Interval estimation-based fault detection for time-delay parabolic systems

IF 4.2 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS Journal of The Franklin Institute-engineering and Applied Mathematics Pub Date : 2025-02-01 Epub Date: 2025-01-21 DOI:10.1016/j.jfranklin.2025.107535
Deqiong Ding, Guixiang Huang, Yu Gao, Kai-Ning Wu
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Abstract

Parabolic partial differential equations (PPDEs) are essential in practical engineering applications, and interval estimation methods offer an effective framework for fault detection in these systems. However, research on fault detection for time-delayed PPDEs using interval estimation remains limited. In this paper, we propose a new fault detection strategy for time-delay PPDE with uncertainties. The detection thresholds are designed within the framework of a two-step interval estimation method. First, we estimate the bounds of the auxiliary function through descriptive approach and inequality techniques. Then, we derive the detection threshold through the bounds of the auxiliary function and peak-to-peak analysis techniques. Finally, an example of a shallow geothermal system demonstrates the effectiveness of the proposed method.
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基于区间估计的时滞抛物型系统故障检测
抛物型偏微分方程(PPDEs)在实际工程应用中是必不可少的,区间估计方法为这些系统的故障检测提供了有效的框架。然而,基于区间估计的时滞PPDEs故障检测研究仍然有限。本文提出了一种新的不确定时滞PPDE故障检测策略。在两步区间估计法的框架内设计检测阈值。首先,我们通过描述方法和不等式技术估计辅助函数的界。然后,通过辅助函数的边界和峰对峰分析技术推导出检测阈值。最后,以浅层地热系统为例,验证了该方法的有效性。
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来源期刊
CiteScore
7.30
自引率
14.60%
发文量
586
审稿时长
6.9 months
期刊介绍: The Journal of The Franklin Institute has an established reputation for publishing high-quality papers in the field of engineering and applied mathematics. Its current focus is on control systems, complex networks and dynamic systems, signal processing and communications and their applications. All submitted papers are peer-reviewed. The Journal will publish original research papers and research review papers of substance. Papers and special focus issues are judged upon possible lasting value, which has been and continues to be the strength of the Journal of The Franklin Institute.
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