Abstract
Electric vehicles (EVs) with induction motor (IM) drives require energy optimization due to their limited energy storage capacity. Among the energy optimization methods currently available, a loss model-based controller (LMC) is a satisfactory technique, since it converges rapidly to an optimal operating point. Some of the simplifications applied to LMCs, such as neglecting the core loss and leakage inductances, affect IM drive performance negatively in terms of loss minimization. To overcome this problem, this paper presents an efficient LMC combined with direct torque control (DTC). The proposed method is based on the idea that the magnetizing current is much higher than the core loss current. Using the sum of the stator current and the rotor current instead of the magnetizing current, modelling the losses is simplified and the optimal stator flux is determined easily. A simulation study is carried out to evaluate the performance of the proposed scheme with an EV application during an FTP-75 urban driving cycle. A prototype 3 kW IM drive with a TMS320F28335 digital signal processor (DSP) is built to validate the simulation results. A significant efficiency improvement is obtained at low loads. Both simulation and experimental results demonstrate that the proposed DTC improves efficiency and decreases torque ripple.
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Ziane, D., Aissou, S., Azib, A., Rekioua, T.: Performance test of the control strategy applied to the electric vehicle, in the case of FWD and 4WD. Int. J. Hydrog. Energy. 39(36), 21259–21264 (2014)
Wu, J., Liang, J., Ruan, J., Zhang, N., Walker, P.D.: Efficiency comparison of electric vehicles powertrains with dual motor and single motor input. Mech. Mach. Theory 128, 569–585 (2018)
Aygun, H., Aktas, M.: A novel DTC method with efficiency improvement of IM for EV applications. Eng. Technol. Appl. Sci. Res. 8(5), 3456–3462 (2018)
Guan, Y., Zhu, Z.Q., Afinowi, I.A.A., Mipo, J.C., Farah, P.: Difference in maximum torque-speed characteristics of induction machine between motor and generator operation modes for electric vehicle application. Electr. Power Sys. Res. 136, 406–414 (2016)
Gdaim, S., Mtibaa, A., Mimouni, M.F.: Design and experimental implementation of DTC of an induction machine based on fuzzy logic control on FPGA. IEEE Trans. Fuzzy Syst. 23(3), 644–655 (2015)
Alsofyani, I.M., Idris, N.R.N., Lee, K.B.: Dynamic hysteresis torque band for improving the performance of lookup-table-based DTC of induction machines. IEEE Trans. Power Electron. 33(9), 7959–7970 (2018)
Alsofyani, I.M., Idris, N.R.N.: Simple flux regulation for improving state estimation at very low and zero speed of a speed sensorless direct torque control of an induction motor. IEEE Trans. Power Electron. 31(4), 3027–3035 (2016)
Taheri, A., Rahmati, A., Kaboli, S.: Energy optimization of field oriented six-phase induction motor drive. Adv. Electr. Comput. Eng. 11(2), 107–112 (2011)
Uddin, M.N., Nam, S.W.: Development of a nonlinear and model-based online loss minimization control of an IM drive. IEEE Trans. Energy Convers. 23(4), 1015–1024 (2008)
Ebrahim, O.S., Badr, M.A., Elgendy, A.S., Jain, P.K.: ANN-based optimal energy control of induction motor drive in pumping applications. IEEE Trans. Energy Convers. 25(3), 652–660 (2010)
Di Piazza, M.C., Pucci, M.: Techniques for efficiency improvement in PWM motor drives. Electr. Power Syst. Res. 136, 270–280 (2016)
Haddoun, A., Benbouzid, M.E.H., Diallo, D., Abdessemed, R., Ghouili, J., Srairi, K.: A loss-minimization DTC scheme for EV induction motors. IEEE Trans. Veh. Technol. 56(1), 81–88 (2007)
Wang, Y., Member, S., Ito, T., Lorenz, R.D.: Loss manipulation capabilities of deadbeat direct torque and flux control induction machine drives. IEEE Trans. Ind. Appl. 51(1), 4554–4566 (2015)
Ammar, A., Benakcha, A., Bourek, A.: Closed loop torque SVM-DTC based on robust super twisting speed controller for induction motor drive with efficiency optimization. Int. J. Hydrog. Energy. 42(28), 17940–17952 (2017)
Borisevich, A., Schullerus, G.: Energy efficient control of an induction machine under torque step changes. IEEE Trans. Energy Conv. 31(4), 1295–1303 (2016)
Tazerart, F., Mokrani, Z., Rekioua, D., Rekioua, T.: Direct torque control implementation with losses minimization of induction motor for electric vehicle applications with high operating life of the battery. Int. J. Hydrog. Energy 40(39), 13827–13838 (2015)
Kumar, R.H., Iqbal, A., Lenin, N.C.: Review of recent advancements of direct torque control in induction motor drives—a decade of progress. IET Power Electron. 11(1), 1–15 (2017)
Hafeez, M., Uddin, M.N., Rahim, N.A., Ping, H.W.: Self-tuned NFC and adaptive torque hysteresis-based DTC scheme for IM drive. IEEE Trans. Ind. Appl. 50(2), 1410–1420 (2014)
Arias, A., Romeral, L., Aldabas, E., Jayne, M.: Stator flux optimised direct torque control system for induction motors. Electr. Power Syst. Res. 73(3), 257–265 (2005)
Tremblay, O., Dessaint, L.A.: Experimental validation of a battery dynamic model for EV applications. World Elec. Veh. J. 3(2), 289–298 (2009)
Saw, L.H., Somasundaram, K., Ye, Y., Tay, A.A.O.: Electro-thermal analysis of Lithium Iron Phosphate battery for electric vehicles. J. Power Sources 249, 231–238 (2014)
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This work was supported by Karabuk University (no. KBÜ-BAP-14/2-DR-015).
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Aygun, H., Aktas, M. LMC-based DTC for efficiency improvement of IM drives and their electric vehicle applications. J. Power Electron. 20, 1232–1242 (2020). https://doi.org/10.1007/s43236-020-00116-5
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DOI: https://doi.org/10.1007/s43236-020-00116-5