Coupled Electromagnetic-Thermal Analysis for Predicting Traction Motor Characteristics According to Electric Vehicle Driving Cycle

The accuracy of motor characteristics prediction according to driving cycle can be improved by taking temperature change of motor into account. From this point of view, this paper proposes a fast and accurate coupled analysis method. To calculate motor circuit parameters, electromagnetic finite element analysis (FEA) is used. The proposed method consists of two stages to exclude the time consuming FEA from repetitive process. In pre-process stage, the circuit parameters are stored as look-up tables (LUTs) considering motor temperature. Further, a technique that allows reducing the number of analyses is developed to consider a wide operating temperature range with less time consumption. In main process stage, the torque and voltage equations are solved using the circuit parameter LUTs. Among the solved motor characteristics, losses are applied to lumped parameter thermal network (LPTN) as heat sources to figure out thermal characteristics. Here, techniques including loss separation and thermal parameter tuning are introduced to improve both accuracy and speed of the LPTN. Since the computation of the characteristic equations and LPTN are fast, the iterative analysis at entire time steps of the driving cycle is facilitated. An example of the proposed method is presented using worldwide harmonized light vehicle test procedure (WLTP). Thereafter, the effectiveness of the method is discussed by comparison with conventional methods. Finally, the experimental verifications are conducted to validate the electromagnetic FEA and LPTN used in this study.

[1]  Dan M. Ionel,et al.  Ultrafast Steady-State Multiphysics Model for PM and Synchronous Reluctance Machines , 2015, IEEE Transactions on Industry Applications.

[2]  Chenming Qiu,et al.  Current Distribution Method of Induction Motor for Electric Vehicle in Whole Speed Range Based on Gaussian Process , 2019, IEEE Access.

[3]  Gan Zhang,et al.  Coupled Magnetic-Thermal Fields Analysis of Water Cooling Flux-Switching Permanent Magnet Motors by an Axially Segmented Model , 2016, IEEE Transactions on Magnetics.

[4]  Joachim Bocker,et al.  Global Identification of a Low-Order Lumped-Parameter Thermal Network for Permanent Magnet Synchronous Motors , 2016, IEEE Transactions on Energy Conversion.

[5]  Janne Nerg,et al.  Iron Loss Analysis of the Permanent-Magnet Synchronous Machine Based on Finite-Element Analysis Over the Electrical Vehicle Drive Cycle , 2016, IEEE Transactions on Industrial Electronics.

[6]  Antonio Griffo,et al.  PWM-Based Flux Linkage and Rotor Temperature Estimations for Permanent Magnet Synchronous Machines , 2020, IEEE Transactions on Power Electronics.

[7]  Panos Y. Papalambros,et al.  Electric Vehicle Design Optimization: Integration of a High-Fidelity Interior-Permanent-Magnet Motor Model , 2015, IEEE Transactions on Vehicular Technology.

[8]  Kwan-Soo Lee,et al.  Thermal nexus model for the thermal characteristic analysis of an open-type air-cooled induction motor , 2017 .

[9]  D. R. Turner,et al.  Lumped parameter thermal model for electrical machines of TEFC design , 1991 .

[10]  Hae-Joong Kim,et al.  Simple Size Determination of Permanent-Magnet Synchronous Machines , 2017, IEEE Transactions on Industrial Electronics.

[11]  Xiaoyong Zhu,et al.  Performance Analysis of a Double-Salient Permanent-Magnet Double-Rotor Motor Using Electromagnetic–Thermal Coupling Method , 2016, IEEE Transactions on Applied Superconductivity.

[12]  Ka Wai Eric Cheng,et al.  Design of a New Enhanced Torque In-Wheel Switched Reluctance Motor With Divided Teeth for Electric Vehicles , 2017, IEEE Transactions on Magnetics.

[13]  S. Mukundan,et al.  Parameter Determination of PMSM Using Coupled Electromagnetic and Thermal Model Incorporating Current Harmonics , 2018, IEEE Transactions on Magnetics.

[14]  Masood Ghasemi,et al.  Integrated Powertrain Energy Management and Vehicle Coordination for Multiple Connected Hybrid Electric Vehicles , 2018, IEEE Transactions on Vehicular Technology.

[15]  Rafal Wrobel,et al.  Estimation of Equivalent Thermal Parameters of Impregnated Electrical Windings , 2013, IEEE Transactions on Industry Applications.

[16]  Pragasen Pillay,et al.  Novel Flux Linkage Estimation Algorithm for a Variable Flux PMSM , 2018, IEEE Transactions on Industry Applications.

[17]  Joachim Bocker,et al.  Design and identification of a lumped-parameter thermal network for permanent magnet synchronous motors based on heat transfer theory and particle swarm optimisation , 2015, 2015 17th European Conference on Power Electronics and Applications (EPE'15 ECCE-Europe).

[18]  Jae-Gil Lee,et al.  Electromagnetic and thermal analysis and design of a novel‐structured surface‐mounted permanent magnet motor with high‐power‐density , 2019, IET Electric Power Applications.

[19]  Marco Cossale,et al.  Electrical Machines Thermal Model: Advanced Calibration Techniques , 2019, IEEE Transactions on Industry Applications.

[20]  Myung-Seop Lim,et al.  Design Process and Verification of SPMSM for a Wearable Robot Considering Thermal Characteristics Through LPTN , 2021, IEEE/ASME Transactions on Mechatronics.

[21]  Jung-Pyo Hong,et al.  Modeling of coreloss resistance for d-q equivalent circuit analysis of IPMSM considering harmonic linkage flux , 2010, Digests of the 2010 14th Biennial IEEE Conference on Electromagnetic Field Computation.

[22]  Xavier Kestelyn,et al.  Adaptive Energy Management System Based on a Real-Time Model Predictive Control With Nonuniform Sampling Time for Multiple Energy Storage Electric Vehicle , 2017, IEEE Transactions on Vehicular Technology.

[23]  B. G. Fernandes,et al.  A Novel Ferrite SMDS Spoke-Type BLDC Motor for PV Bore-Well Submersible Water Pumps , 2017, IEEE Transactions on Industrial Electronics.

[24]  David L. Waltz,et al.  Vehicle Electrification: Status and Issues , 2011, Proceedings of the IEEE.

[25]  W. Cao,et al.  Analysis of temperature field for a surface-mounted and interior permanent magnet synchronous motor adopting magnetic-thermal coupling method , 2018 .

[26]  Andrea Cavagnino,et al.  Experimental Characterization of a Belt-Driven Multiphase Induction Machine for 48-V Automotive Applications: Losses and Temperatures Assessments , 2016, IEEE Transactions on Industry Applications.

[27]  Minos E. Beniakar,et al.  Fast Adaptive Evolutionary PM Traction Motor Optimization Based on Electric Vehicle Drive Cycle , 2017, IEEE Transactions on Vehicular Technology.

[28]  K. Yamazaki,et al.  Rotor Loss Analysis of Interior Permanent Magnet Motors Using Combination of 2-D and 3-D Finite Element Method , 2009, IEEE Transactions on Magnetics.

[29]  P. Zheng,et al.  Thermal analysis and experimental verification of a staggered‐teeth transverse‐flux permanent‐magnet linear machine , 2018, IET Electric Power Applications.

[30]  Weiwen Deng,et al.  Energy Efficiency Improvement via Bus Voltage Control of Inverter for Electric Vehicles , 2017, IEEE Transactions on Vehicular Technology.

[31]  Jae-Woo Jung,et al.  Temperature Estimation of IPMSM Using Thermal Equivalent Circuit , 2012, IEEE Transactions on Magnetics.

[32]  Ali Emadi,et al.  Making the Case for Electrified Transportation , 2015, IEEE Transactions on Transportation Electrification.

[33]  Yugong Luo,et al.  Predictive Energy Management Strategy for Fully Electric Vehicles Based on Preceding Vehicle Movement , 2017, IEEE Transactions on Intelligent Transportation Systems.

[34]  Jae‐Hyun Kim,et al.  Suppression of Torque Ripple Caused by Misalignment of the Gearbox by Using Harmonic Current Injection Method , 2020, IEEE/ASME Transactions on Mechatronics.

[35]  Dan M. Ionel,et al.  Design Optimization of a High Torque Density Spoke-Type PM Motor for a Formula E Race Drive Cycle , 2018, IEEE Transactions on Industry Applications.

[36]  Sang-Yong Jung,et al.  Electromagnetic and Thermal Analysis of a Surface-Mounted Permanent-Magnet Motor with Overhang Structure , 2017, IEEE Transactions on Magnetics.

[37]  Daqing Gong,et al.  Solving Location Problem for Electric Vehicle Charging Stations—A Sharing Charging Model , 2019, IEEE Access.

[38]  Gilsu Choi,et al.  Maximum efficiency control strategy of PM traction machine drives in GM hybrid and electric vehicles , 2017, 2017 IEEE Energy Conversion Congress and Exposition (ECCE).

[39]  Janne Nerg,et al.  Magneto-Thermal Analysis of an Axial-Flux Permanent-Magnet-Assisted Eddy-Current Brake at High-Temperature Working Conditions , 2020, IEEE Transactions on Industrial Electronics.

[40]  Jung-Pyo Hong,et al.  Thermal Analysis and Verification of PMSM Using LPTN Considering Mechanical Components and Losses , 2018, 2018 XIII International Conference on Electrical Machines (ICEM).

[41]  Kun Yang,et al.  Study on the Thermal Characteristics of In-Wheel Motor Drive System Based on Driving Cycles , 2019, IEEE Access.

[42]  Patrick Lagonotte,et al.  An Investigation Into the Coupling of Magnetic and Thermal Analysis for a Wound-Rotor Synchronous Machine , 2018, IEEE Transactions on Industrial Electronics.

[43]  Shumei Cui,et al.  A thermal-electromagnetic coupled motor design flow for electric aircraft propeller drive application , 2017, 2017 IEEE Transportation Electrification Conference and Expo, Asia-Pacific (ITEC Asia-Pacific).