Adaptive fault-tolerant control for three-axle distributed drive electric vehicle under faults in driving system
To address the degradation in power and stability performance induced by single-wheel or multi-wheel faults in the three-axle distributed drive electric vehicle, by combining K-means clustering algorithm, sliding mode method and fault-tolerant control (FTC) algorithm, an innovative adaptive FTC coordination approach is proposed. Firstly, the vehicle system model of the three-axle distributed drive vehicle is developed. Secondly, K-means clustering algorithm is used to classify different fault types based on the vehicle’s ability to maintain power and stability performance requirements. Thirdly, a hierarchical control architecture is designed for the control system: the high-level controller determines the needed longitudinal driving force and obtains the additional generalized torque through the integral sliding mode method to suppress the parameter fluctuation and improve the system robustness; the low-level controller combines the number and degree of motor faults to obtain the corresponding performance optimization objective and adjustment of constraint boundaries, and redistributes the torque by means of a quadratic programming algorithm. Finally, simulation tests of single-wheel and multi-wheel faults are conducted, and the results indicate that the proposed approach achieves the expected performance.
Authors
- Yongjun Yan
- Shifei Tao (ORCID: https://orcid.org/0000-0002-9859-3232)
- Pengyu Xue (ORCID: https://orcid.org/0000-0002-3194-1992)
- Dawei Pi (ORCID: https://orcid.org/0000-0001-9135-2623)
- Dingge Fan (ORCID: https://orcid.org/0000-0002-3681-7325)
- X. G. Li (ORCID: https://orcid.org/0009-0009-3560-3577)
- Hongliang Wang (ORCID: https://orcid.org/0000-0003-2555-5304)
- Qingyun Li (ORCID: https://orcid.org/0000-0001-5101-4937)
Institutions
- Nanjing University of Chinese Medicine (CN)
- Nanjing University of Science and Technology (CN)
Publication Details
- Journal
- Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering
- Published
- 2025-11-20
- DOI
- https://doi.org/10.1177/09544070251389018
- Primary Topic
- Vehicle Dynamics and Control Systems
- Type
- article
- Field-Weighted Citation Impact
- 0.00