基于区间估计方法的CPU芯片故障检测

IF 2.5 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS
Yu Gao , Kai-Ning Wu , Song Zhu
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引用次数: 0

摘要

热测量的准确性直接反映了CPU芯片的性能。提出了一种基于马尔可夫跳热方程的CPU芯片故障检测方案。具体来说,该方案利用一维马尔可夫跳热方程来模拟芯片上的热行为。提出了一种基于偏微分方程的区间滤波器来构造测量温度的阈值。此外,检测残差不仅对不确定性具有鲁棒性,而且对故障也很敏感。此外,提出了一种新的基于L∞范数的不确定性衰减性能来描述不确定性的影响。数值算例验证了该方法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fault detection of CPU chips using an interval estimation method
Accuracy of thermal measurements directly reflects the performance of CPU chips. This paper proposes a fault detection scheme based on the Markov jump heat equation for the CPU chips. Specifically, this scheme utilizes one-dimensional Markov jump heat equation to model the thermal behavior over the chip. And, a partial differential equation based interval filter is proposed to construct the thresholds for measured temperature. Moreover, the detection residuals are not only robust to uncertainties, but also sensitive to faults. Furthermore, a novel L norm-based uncertainty attenuation performance is presented to describe the effect of uncertainties. Numerical example has demonstrated the effectiveness of the proposed fault detection scheme.
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来源期刊
European Journal of Control
European Journal of Control 工程技术-自动化与控制系统
CiteScore
5.80
自引率
5.90%
发文量
131
审稿时长
1 months
期刊介绍: The European Control Association (EUCA) has among its objectives to promote the development of the discipline. Apart from the European Control Conferences, the European Journal of Control is the Association''s main channel for the dissemination of important contributions in the field. The aim of the Journal is to publish high quality papers on the theory and practice of control and systems engineering. The scope of the Journal will be wide and cover all aspects of the discipline including methodologies, techniques and applications. Research in control and systems engineering is necessary to develop new concepts and tools which enhance our understanding and improve our ability to design and implement high performance control systems. Submitted papers should stress the practical motivations and relevance of their results. The design and implementation of a successful control system requires the use of a range of techniques: Modelling Robustness Analysis Identification Optimization Control Law Design Numerical analysis Fault Detection, and so on.
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