A Systematic Review and Future Development of Automotive Chassis Control Technology
Abstract
:1. Introduction
2. Automotive Steering-By-Wire System
2.1. The State of the Art
2.2. Key Technologies
- (1)
- Fault tolerance
- (2)
- Road feeling feedback
3. Automotive Braking by Wire System
3.1. The State of the Art
3.2. Key Technologies
- (1)
- Optimal distribution strategy of braking force
- (2)
- System safety and fault tolerance
4. Automotive Driving by Wire System
4.1. The State of the Art
4.2. Key Technologies
- (1)
- Efficiency improvement of permanent magnet synchronous motor
- (2)
- Hub Motor Technology
- (3)
- Motor controller
5. Automotive Suspension by Wire System
5.1. The State of the Art
5.2. Key Technologies Regarding Fault Tolerance
6. Discussion
7. Conclusions
- (1)
- Steering by wire: At present, the technology of steer-by-wire systems is mainly in the research and development stage. From the perspective of vehicle manufacturers, only the Infiniti Q50 has been equipped with this technology in mass production, and Pan Asia and Tongji University jointly carry out pre-research and development, without cooperation with component manufacturers. From the perspective of suppliers, Bosch, ZF Friedrichshafen, and other manufacturers are actively developing and making samples, but they have not been equipped in the whole vehicle. Bosch’s line-control steering system adopts a dual-redundancy, full-backup scheme.
- (2)
- Braking by wire: At present, the mainstream route for launching control technology in the market is the Electronic Hydraulic Brake (EHB) system, and there are already several mass-produced products, such as Bosch’s iBooster and mainland’s MK C1. The Electronic Mechanical Braking (EMB) system is still in the research and development stage due to its immature technology.
- (3)
- Driving by wire: For traditional internal combustion engine vehicles, the drive-by-wire technology (throttle-by-wire) is currently widely used in passenger cars and commercial vehicles, with a market share of over 99%; For new energy vehicles, wire-controlled drive technology has been fully applied and is currently in the stage of centralized motor drive. With the improvement of electrification level, the future will develop towards distributed drive represented by wheel edge motors and wheel hub motors.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Tang, P.; Zhao, H.J.; Xu, Z. Current Situation and Trend of Wire-Controlled Chassis Control Technology Development. In Proceedings of the SPIE—The International Conference on Optical Engineering, Nanjing, China, 24–27 November 2022; p. 12309. [Google Scholar]
- Chen, X.; Liang, D.; Wu, X.; Huang, L. Design and analysis of suspension guiding mechanism of independent steer-by-wire system. Tongji Daxue Xuebao/J. Tongji Univ. 2014, 42, 1567–1571. [Google Scholar]
- Fu, Y.; Zhang, L.; Wei, C.; Tang, P. Research and analysis of steering-by-wire system stability. J. Phys. Conf. Ser. 2021, 2121, 012028. [Google Scholar] [CrossRef]
- Hu, C.; Pan, G.; Kong, L.; Yu, J. Research of Brake by Wire System. J. Phys. Conf. Ser. 2023, 2479. [Google Scholar] [CrossRef]
- Jian, L. Research status and development prospect of electric vehicles based on hub motor. In Proceedings of the China International Conference on Electricity Distribution, CICED, Tianjin, China, 17–19 September 2018; pp. 126–129. [Google Scholar]
- Zhang, Y.; Lu, G. Research on Control Method of Four-Wheel-Independent-Driving System Based on X-by-Wire Chassis. Lect. Notes Electr. Eng. 2022, 769, 603–626. [Google Scholar]
- Wang, Y.; Yang, J.J.; Mbiye, N.M. An automotive EHPS software reliability and testing. In Proceedings of the 2020 Annual Reliability and Maintainability Symposium (RAMS), Palm Springs, CA, USA, 27–30 January 2020. [Google Scholar]
- Irmer, M.; Degen, R.; Nubgen, A.; Thomas, K.; Henrichfreise, H.; Ruschitzka, M. Development and Analysis of a Detail Model for Steer-by-Wire Systems. IEEE Access 2023, 11, 7229–7236. [Google Scholar] [CrossRef]
- Orizco, A.R. Evaluation of an Active Steering System; KTH Royal Institute of Technology: Stockholm, Sweden, 2004. [Google Scholar]
- Badawy, A.; Zuraski, J.; Bolourchi, F.; Chandy, A. Modeling and Analysis of an Electric Power Steering System; Paper No.1999-01-0399; SAE International: Warrendale, PA, USA, 1999. [Google Scholar]
- Mortazavizadeh, S.A.; Ghaderi, A.; Ebrahimi, M.; Hajian, M. Recent Developments in the Vehicle Steer-by-Wire System. IEEE Trans. Transp. Electrif. 2020, 6, 1226–1235. [Google Scholar] [CrossRef]
- Isah, A.; Mohammed, A.; Hamza, A. Electric Power-Assisted Steering: A Review. In Proceedings of the 2019 2nd International Conference of the IEEE Nigeria Computer Chapter, NigeriaComputConf 2019, Zaria, Nigeria, 14–17 October 2019. [Google Scholar]
- Indrawanto Ayatullah, T.; Prayoga, R.A. On the Design of Electric Power Steering Control Unit. In Proceedings of the 2018 5th International Conference on Electric Vehicular Technology, ICEVT 2018, Surakarta, Indonesia, 30–31 October 2018; pp. 210–213. [Google Scholar]
- Zhang, Z.; Ge, Y.; Li, C.; Xu, P. Research on EPS Control Strategy Based on BAS Algorithm. In 2022 41st Chinese Control Conference, CCC; IEEE Computer Society: Wuhu, China, 2022; pp. 5408–5413. [Google Scholar]
- Simionescu, P.A.; Hoeltgebaum, T.; Martins, D. On the Evolution of Automotive Steering Mechanisms. Mech. Mach. Sci. 2022, 118, 116–128. [Google Scholar]
- Hu, A. Development of the automobile steering system. Appl. Mech. Mater. 2011, 42, 272–275. [Google Scholar] [CrossRef]
- Cheon, D.; Nam, K.; Oh, S. Design and Robust Control of a Precise Torque Controllable Steering Module for Steer-by-Wire Systems. IEEE Trans. Ind. Electron. 2022, 69, 13245–13254. [Google Scholar] [CrossRef]
- Cong, Z.; Jian, X.; Iqbal, M.N. Review on automobile steering-by-wire system development. Appl. Mech. Mater. 2012, 130–134, 2194–2197. [Google Scholar] [CrossRef]
- Salih, S.Y. Intelligent Performance, Architecture Analysis, Functional Safety Metrics of Automated Steering Systems for Autonomous Vehicles. In ProQuest Dissertations and Theses Global; ProQuest LLC: Ann Arbor, MI, USA, 2022. [Google Scholar]
- Peter, D. Electric Power Steering―The First Step on the Way to Steering by Wire; Paper No.1999-01-0401; SAE International: Hanover, Germany, 1999. [Google Scholar]
- Rath, M.; Kelly, M.; Kober, K.; Gulati, A. Optimum Design of a Steer by Wire System Using Systematic System Engineering Approach; Paper No.2008-01-1452; SAE International: Warrendale, PA, USA, 2008. [Google Scholar]
- Mortazavizadeh, S.A.; Ebrahimi, M.; Ghaderi, A.; Hajian, M. Fault-tolerant control of steer-by-wire systems under voltage and current sensors faults. Electr. Eng. 2021, 103, 407–415. [Google Scholar] [CrossRef]
- Kwon, B.-S. Fault-tolerant Control Strategy for Steer-by-wire Vehicles Using Rear-wheel Steering. J. Inst. Control. Robot. Syst. 2023, 29, 289–293. [Google Scholar] [CrossRef]
- Shi, G.; Qiao, P.; Sang, D.; Wang, S.; Song, M. Synchronous and fault-tolerance control for dual-motor steer-by-wire system of commercial vehicle. Proc. Inst. Mech. Eng. Part D J. Automob. Eng. 2023. [Google Scholar] [CrossRef]
- Ewald, V.; Konigorski, U. Model-matching-control of a redundantly actuated steer-by-wire-system. In Proceedings of the CCTA 2020—4th IEEE Conference on Control Technology and Applications, Montreal, QC, Canada, 24–26 August 2020; pp. 194–200. [Google Scholar]
- Segawa, M.; Nakano, S.; Nishihara, O.; Kumamoto, H. Vehicle stability control strategy for steer by wire system. JSAE Rev. 2001, 22, 383–388. [Google Scholar] [CrossRef]
- Stanton, N.A.; Marsden, P. From fly-by-wire to drive-by-wire: Safety implications of automation in Vehicles. Automot. Eng. 2001, 24, 35–49. [Google Scholar] [CrossRef]
- Oh, S.W.; Yun, S.C.; Chae, H.C.; Jang, S.H.; Jang, J.H.; Han, C.S. The Development of an Advanced Control Method for the Steer-by-Wire System to Improve the Vehicle Maneuverability and Stability; Paper No. 2003-01-0578; SAE International: Warrendale, PA, USA, 2003. [Google Scholar]
- Tajima, J.; Yuhara, N.; Sano, S.; Takimoto, S. Effects of Steering System Characteristic on Control Performance from the View Point of Steer-by-Wire System Design; Paper No.1999-01-0821; SAE International: Tokyo, Japan, 1999. [Google Scholar]
- Tian, J.; Tan, G.; Pan, X.; Cai, M.; Huang, C.; Yan, Y. Research on Road Sense Simulation and Stability Control of SBW System. In Proceedings of the 2021 China Automation Congress, CAC 2021, Beijing, China, 22–24 October 2021; pp. 4065–4070. [Google Scholar]
- Liang, X.; Zhao, L.; Wang, Q.; Chen, W.; Xia, G.; Hu, J.; Jiang, P. A novel steering-by-wire system with road sense adaptive friction compensation. Mech. Syst. Signal Process. 2022, 169, 108741. [Google Scholar]
- Wang, X.; Xie, X.; Wu, X.; Yu, T. Precise position tracking control based on adaptive neuron PID algorithm for automatic clutch driven by DC motor. In Proceedings of the 2008 IEEE Vehicle Power and Propulsion Conference, Harbin, China, 3–5 September 2008; IEEE: Toulouse, France, 2008; pp. 1–4. [Google Scholar]
- Kim, J.; Choi, S.B. Design and modeling of a clutch actuator system with self-energizing mechanism. IEEE/ASME Trans. Mechatron. 2011, 16, 953–966. [Google Scholar] [CrossRef]
- Line, C.; Manzie, C.; Good, M.C. Electromechanical brake modeling and control: From pi to mpc. IEEE Trans. Control. Syst. Technol. 2008, 16, 446–457. [Google Scholar]
- Liu, Y.; Li, B. Research on EHB System Algorithm and Controller Implementation of Energy Vehicle. Lect. Notes Electr. Eng. 2022, 827, 1232–1238. [Google Scholar]
- Xu, Z.; Gao, G. Research on EMB control strategy considering braking gap. In Proceedings of the SPIE—The International Conference on Optical Engineering, Nanjing, China, 24–27 November 2022; p. 12329. [Google Scholar]
- Chen, Z.; Wu, J.; Zhao, J.; He, R.; Qi, S. Control Strategy for Accurate Adjustment of Braking Force in Hybrid Brake by Wire System. Qiche Gongcheng/Automot. Eng. 2018, 40, 457–464. [Google Scholar]
- Chen, Y.-C.; Tu, C.-H.; Lin, C.-L. Integrated electromagnetic braking/driving control of electric vehicles using fuzzy inference. IET Electr. Power Appl. 2019, 13, 1014–1021. [Google Scholar]
- Todeschini, F.; Corno, M.; Panzani, G.; Savaresi, S.M. Adaptive position–pressure control of a brake by wire actuator for sport motorcycles. Eur. J. Control. 2014, 20, 79–86. [Google Scholar]
- Todeschini, F.; Formentin, S.; Panzani, G.; Corno, M.; Savaresi, S.M.; Zaccarian, L. Nonlinear pressure control for bbw systems via dead-zone and antiwindup compensation. IEEE Trans. Control. Syst. Technol. 2016, 24, 1419–1431. [Google Scholar]
- Tamilselvan, S.; Prakash, N.; Sathyamurthy, R. Review of Comprehensive Survey on Recent Trends in Parking Brake System. In Recent Advances in Mechanical Engineering. STAAAR 2022; Lecture Notes in Mechanical Engineering; Sethuraman, B., Jain, P., Gupta, M., Eds.; Springer: Singapore, 2023. [Google Scholar]
- Jiang, J.N.; Wang, S.H.; Sun, W.B. Simulation and optimization of automatic transmission hydraulic control module. In Proceedings of the 2017 2nd International Conference on Robotics and Automation Engineering, ICRAE 2017, Shanghai, China, 29–31 December 2017; pp. 243–247. [Google Scholar]
- Chen, L.; Chi, H.; Feng, Y.; Zhang, C. Research on New Automotive Electronic Hydraulic Brake System. J. Phys. Conf. Ser. 2020, 1605, 012020. [Google Scholar]
- Todeschini, F.; Corno, M.; Panzani, G.; Fiorenti, S.; Savaresi, S.M. Adaptive cascade control of a brake-by-wire actuator for sport motorcycles. IEEE/ASME Trans. Mechatron. 2015, 20, 1310–1319. [Google Scholar] [CrossRef]
- Yong, J.; Gao, F.; Ding, N.; He, Y. Design and validation of an electro-hydraulic brake system using hardware-in-the-loop real-time simulation. Int. J. Automot. Technol. 2017, 18, 603–612. [Google Scholar] [CrossRef]
- Han, W.; Xiong, L.; Yu, Z. Braking pressure control in electro-hydraulic brake system based on pressure estimation with nonlinearities and uncertainties. Mech. Syst. Signal Process. 2019, 131, 703–727. [Google Scholar]
- Yong, J.W.; Gao, F.; Ding, N.G.; He, Y.P. Pressure-tracking control of a novel electro-hydraulic braking system considering friction compensation. J. Cent. South Univ. 2017, 24, 1909–1921. [Google Scholar]
- Qi, G.; Fan, X.; Li, H. A comparative study of the recursive least squares and fuzzy logic estimation methods for the measurement of road adhesion coefficient. Aust. J. Mech. Eng. 2023, 21, 1230–1246. [Google Scholar]
- Zhu, B.; Dang, R.-J.; Zhao, J.; Chen, Z.-C.; Sui, Q.-H.; Guan, H.; Lao, D.-X.; Liu, Z.-P. Fault-tolerant Control of Current Sensors in Redundant Electronic Braking System for an Intelligent Vehicle. Zhongguo Gonglu Xuebao/China J. Highw. Transp. 2023, 36, 249–260. [Google Scholar]
- Ji, Y.; Zhang, J.; He, C.; Ma, R.; Hou, X.; Hu, H. Constraint performance pressure tracking control with asymmetric continuous friction compensation for booster based brake-by-wire system. Mech. Syst. Signal Process. 2022, 174, 109083. [Google Scholar] [CrossRef]
- Wang, S.; Su, J.; Lu, G.; Yang, G. Decoupling Control for Aviation Dual-Redundancy Permanent Magnet Synchronous Motor with 0° Phase Shift. In IEEE Transactions on Energy Conversion; IEEE: Piscataway, NJ, USA, 2023. [Google Scholar] [CrossRef]
- Vo-Duy, T.; Ta, M.C.; Nguyễn, B.H.; Trovão, J.P.F. Experimental Platform for Evaluation of On-Board Real-Time Motion Controllers for Electric Vehicles. Energies 2020, 13, 6448. [Google Scholar] [CrossRef]
- Wenwei, W.; Wei, Z.; Hanyu, Z.; Wanke, C. Yaw stability control through independent driving torque control of mid and rear wheels of an articulated bus. Proc. Inst. Mech. Eng. Part D-J. Automob. Eng. 2020, 234, 2947–2960. [Google Scholar] [CrossRef]
- Guo, L.; Xu, H.; Zou, J.; Jie, H.; Zheng, G. A state observation and torque compensation-based acceleration slip regulation control approach for a four-wheel independent drive electric vehicle under slope driving. Proc. Inst. Mech. Eng. Part D-J. Automob. Eng. 2020, 234, 2728–2743. [Google Scholar] [CrossRef]
- Aloeyi, E.F.; Ali, N.; Wang, Q. A Review of In-Wheel Motors for Electric Vehicle Propulsion. In Proceedings of the 2022 IEEE Transportation Electrification Conference and Expo, Asia-Pacific, ITEC Asia-Pacific 2022, Haining, China, 28–31 October 2022. [Google Scholar] [CrossRef]
- Mao, X.; Wang, X.; Zhang, J.C.; Chen, K.; Zhao, J.; Zhang, Y. Design of Electric Orchard Vehicle Four-Wheel Steering Control System. Adv. Mater. Res. 2013, 753, 1966–1969. [Google Scholar] [CrossRef]
- Goyal, A.; Thakur, A. An Overview of Drive by Wire Technology for Automobiles. In Proceedings of the 2019 International Conference on Automation, Computational and Technology Management, ICACTM 2019, London, UK, 24–26 April 2019; pp. 108–110. [Google Scholar]
- Yu, L.; Yuan, S. Integrated control performance of drive-by-wire independent drive electric vehicle. Int. J. Metrol. Qual. Eng. 2019, 10, 16. [Google Scholar]
- Song, S.; Sun, C.; Zheng, C.; Song, G. Research on pure electric vehicle driving motor. J. Phys. Conf. Ser. 2020, 1650, 022108. [Google Scholar]
- Muton, N.; Nakauo, Y. Dynamics of Front-and-Rear-Wheel-Independent- Drive-Type Electric Vehicles at the Time of Failure. IEEE Trans. Ind. Electron. 2012, 59, 1488–1499. [Google Scholar]
- Chen, W.; Liang, X.; Wang, Q.; Zhao, L.; Wang, X. Extension coordinated control of four wheel independent drive electric vehicles by AFS and DYC. Control. Eng. Pract. 2020, 101, 104504. [Google Scholar]
- Leng, B.; Xiong, L.; Yu, Z.; Sun, K.; Liu, M. Robust Variable Structure Anti-Slip Control Method of a Distributed Drive Electric Vehicle. IEEE Access 2020, 8, 162196–162208. [Google Scholar] [CrossRef]
- Xin, X.; Lu, X.; Yuye, H.; Guowen, T.; Zhuoping, Y. Vehicle Stability Control Based on Driver’s Emergency Alignment Intention Recognition. Int. J. Automot. Technol. 2017, 18, 993–1006. [Google Scholar] [CrossRef]
- Ren, L.; Zhou, J.; Shen, G. The active steering control of the independent wheelset with the hub motors. Zhongguo Tiedao Kexue/China Railw. Sci. 2010, 31, 77–83. [Google Scholar]
- Jin, X.; Yin, G.; Chen, J.; Chen, N. Robust guaranteed cost state-delayed control of yaw stability for four-wheel-independent-drive electric vehicles with active front steering system. Int. J. Veh. Des. 2015, 69, 304–323. [Google Scholar] [CrossRef]
- Mammar, S. Feedforward and Feedback Control for Vehicle Handling Improvement by Active Steering. IFAC Proc. Vol. 2001, 34, 125–130. [Google Scholar] [CrossRef]
- Wang, P.; Fan, X.; Zhu, S. Overview of Key Technologies for Torque Ripple Suppression in Four-Wheel In-Wheel Motor Drive Electric Vehicles. Recent Pat. Eng. 2023, 17, 60–80. [Google Scholar] [CrossRef]
- Cheng, X.; Chen, T.; Li, J.; Wang, J. Coordinated Control Method for Lateral Stability and Differential Power-Assisted Steering of In-Wheel Motor Drive Electric Vehicles. World Electr. Veh. J. 2023, 14, 200. [Google Scholar] [CrossRef]
- Yao, X.; Zhou, M.; Li, L.; Zhang, X.; Zhong, X.; Zeng, L.; Guo, C. Structural Design of Hub Motor Based on Bidirectional Excitation. J. Phys. Conf. Ser. 2023, 2468, 012172. [Google Scholar] [CrossRef]
- Liu, Z.-S. Optimum design and control research of direct drive hub motor. Smart Innov. Syst. Technol. 2018, 82, 244–254. [Google Scholar]
- Zhang, D.; Fan, T.; Wen, X.; Ning, P.; Li, L.; Tai, X.; Li, Y.; Duan, Z.; He, G.; Zhang, S.; et al. Research on High Power Density SiC Motor Drive Controller. Zhongguo Dianji Gongcheng Xuebao/Proc. Chin. Soc. Electr. Eng. 2019, 39, 5624–5634. [Google Scholar]
- Daher, N.; Ivantysynova, M. Yaw stability control of articulated frame off-highway vehicles via displacement controlled steer-by-wire. Control. Eng. Pract. 2015, 45, 46–53. [Google Scholar] [CrossRef]
- Krishna, S.; Narayanan, S.; Ashok, S.D. Fuzzy logic based yaw stability control for active front steering of a vehicle. J. Mech. Sci. Technol. 2014, 28, 5169–5174. [Google Scholar] [CrossRef]
- Liu, M.; Hu, Y.; Yang, Y.; Zou, H.; Li, J.; Liu, B. Actual motor controller based on SiC power module. In Proceedings of the 2020 35th Youth Academic Annual Conference of Chinese Association of Automation, YAC 2020, Zhanjiang, China, 16–18 October 2020; pp. 579–583. [Google Scholar]
- Al-Badrani, H.; Feuersanger, S.; Pacas, M. SiC-VSI with Sinusoidal Voltages for an Enhanced Sensorless Control of the Induction Machine. In Proceedings of the 2018 IEEE 4th Southern Power Electronics Conference, SPEC 2018, Singapore, 10–13 December 2018. [Google Scholar]
- Yao, Q.; Li, Q.; Du, Q.; Chen, S.; Wang, X.; Zhan, W.; Yin, S. Research on Trailing Arm Suspension System of Full X-by-Wire Control Chassis Based on Data Drive. Lixue Xuebao/Chin. J. Theor. Appl. Mech. 2022, 54, 1880–1895. [Google Scholar]
- Yang, P.; Ge, Y.; Liu, H.; Zeng, X.; Li, C. Joint Control of Semi-active Suspension Based on CDC Shock Absorber. In Proceedings of the 41stChinese Control Conference, CCC, Anhui, China, 25–27 July 2022; pp. 5396–5401. [Google Scholar]
- Kordonsky, W.I. Magnetorheological effect as a base of new devices and technologies. J. Magn. Magn. Mater. 1993, 122, 395–398. [Google Scholar] [CrossRef]
- Tang, T.; Sha, S.; Pan, C.; Li, H. Sliding Mode Control of Vehicle Semi-active Suspension System Based on Magnetorheological Damper. J. Phys. Conf. Ser. 2023, 2459, 012085. [Google Scholar] [CrossRef]
- Kumar, S.; Medhavi, A.; Kumar, R. Modeling of an active suspension system with different suspension parameters for full vehicle. Indian J. Eng. Mater. Sci. 2021, 28, 55–63. [Google Scholar]
- Sousa, D.F.; Avila, S.M. Simulation of an active suspension using PID control. In Proceedings of the PANACM 2015—1st Pan-American Congress on Computational Mechanics, in Conjunction with the 11th Argentine Congress on Computational Mechanics, MECOM 2015, Buenos Aires, Argentina, 27–29 April 2015; pp. 281–291. [Google Scholar]
- Du, D.; Li, Z. Passive fault-tolerant control for discrete parameter system. IET Power Electron. 2023, 16, 1969–1983. [Google Scholar] [CrossRef]
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Yang, A.; Zang, Y.; Xu, L.; Li, L.; Tan, D. A Systematic Review and Future Development of Automotive Chassis Control Technology. Appl. Sci. 2023, 13, 11859. https://doi.org/10.3390/app132111859
Yang A, Zang Y, Xu L, Li L, Tan D. A Systematic Review and Future Development of Automotive Chassis Control Technology. Applied Sciences. 2023; 13(21):11859. https://doi.org/10.3390/app132111859
Chicago/Turabian StyleYang, Aixi, Yuhui Zang, Liuliu Xu, Lanyou Li, and Dapeng Tan. 2023. "A Systematic Review and Future Development of Automotive Chassis Control Technology" Applied Sciences 13, no. 21: 11859. https://doi.org/10.3390/app132111859
APA StyleYang, A., Zang, Y., Xu, L., Li, L., & Tan, D. (2023). A Systematic Review and Future Development of Automotive Chassis Control Technology. Applied Sciences, 13(21), 11859. https://doi.org/10.3390/app132111859