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Switchable MPC-based multi-objective regenerative brake control via flow regulation for electric vehicles.
Mingming Mei1, Shuo Cheng2, Hongyuan Mu1
1The State Key Laboratory of Automotive Safety and Energy, School of Vehicle and Mobility, Tsinghua University, Beijing, China.
This study introduces an explicit model predictive control (MPC) for electric braking boosters (E-Boosters) to improve brake energy regeneration. The new controller significantly reduces latency and enhances accuracy while maintaining consistent pedal feel.
Area of Science:
- Automotive Engineering
- Control Systems
- Hydraulic Systems
Background:
- Electric braking boosters (E-Boosters) are crucial for enhancing brake energy regeneration in vehicles.
- Vehicle hydraulic systems integrate E-Boosters with electric stability control for precise master and wheel cylinder management.
Purpose of the Study:
- To develop an independent closed-loop control strategy for position and pressure in E-Booster systems.
- To maintain consistent and reliable pedal feel during braking operations.
Main Methods:
- An explicit model predictive control (MPC) approach was developed using a novel flow model.
- The system was divided into three switchable subsystems with distributed MPCs and a state machine.
- A non-linear extended Kalman filter was employed for state variable estimation.
Main Results:
- The explicit MPC controller demonstrated improved performance in regenerative and dead-zone conditions compared to a single MPC.
- Latency was reduced by 85 milliseconds, and accuracy improved by 22.6%.
- Consistent pedal feel was maintained despite hydraulic system characteristics.
Conclusions:
- The proposed explicit MPC offers a significant advancement in E-Booster control for improved braking performance and energy regeneration.
- The controller effectively manages position and pressure independently while ensuring driver comfort through consistent pedal feel.
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