Concept of the Test Bench for Electrical Vehicle Propulsion Drive Data Acquisition

The goal of the proposed concept is to develop a specialized unsupervised prognosis and control platform for electrical vehicle propulsion drive performance estimation. This goal requires the development of several subtasks and related objectives, therefore the state-of-the-art analysis of the current development in electric vehicle propulsion drives is presented in the paper. Digital Twin as modern technology trend covers a wide range of services, such as efficiency improving, minimizing failure rates, shorten development cycles, and provides new opportunities for remote control and maintenance of the device. In this paper, the general description of requirements for creating a Digital Twin is discussed. The construction of electric vehicle propulsion drive, as physical devices models of Digital Twin, can be carried out using the well-established modeling techniques, the possible solutions are also presented. Different physical models of separate parts of electric vehicle components (power controller, motor(s), gearbox(es), etc.), and the related reduced models of these components (test benches) are proposed.

[1]  Valery Vodovozov,et al.  Reserves for regenerative braking of battery electric vehicles , 2014, 2014 Electric Power Quality and Supply Reliability Conference (PQ).

[2]  Li Wen,et al.  Dual-test bench for high-power traction motor propulsion system on EV , 2008, 2008 IEEE Vehicle Power and Propulsion Conference.

[3]  Cynthia A. Phillips,et al.  Virtually the Same: Comparing Physical and Virtual Testbeds , 2019, 2019 International Conference on Computing, Networking and Communications (ICNC).

[4]  Daniela Fogli,et al.  A Survey on Digital Twin: Definitions, Characteristics, Applications, and Design Implications , 2019, IEEE Access.

[5]  Andreas Andersson,et al.  Influence of Inverter Modulation Strategy on Electric Drive Efficiency and Perceived Sound Quality , 2016, IEEE Transactions on Transportation Electrification.

[6]  Folker Renken,et al.  Test bench to optimize the Powertrain in Battery-Electric and Fuel-Cell Vehicles , 2018, 2018 International Symposium on Electronics and Telecommunications (ISETC).

[7]  Hongshan Zha,et al.  Emulating Electric Vehicle's Mechanical Inertia Using an Electric Dynamometer , 2010, 2010 International Conference on Measuring Technology and Mechatronics Automation.

[8]  Edward H. Glaessgen,et al.  The Digital Twin Paradigm for Future NASA and U.S. Air Force Vehicles , 2012 .

[9]  Yang Jian,et al.  Research of a novel flexible load for electric vehicle test bench , 2010, 2010 International Conference on Computer and Communication Technologies in Agriculture Engineering.

[10]  Lin Cheng,et al.  Real-time Estimation of Road Friction Coefficient for the Electric Vehicle , 2012, 2012 Third World Congress on Software Engineering.

[11]  Sang-Ho Lee,et al.  Reduction Design of Vibration and Noise in IPMSM Type Integrated Starter and Generator for HEV , 2010, IEEE Transactions on Magnetics.

[12]  Tuomo Lindh,et al.  Experimental Identification and Parameter Estimation of the Mechanical Driveline of a Hybrid Bus , 2018, IEEE Transactions on Industrial Electronics.

[13]  Rad Stanev A control strategy and operation paradigm for electrical power systems with electric vehicles and distributed energy ressources , 2016, 2016 19th International Symposium on Electrical Apparatus and Technologies (SIELA).

[14]  Zhang Ye,et al.  Study of reliability and accelerated life test of electric drive system , 2009, 2009 IEEE 6th International Power Electronics and Motion Control Conference.

[15]  Lina Bertling Tjernberg,et al.  Extension of test system for distribution system reliability analysis with integration of Electric Vehicles in distribution system , 2011, 2011 2nd IEEE PES International Conference and Exhibition on Innovative Smart Grid Technologies.

[16]  Andrew Y. C. Nee,et al.  Background and Concept of Digital Twin , 2019, Digital Twin Driven Smart Manufacturing.

[17]  Mihai Octavian Popescu,et al.  EMC Normes for Testing Electric and Hybrid Cars , 2019, 2019 Electric Vehicles International Conference (EV).

[18]  Wang Yaonan,et al.  Research on modeling and simulation of hybrid electric vehicle energy control system , 2005, 2005 International Conference on Electrical Machines and Systems.

[19]  Zhao Hui,et al.  Design of a versatile test bench for hybrid electric vehicles , 2008, 2008 IEEE Vehicle Power and Propulsion Conference.

[20]  Toomas Vaimann,et al.  Dynamic control system for electric motor drive testing on the test bench , 2015, 2015 9th International Conference on Compatibility and Power Electronics (CPE).

[21]  Olegas Prentkovskis,et al.  Identification of Road-Surface Type Using Deep Neural Networks for Friction Coefficient Estimation , 2020, Sensors.

[22]  Fabrizio Marignetti,et al.  Design and experiments of a test equipment for hybrid and electric vehicle drivetrains , 2017, 2017 Twelfth International Conference on Ecological Vehicles and Renewable Energies (EVER).

[23]  A. Kallaste,et al.  Propulsion Motor Drive Topology Selection for Further Development of ISEAUTO Self-Driving Car , 2018, 2018 IEEE 59th International Scientific Conference on Power and Electrical Engineering of Riga Technical University (RTUCON).

[24]  Matti Lehtonen,et al.  Current harmonics of EV chargers and effects of diversity to charging load current distortions in distribution networks , 2013, 2013 International Conference on Connected Vehicles and Expo (ICCVE).

[25]  Poria Fajri,et al.  Emulating On-Road Operating Conditions for Electric-Drive Propulsion Systems , 2016, IEEE Transactions on Energy Conversion.

[26]  F.P. Tredeau,et al.  Performance evaluation of lithium polymer batteries for use in electric vehicles , 2008, 2008 IEEE Vehicle Power and Propulsion Conference.

[27]  Jürgen Roßmann,et al.  Developing virtual testbeds for intelligent robot manipulators - An eRobotics approach , 2014, 2014 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[28]  Electric vehicle performance and consumption evaluation , 2013, 2013 World Electric Vehicle Symposium and Exhibition (EVS27).

[29]  Pascal Brunner,et al.  Virtual safety performance assessment for automated driving in complex urban traffic scenarios , 2019, 2019 IEEE Intelligent Transportation Systems Conference (ITSC).

[30]  Anton Rassõlkin,et al.  Digital twin for propulsion drive of autonomous electric vehicle , 2019, 2019 IEEE 60th International Scientific Conference on Power and Electrical Engineering of Riga Technical University (RTUCON).

[31]  Jun-Seok Oh,et al.  Virtual Testbed for Assessing Probe Vehicle Data in IntelliDrive Systems , 2011, IEEE Transactions on Intelligent Transportation Systems.

[32]  Karsten Propp,et al.  Simulation for prediction of vehicle efficiency, performance, range and lifetime: A review of current techniques and their applicability to current and future testing standards , 2014 .

[33]  Holger Hirsch,et al.  Latest development of the national and international EMC-standards for electric vehicles and their charging infrastructure , 2015, 2015 IEEE International Symposium on Electromagnetic Compatibility (EMC).

[34]  Xin Li,et al.  Research and discussion on electric vehicles charging cable testing methods in different standard systems , 2015, 2015 5th International Conference on Electric Utility Deregulation and Restructuring and Power Technologies (DRPT).

[35]  Chunting Mi,et al.  Modeling of a hybrid electric vehicle powertrain test cell using bond graphs , 2005, IEEE Transactions on Vehicular Technology.

[36]  Pavel Karban,et al.  Artap: Robust Design Optimization Framework for Engineering Applications , 2019, 2019 Third International Conference on Intelligent Computing in Data Sciences (ICDS).

[37]  Jürgen Roßmann,et al.  A Virtual Testbed for Human-Robot Interaction , 2013, 2013 UKSim 15th International Conference on Computer Modelling and Simulation.

[38]  James Marco,et al.  Understanding vibration frequencies experienced by electric vehicle batteries , 2013 .

[39]  Nectar Jinil,et al.  Deep Learning method to predict Electric Vehicle power requirements and optimizing power distribution , 2019, 2019 Fifth International Conference on Electrical Energy Systems (ICEES).

[40]  Lassi Aarniovuori,et al.  Multidisciplinary Design of a Permanent-Magnet Traction Motor for a Hybrid Bus Taking the Load Cycle into Account , 2016, IEEE Transactions on Industrial Electronics.

[41]  Valery Vodovozov,et al.  A test bench to study propulsion drives of electric vehicles , 2013, 2013 International Conference-Workshop Compatibility And Power Electronics.

[42]  Qiang Song,et al.  Compilation of dynamic efficiency test cycle for motor propulsion system on hybrid electric vehicle , 2010, 2010 IEEE International Conference on Intelligent Computing and Intelligent Systems.

[43]  Anton Rassõlkin,et al.  Library of Samples for E-Vehicle Propulsion Drive Tuning , 2014 .

[44]  Michael W. Grieves,et al.  Digital Twin: Mitigating Unpredictable, Undesirable Emergent Behavior in Complex Systems , 2017 .

[45]  J. C. Balda,et al.  A versatile laboratory test bench for developing powertrains of electric vehicles , 2002, Proceedings IEEE 56th Vehicular Technology Conference.

[46]  Y. S. Wong,et al.  Life Cycle Cost Analysis of Different Vehicle Technologies in Singapore , 2010 .

[47]  Anton Rassõlkin,et al.  Development case study of the first estonian self-driving car, iseauto , 2018, Electrical, Control and Communication Engineering.

[48]  Chen Dong,et al.  Research on Testing System and Test Method for Charging Facilities of Electric Vehicles , 2018, 2018 5th IEEE International Conference on Cloud Computing and Intelligence Systems (CCIS).

[49]  K. Jezernik,et al.  Use of dynamic emulation of mechanical loads in the testing of electrical vehicle driveline control algorithms , 2007, 2007 European Conference on Power Electronics and Applications.

[50]  Jürgen Roßmann,et al.  Virtual Robotic Testbeds: A Foundation for e-Robotics in Space, in Industry - And in the Woods , 2011, 2011 Developments in E-systems Engineering.

[51]  Valery Vodovozov,et al.  Experimental setup to explore the drives of battery electric vehicles , 2013, 2013 World Electric Vehicle Symposium and Exhibition (EVS27).

[52]  Zhang Chengning,et al.  Study on electromagnetic interference restraining of electric vehicle charging system , 2011, 2011 4th International Conference on Power Electronics Systems and Applications.

[53]  R. Miceli,et al.  A test cycle for the standardization and characterization of electric drives for electric vehicles-experimental approach , 1996, Proceedings of International Conference on Power Electronics, Drives and Energy Systems for Industrial Growth.

[54]  Johan Gyselinck,et al.  Model-based design and testing for electric vehicle driveability analysis , 2016, 2016 IEEE 16th International Conference on Environment and Electrical Engineering (EEEIC).

[55]  Li Zhongxing,et al.  Experimental study on vibration and noise of pure electric vehicle (PEV) drive system , 2011, 2011 International Conference on Electric Information and Control Engineering.

[56]  Vladimir Shepelev,et al.  Possibility of Digital Twins Technology for Improving Efficiency of the Branded Service System , 2018, 2018 Global Smart Industry Conference (GloSIC).

[57]  F. Tao,et al.  Applications of Digital Twin , 2019, Digital Twin Driven Smart Manufacturing.

[58]  F. Gustin,et al.  Inverter components reliability tests for hybrid electrical vehicles , 2009, 2009 IEEE 6th International Power Electronics and Motion Control Conference.

[59]  Abdulmotaleb El Saddik,et al.  C2PS: A Digital Twin Architecture Reference Model for the Cloud-Based Cyber-Physical Systems , 2017, IEEE Access.

[60]  C. Popescu,et al.  Study Of Radiated Emissions Produced By An Electric Vehicle In Different Operating Modes , 2019, 2019 Electric Vehicles International Conference (EV).

[61]  Jie Zhang,et al.  Intelligent Test System on the Power Battery of Hybrid Electric Vehicle , 2010, 2010 Second International Workshop on Education Technology and Computer Science.

[62]  P. Fajri,et al.  Control approach based on equivalent vehicle rotational inertia suitable for motor-dynamometer test bench emulation of electric vehicles , 2013, 2013 International Electric Machines & Drives Conference.

[63]  P. Taklaja,et al.  Modelling EVs in residential distribution grid with other nonlinear loads , 2015, 2015 IEEE 15th International Conference on Environment and Electrical Engineering (EEEIC).

[64]  Mehrdad Kazerani,et al.  Systematic electric vehicle scaling for test bed simulation , 2016, 2016 IEEE Transportation Electrification Conference and Expo (ITEC).

[65]  Terry M. North,et al.  Automotive EMC testing — The challenges of testing battery systems for electric and hybrid vehicles , 2012, IEEE Electromagnetic Compatibility Magazine.

[66]  N. Jinrui,et al.  A Study of Energy Management System of Electric Vehicles , 2006, 2006 IEEE Vehicle Power and Propulsion Conference.

[67]  Toivo Tähemaa,et al.  DIGITAL TWIN BASED SYNCHRONISED CONTROL AND SIMULATION OF THE INDUSTRIAL ROBOTIC CELL USING VIRTUAL REALITY , 2019, Journal of Machine Engineering.

[68]  Michael Schluse,et al.  From simulation to experimentable digital twins: Simulation-based development and operation of complex technical systems , 2016, 2016 IEEE International Symposium on Systems Engineering (ISSE).

[69]  Jin Kusaka,et al.  Reducing test duration for EV mileage per charge — Preparation and evaluation of new testing methodology , 2013, 2013 World Electric Vehicle Symposium and Exhibition (EVS27).

[70]  Yazan M. Alsmadi,et al.  Lifetime Test Design for Second-Use Electric Vehicle Batteries in Residential Applications , 2017, IEEE Transactions on Sustainable Energy.

[71]  Toomas Vaimann,et al.  Induction machine fault detection using smartphone recorded audible noise , 2018, IET Science, Measurement & Technology.

[72]  A. Kallaste,et al.  Calculation of the traction effort of ISEAUTO self-driving vehicle , 2018, 2018 25th International Workshop on Electric Drives: Optimization in Control of Electric Drives (IWED).

[73]  Anton Rassõlkin,et al.  Self-driving car ISEAUTO for research and education , 2018, 2018 19th International Conference on Research and Education in Mechatronics (REM).

[74]  Hua Zhou,et al.  Test and Rating Methods for Electrical Vehicles Performance Evaluation in China , 2017, 2017 IEEE Vehicle Power and Propulsion Conference (VPPC).

[75]  Pavel Karban,et al.  Comparison of simplified techniques for solving selected coupled electroheat problems , 2020 .

[76]  Wilfried Sihn,et al.  Digital Twin in manufacturing: A categorical literature review and classification , 2018 .

[77]  Yuriy Vagapov,et al.  Insulation fault detection and localisation in electric and hybrid electric vehicles , 2016, 2016 51st International Universities Power Engineering Conference (UPEC).

[78]  Anton Rassõlkin,et al.  Artificial Intelligence in Monitoring and Diagnostics of Electrical Energy Conversion Systems , 2020, 2020 27th International Workshop on Electric Drives: MPEI Department of Electric Drives 90th Anniversary (IWED).

[79]  Alecksey Anuchin,et al.  Estimation of the requirements for hybrid electric powertrain based on analysis of vehicle trajectory using GPS and accelerometer data , 2018, 2018 25th International Workshop on Electric Drives: Optimization in Control of Electric Drives (IWED).

[80]  Yoichi Hori,et al.  Traction control of electric vehicle: basic experimental results using the test EV "UOT electric march" , 1998 .

[81]  Ju Lee,et al.  A Study of Methodological Evaluating and Testing Standards for on-Board Charger , 2018, 2018 21st International Conference on Electrical Machines and Systems (ICEMS).

[82]  Daniel Losch,et al.  Virtual BIM Testbeds: The eRobotics Approach to BIM and Its Integration into Simulation, Rendering, Virtual Reality and More , 2015, 2015 International Conference on Developments of E-Systems Engineering (DeSE).

[83]  Andrew Y. C. Nee,et al.  Five-Dimension Digital Twin Modeling and Its Key Technologies , 2019, Digital Twin Driven Smart Manufacturing.

[84]  Jürgen Roßmann,et al.  Developing Virtual Testbeds for mobile robotic applications in the woods and on the moon , 2010, 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems.

[85]  Janis Zakis,et al.  Experimental verification of light electric vehicle charger multiport topology , 2015, 2015 9th International Conference on Compatibility and Power Electronics (CPE).

[86]  Toomas Vaimann,et al.  Environmental and life cycle cost analysis of a synchronous reluctance machine , 2016, 2016 57th International Scientific Conference on Power and Electrical Engineering of Riga Technical University (RTUCON).

[87]  S. Orlova,et al.  Lifecycle Analysis of Different Motors from the Standpoint of Environmental Impact , 2016 .

[88]  A. Emadi,et al.  Plug-in Hybrid Electric Vehicles: Testing, Simulations, and Analysis , 2007, 2007 IEEE Vehicle Power and Propulsion Conference.