{"title":"Ramp Rate Resilient Clock Synchronization Control in IEEE 1588 Networks Using Kalman Filtering","authors":"Balázs Renczes;Tamás Kovácsházy;Gábor Kovács","doi":"10.1109/TIM.2025.3576015","DOIUrl":null,"url":null,"abstract":"Clock synchronization plays a crucial role in modern real-time distributed systems, guaranteeing a common, consistent view of time. While the IEEE 1588 standard provides the foundational framework for synchronization, it remains a persistently investigated research area as emerging applications introduce new challenges. This article introduces an innovative approach for achieving robust and accurate control in high-precision IEEE 1588 networks in the presence of ramp rates. The proposed solution leverages a two-state linear Kalman filter, effectively balancing rapid response to ramp rates with small steady-state errors. This is accomplished by modeling the ramp rate as a stochastic process. The efficacy of the proposed ramp rate suppression Kalman filter (RRS-KF) solution is validated through both simulations and hardware measurements. The results demonstrate that the Kalman filter structure can significantly reduce the offset error to the order of 10 ns, while other performance metrics experience only minimal degradation.","PeriodicalId":13341,"journal":{"name":"IEEE Transactions on Instrumentation and Measurement","volume":"74 ","pages":"1-11"},"PeriodicalIF":5.6000,"publicationDate":"2025-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=11021586","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Instrumentation and Measurement","FirstCategoryId":"5","ListUrlMain":"https://ieeexplore.ieee.org/document/11021586/","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
Abstract
Clock synchronization plays a crucial role in modern real-time distributed systems, guaranteeing a common, consistent view of time. While the IEEE 1588 standard provides the foundational framework for synchronization, it remains a persistently investigated research area as emerging applications introduce new challenges. This article introduces an innovative approach for achieving robust and accurate control in high-precision IEEE 1588 networks in the presence of ramp rates. The proposed solution leverages a two-state linear Kalman filter, effectively balancing rapid response to ramp rates with small steady-state errors. This is accomplished by modeling the ramp rate as a stochastic process. The efficacy of the proposed ramp rate suppression Kalman filter (RRS-KF) solution is validated through both simulations and hardware measurements. The results demonstrate that the Kalman filter structure can significantly reduce the offset error to the order of 10 ns, while other performance metrics experience only minimal degradation.
期刊介绍:
Papers are sought that address innovative solutions to the development and use of electrical and electronic instruments and equipment to measure, monitor and/or record physical phenomena for the purpose of advancing measurement science, methods, functionality and applications. The scope of these papers may encompass: (1) theory, methodology, and practice of measurement; (2) design, development and evaluation of instrumentation and measurement systems and components used in generating, acquiring, conditioning and processing signals; (3) analysis, representation, display, and preservation of the information obtained from a set of measurements; and (4) scientific and technical support to establishment and maintenance of technical standards in the field of Instrumentation and Measurement.