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基于最小范数解的多执行器故障隔离及其在过驱动电动汽车中的应用

Multiple-Actuator Fault Isolation Using a Minimal -Norm Solution with Applications in Overactuated Electric Vehicles.

作者信息

Park Jinseong, Park Youngjin

机构信息

Department of Artificial Intelligence Machinery, Korea Institute of Machinery & Materials, Daejeon 34103, Korea.

Department of Mechanical Engineering, Korea Advanced Institute of Science and Technology, Daejeon 34141, Korea.

出版信息

Sensors (Basel). 2022 Mar 10;22(6):2144. doi: 10.3390/s22062144.

Abstract

A multiple-actuator fault isolation approach for overactuated electric vehicles (EVs) is designed with a minimal ℓ1-norm solution. As the numbers of driving motors and steering actuators increase beyond the number of controlled variables, an EV becomes an overactuated system, which exhibits actuator redundancy and enables the possibility of fault-tolerant control (FTC). On the other hand, an increase in the number of actuators also increases the possibility of simultaneously occurring multiple faults. To ensure EV reliability while driving, exact and fast fault isolation is required; however, the existing fault isolation methods demand high computational power or complicated procedures because the overactuated systems have many actuators, and the number of simultaneous fault occurrences is increased. The method proposed in this paper exploits the concept of sparsity. The underdetermined linear system is defined from the parity equation, and fault isolation is achieved by obtaining the sparsest nonzero component of the residuals from the minimal ℓ1-norm solution. Therefore, the locations of the faults can be obtained in a sequence, and only a consistently low computational load is required regardless of the isolated number of faults. The experimental results obtained with a scaled-down overactuated EV support the effectiveness of the proposed method, and a quantitative index of the sparsity condition for the target EV is discussed with a CarSim-connected MATLAB/Simulink simulation.

摘要

本文设计了一种基于最小ℓ1范数解的过驱动电动汽车多执行器故障隔离方法。随着驱动电机和转向执行器的数量增加到超过控制变量的数量,电动汽车成为一个过驱动系统,该系统具有执行器冗余,并使得容错控制(FTC)成为可能。另一方面,执行器数量的增加也增加了同时出现多个故障的可能性。为了确保电动汽车行驶时的可靠性,需要准确、快速的故障隔离;然而,现有的故障隔离方法需要高计算能力或复杂的程序,因为过驱动系统有许多执行器,并且同时发生故障的数量增加了。本文提出的方法利用了稀疏性的概念。从奇偶方程定义欠定线性系统,并通过从最小ℓ1范数解中获得残差的最稀疏非零分量来实现故障隔离。因此,可以按顺序获得故障位置,并仅需要始终较低的计算负荷,而与隔离的故障数量无关。使用缩放过驱动电动汽车获得的实验结果支持了所提出方法的有效性,并通过与CarSim连接的MATLAB/Simulink仿真讨论了目标电动汽车稀疏条件的定量指标。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4c32/8949708/9e51398c14c9/sensors-22-02144-g001.jpg

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