{"title":"基于区间估计方法的CPU芯片故障检测","authors":"Yu Gao , Kai-Ning Wu , Song Zhu","doi":"10.1016/j.ejcon.2025.101231","DOIUrl":null,"url":null,"abstract":"<div><div>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 <span><math><msub><mrow><mi>L</mi></mrow><mrow><mi>∞</mi></mrow></msub></math></span> 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.</div></div>","PeriodicalId":50489,"journal":{"name":"European Journal of Control","volume":"84 ","pages":"Article 101231"},"PeriodicalIF":2.5000,"publicationDate":"2025-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Fault detection of CPU chips using an interval estimation method\",\"authors\":\"Yu Gao , Kai-Ning Wu , Song Zhu\",\"doi\":\"10.1016/j.ejcon.2025.101231\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>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 <span><math><msub><mrow><mi>L</mi></mrow><mrow><mi>∞</mi></mrow></msub></math></span> 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.</div></div>\",\"PeriodicalId\":50489,\"journal\":{\"name\":\"European Journal of Control\",\"volume\":\"84 \",\"pages\":\"Article 101231\"},\"PeriodicalIF\":2.5000,\"publicationDate\":\"2025-04-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"European Journal of Control\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0947358025000597\",\"RegionNum\":3,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"AUTOMATION & CONTROL SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"European Journal of Control","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0947358025000597","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
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 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.
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.