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Analysis and Implementation of a Resistance Temperature Estimator Based on Bi-Polynomial Least Squares Method and Discrete Kalman Filter

Publikation: Beiträge in Sammelwerken › Aufsätze in Konferenzbänden › Forschung › begutachtet

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This paper presents a bi-polynomial least squares approximation method (LSM) related to the Callendar-Van Dusen (CVD) model to analyse the estimation accuracy. A Kalman filter (KF) is used as a possible alternative for estimations in the presence of noise in the measurements. It is shown that the KF obtained a higher estimation accuracy of the sum of squared residuals (SSR) index with respect to the least squares method (LSM), which minimises the squared estimate of errors (SSE). Thanks to these results, it is possible to choose between LSM or the KF for an adequate fitting using SSE or SSR. A case study is presented, in which this method is shown together with the experimental analysis of the implemented algorithm.

OriginalspracheEnglisch
Titel2020 24th International Conference on System Theory, Control and Computing (ICSTCC) : October 8-10, 2020 Sinaia, Romania, Proceedings
HerausgeberLucian-Florentin Bărbulescu
Anzahl der Seiten5
ErscheinungsortPiscataway
VerlagIEEE - Institute of Electrical and Electronics Engineers Inc.
Erscheinungsdatum08.10.2020
Seiten614-618
Aufsatznummer9259767
ISBN (Print)978-1-7281-9810-1
ISBN (elektronisch)978-1-7281-9809-5, 978-1-7281-9808-8
DOIs
PublikationsstatusErschienen - 08.10.2020
Veranstaltung24th International Conference on System Theory, Control and Computing - ICSTCC 2020 - Virtual , Virtual, Sinaia, Rumänien
Dauer: 08.10.2020 → 10.10.2020
Konferenznummer: 24
http://ace.ucv.ro/icstcc2020/
http://ace.ucv.ro/icstcc2020/

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