Towards Highly Efficient Electric Vehicle Powertrains: Architecture, Control, and Thermal Management
Doctoral thesis, 2026
This thesis first examines powertrain architectures that introduce additional operational degrees of freedom. A dual-motor powertrain with disconnect functionality is investigated, where front and rear electric drive units can be selectively decoupled to eliminate no-load losses. An energy management strategy is developed to optimize operating mode selection and torque distribution while accounting for transient synchronization losses. Simulation results show that the proposed configuration reduces WLTC energy consumption by 8.21% compared with a conventional dual-motor powertrain. In addition, a configuration-aware motor design optimization framework is proposed to tailor the front and rear motors to the added flexibility, providing a further reduction in energy consumption.
This thesis also investigates control-oriented approaches for improving powertrain efficiency. For a single-motor powertrain with disconnect functionality, an eco-driving strategy is developed to exploit free-coasting through predictive optimization of traction torque and clutch state. Results show that energy consumption can be reduced by up to 11.6% on representative real-world routes. Furthermore, a torque modulation strategy is proposed to improve efficiency at low load by replacing continuous low torque operation with pulsating torque commands of equal average value. The modulation strategy is optimized at the whole-powertrain level and shown to reduce WLTC energy consumption by 1.05\% for a single-motor powertrain and 2.21% for a dual-motor powertrain, while maintaining acceptable driver comfort.
The thesis further studies adjustable DC-link voltage as an additional efficiency measure. By introducing a bidirectional DC-DC converter between the battery and inverter, the DC-link voltage can be adapted to the operating condition to minimize the powertrain losses. Results show that this approach can reduce WLTC energy consumption by up to 3.25%, with larger benefits at low battery state of charge and when SiC-based power electronics are used.
The thesis further studies adjustable DC-link voltage as an additional efficiency measure. By introducing a bidirectional DC-DC converter between the battery and inverter, the DC-link voltage can be adapted to the operating condition to minimize the powertrain losses. Results show that this approach can reduce WLTC energy consumption by up to 3.25%, with larger benefits at low battery state of charge and when SiC-based power electronics are used. Further analysis with a high-voltage 900 V battery system shows that the adjustable DC-link voltage is not only beneficial for conventional 300–400 V architectures but also applicable to emerging high-voltage platforms.
Finally, this thesis develops an energy-efficient thermal management strategy. By coordinating coolant flow, oil flow, radiator fan operation, and active grille shutter position, the controller minimizes the combined energy consumption of the powertrain and its auxiliaries while respecting component temperature limits. Compared with a conventional rule-based strategy, the proposed method reduces energy consumption in both urban and highway driving.
In summary, this thesis presents a comprehensive study on efficiency-oriented design and control of battery electric vehicle powertrains. The results show that significant energy savings can be achieved by systematically introducing and exploiting additional degrees of freedom in powertrain architecture, operation, and thermal management.
Thermal management
Powertrain architecture
Electric powertrain efficiency
Electric drive unit
Energy management
Battery electric vehicles
Powertrain optimization
Author
Yu Xu
Chalmers, Mechanics and Maritime Sciences (M2), Energy Conversion and Propulsion Systems
Optimizing thermal management in battery electric vehicle powertrains with energy-efficient model predictive control
Applied Thermal Engineering,;Vol. 289(2026)
Journal article
Improving powertrain efficiency through torque modulation techniques in single and dual motor electric vehicles
Transportation Engineering,;Vol. 18(2024)
Journal article
Maximizing the Energy-Saving Potential of Declutchable Bev Powertrains Via Eco-Driving
2024 IEEE International Conference on Electrical Systems for Aircraft, Railway, Ship Propulsion and Road Vehicles and International Transportation Electrification Conference, ESARS-ITEC 2024,;(2024)
Paper in proceeding
Maximizing Efficiency in Smart Adjustable DC Link Powertrains with IGBTs and SiC MOSFETs via Optimized DC-Link Voltage Control
Batteries,;Vol. 9(2023)
Journal article
Improved efficiency with adaptive front and rear axle independently driven powertrain and disconnect functionality
Transportation Engineering,;Vol. 13(2023)
Journal article
Xu, Y., Hellsing, J., Klacar, S., Sedarsky, D., Kersten, A. Utilizing Disconnect Function in Dual Motor Powertrain via Motor Design Optimization
Xu, Y., Hellsing, J., Sedarsky, D. Adjustable DC-Link Voltage Powertrains: A Comparison of Different Battery Voltage Levels
HEFE - Highly efficient electric vehicles
Swedish Energy Agency (51459-1), 2020-11-01 -- 2023-10-31.
Energieffektivare Elfordon Del 2 (HEFE 2)
Swedish Energy Agency (P2024-01000), 2024-09-05 -- 2026-09-02.
Subject Categories (SSIF 2025)
Other Electrical Engineering, Electronic Engineering, Information Engineering
Vehicle and Aerospace Engineering
Control Engineering
Areas of Advance
Transport
Energy
DOI
10.63959/chalmers.dt/5936
ISBN
978-91-8103-479-0
Doktorsavhandlingar vid Chalmers tekniska högskola. Ny serie: 5936
Publisher
Chalmers
HB2, Hörsalsvägen 8, Chalmers
Opponent: Prof. Nicola Amati, Mechanical and Aerospace Engineering, Politecnico di Torino, Italy.