. Veh. J., vol. 14, no. 2, p. 36, 2023, doi: 10.3390/wevj14020036.

J. Masri, M. Ismail, and A. Obaid, “Power Flow Simulation and Thermal Performance Analysis of Electric Vehicles Under Standard Driving Cycles,” Energies, vol. 18, no. 14, p. 3737, 2025, doi: 10.3390/en18143737.

D. Lu, M. Ouyang, J. Gu, and J. Li, “Optimal Velocity Control for a Battery Electric Vehicle Driven by Permanent Magnet Synchronous Motors,” Math. Probl. Eng., vol. 2014, no. 2014, pp. 1–14, 2014, doi: 10.1155/2014/193960.

M. M. S. Ibrahim, V. Rjabtsikov, A. Rassolkin, T. Vaimann, and A. Kallaste, “Validation of an EV-Permanent Magnet Synchronous Motor Model Based on Analytical Dynamic Approach,” Int. Conf. Electr. Mach., pp. 2384–2390, 2022, doi: 10.1109/ICEM51905.2022.9910755.

Q. Guo et al., “Minimum-Loss Torque Ratio Control for Permanent Magnet Synchronous Motor Drive Systems Based on a Loss Parameterization Model,” 2025, doi: 10.20944/preprints202507.0699.v1.

S. M. Levy, “Electrical Formulas and Calculations,” 2012, pp. 635–671. doi: 10.1016/B978-0-12-382243-7.00014-0.

E. William, Discrete-signal Analysis and Design.

W. Mo and W. Gis, “Development and validation of model of the electric car energy consumption,” no. 11, pp. 141–143, 2013.

C. Tofallis, “model selection and model estimation TH,” pp. 1352–1362, 2015, doi: 10.1057/jors.2014.103.

Y. Fang, W. Yang, Y. Kamiya, T. Imai, S. Ueki, and M. Kobayashi, “Speed Change Pattern Optimization for Improving the Electricity Consumption of an Electric Bus and Its Verification Using an Actual Vehicle,” 2024.

A. Burak and S. Baris, “Engineering Science and Technology , an International Journal State-dependent efficiency estimation in electric vehicles using an artificial neural network approach $,” Eng. Sci. Technol. an Int. J., vol. 74, no. December 2025, p. 102270, 2026, doi: 10.1016/j.jestch.2025.102270.


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