Abstract

Electro-mechanical brakes (EMBs) are the future of braking systems, particularly in commercial vehicles. Therefore, it is important to design a simple EMB scheme and establish its clamping force control strategy to satisfy the demands of commercial vehicle braking systems. This study proposes a pneumatic disc-brake-based EMB for an electric bus. Its working principle was established, and the system model was analyzed. Subsequently, the hidden Markov models (HMMs) of driver decelerate and brake intentions were built and recognized based on the analytic hierarchy process (AHP). Given the time-consuming behavior of the proposed EMB to eliminate brake clearance due to the leverage effect of the arm and motor performance limitation, a clamping force control strategy factoring in the driver intentions was developed to improve the response performance without changing the structure or size of the EMB. Furthermore, simulation analyses were performed using MATLAB/Simulink. The results confirmed that under the action of a step and 5 Hz triangular sawtooth signals, the clamping force output from the EMB corresponds well with the target signal. The clamping force gradually increases when approaching the target without overshoot and jitter during the process. The overall clamping force response time is decreased by approximately 0.25 s under the driver emergency brake than the conventional control method. Hence, the response performance of the EMB is improved.

Highlights

  • With rapid economic and social development, there is an ever–growing need for energy resources and safety [1, 2], in the transportation sector [3]

  • If driver intention can be predetermined, the driver reaction time can be effectively utilized to eliminate the brake clearance in advance and shorten the clamping force response time, thereby minimizing the adverse effects caused by the proposed electro–mechanical brakes (EMBs)

  • The proposed EMB based on pneumatic disc brake demonstrates a longer clamping force response time under the conventional control method, which is not ideal for safe driving

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Summary

Introduction

With rapid economic and social development, there is an ever–growing need for energy resources and safety [1, 2], in the transportation sector [3]. An EMB scheme for electric buses based on pneumatic disc brake is established, and a corresponding clamping force control strategy is proposed. This study aims to combine the driver intentions with the EMB clamping force control, accurately identify the driver intentions based on existing sensor signals, and eliminate the brake clearance appropriately in advance.

EMB structure and working principle
EMB system modeling
Crucial part
Integrated
Modeling of driver decelerate and brake intentions
Establishing the HMMs
Determining HMM parameters and recognizing driver intentions
Determining HMM parameters
Driver decelerate and brake intention recognition
Clamping force control strategy based on driver intentions
Overall control architecture
Upper controller
Lower controller
Actuator controller
Simulation analyses
Findings
Conclusion
Full Text
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