跳到主要导航 跳到搜索 跳到主要内容

A quantitative framework for performance-based reliability prediction for a multi-component system subject to dynamic self-reconfiguration

  • Zhiyi Huang
  • , YIAN WEI
  • , Yao Cheng*
  • *此作品的通讯作者
  • The University of Hong Kong

科研成果: 期刊稿件文章同行评审

摘要

In a multi-component system, the performance of all components might be restricted by the most degraded component. This dependency results in an undesirable performance loss of the system. To date, engineers have developed a performance-maximization-oriented technique that enables dynamic isolation and retrieval of the components from and back to the system to mitigate the dependency-induced negative impact. Despite its engineering application, the technique’s effectiveness in system performance enhancement still lacks systematic explorations. In this paper, we fill the gap by developing a quantitative framework for the system’s performance-based reliability metrics prediction, considering the technique (defined as dynamic self-reconfiguration mechanism in this paper) may function perfectly or imperfectly, and the real-time system information may be unavailable or partially available with biases. First, we analytically characterize the mechanism by modeling the probability distribution of the system configuration, building on which we proactively predict the system’s performance-based reliability metrics. Afterward, we develop a particle filtering algorithm to utilize the noisy multi-dimensional-multi-type real-time information for progressive system state estimation and reliability prediction. Based on the prediction models, we quantify the effectiveness of the dynamic self-reconfiguration mechanism, which assists operators in system reliability enhancement. A case study of a photovoltaic system is provided.
源语言美式英语
期刊Reliability Engineering and System Safety
262
出版状态已出版 - 1 5月 2025

联合国可持续发展目标

此成果有助于实现下列可持续发展目标:

  1. 可持续发展目标 7 - 经济适用的清洁能源
    可持续发展目标 7 经济适用的清洁能源

指纹

探究 'A quantitative framework for performance-based reliability prediction for a multi-component system subject to dynamic self-reconfiguration' 的科研主题。它们共同构成独一无二的指纹。

引用此