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部件失效物理学在自动制动系统可靠性评估中的应用。

Application of component failure physics for the reliability assessment of an autonomous braking system.

作者信息

Banerjee Debraj, Tan Cher Ming, Baruah Nilim Akash

机构信息

Center for Reliability Science and Technology, Chang Gung University, No.259, Wenhua 1st Rd., Guishan Dist, Taoyuan City, 333323, Taiwan.

Department of Electronics Engineering, Chang Gung University, No.259, Wenhua 1st Rd., Guishan Dist, Taoyuan City, 333323, Taiwan.

出版信息

Sci Rep. 2024 Nov 21;14(1):28835. doi: 10.1038/s41598-024-80476-1.

Abstract

The growing demand for Cyber-Physical Systems (CPS) requires strong reliability. However, implementing Design for Reliability (DfR) in CPS requires a deep understanding of the components' Physics of Failure. In this work, an autonomous braking system, a Cyber-Physical System is chosen to demonstrate the application of failure physics for DfR of CPS. The component under investigation is a crystal oscillator in the control circuit of the braking system. By subjecting it to a temperature cycling that mimics the realistic environment of the component, its degradation is found to significantly increase vehicle stopping distances, thereby posing potential safety hazards. Importantly, the relationship between the oscillator's degradation and the stopping distance is non-linear, which is critical in avoiding simplistic extrapolations from initial degradation data to determine the time to replace the braking system. The outcomes of this study also provide essential design guidelines to enhance the reliability and safety of autonomous vehicle braking systems.

摘要

对网络物理系统(CPS)日益增长的需求要求具备强大的可靠性。然而,在CPS中实施可靠性设计(DfR)需要深入了解组件的失效物理。在这项工作中,选择了一个自主制动系统——一种网络物理系统,来演示失效物理在CPS的DfR中的应用。所研究的组件是制动系统控制电路中的一个晶体振荡器。通过使其经受模拟该组件实际环境的温度循环,发现其性能退化会显著增加车辆的制动距离,从而带来潜在的安全隐患。重要的是,振荡器性能退化与制动距离之间的关系是非线性的,这对于避免从初始退化数据进行简单外推以确定更换制动系统的时间至关重要。本研究的结果还提供了重要的设计指南,以提高自动驾驶车辆制动系统的可靠性和安全性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1245/11582655/b2c4f7f79f72/41598_2024_80476_Fig1_HTML.jpg

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