Simplifying the electronic wedge brake system model through model order reduction techniques

M.H. Che Hasan, Mohd Khair Hassan, Fauzi Ahmad, M. Marhaban, Sharil Izwan Haris, Ehsan Arasteh
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Abstract

The electronic wedge brake (EWB) uses self-reinforcement principles to optimise stopping power, but its mathematical model has various actuation angles and system dynamics making controller design complex and computationally burdensome. Therefore, the model order reduction (MOR) is made based on three factors that may have a negligible influence on the EWB system: the motor inductance, lead screw axial damping, and wedge mass. Six reduced order model (ROM) types were proposed when one, two, or all factors were ignored. The ROM accuracy was analysed using the frequency and time domain. The percentage of root means square error (RMSE) response value between the EWB benchmark model, and the predicted response based on the ROM was found to be less than 2%, with ROM size reduced from 5 to 2 orders. It guarantees that the new ROM series will be useful for simpler EWB controller design. The proposed ROM simplifies the original model drastically while retaining accuracy at an adequate level. Even though the simplest EWB model is a 2nd  order linear system, the best ROM vary depending on EWB design parameters.
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通过模型阶次缩减技术简化电子楔式制动系统模型
电子楔块制动器(EWB)利用自加力原理优化制动力,但其数学模型具有各种驱动角度和系统动态,使得控制器设计复杂且计算负担沉重。因此,基于三个可能对 EWB 系统影响微乎其微的因素:电机电感、导螺杆轴向阻尼和楔块质量,对模型阶次进行了缩减(MOR)。在忽略一个、两个或所有因素的情况下,提出了六种降阶模型(ROM)类型。使用频域和时域分析了 ROM 的精度。结果发现,当 ROM 从 5 阶减少到 2 阶时,EWB 基准模型与基于 ROM 的预测响应之间的均方根误差 (RMSE) 百分比小于 2%。这保证了新的 ROM 系列将有助于更简单的 EWB 控制器设计。所提出的 ROM 大幅简化了原始模型,同时将精度保持在适当水平。即使最简单的 EWB 模型是一个二阶线性系统,最佳 ROM 也会因 EWB 设计参数的不同而不同。
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来源期刊
Bulletin of Electrical Engineering and Informatics
Bulletin of Electrical Engineering and Informatics Computer Science-Computer Science (miscellaneous)
CiteScore
3.60
自引率
0.00%
发文量
0
期刊介绍: Bulletin of Electrical Engineering and Informatics publishes original papers in the field of electrical, computer and informatics engineering which covers, but not limited to, the following scope: Computer Science, Computer Engineering and Informatics[...] Electronics[...] Electrical and Power Engineering[...] Telecommunication and Information Technology[...]Instrumentation and Control Engineering[...]
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