Weighted Linear Regression based Data Analytics for Decision Making after Early Failures

Robert Ross; P.A.C. Ypma; Gerben Koopmans

doi:10.1109/ISGTAsia49270.2021.9715569

Weighted Linear Regression based Data Analytics for Decision Making after Early Failures

Robert Ross, P.A.C. Ypma, Gerben Koopmans

Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

5 Citations (Scopus)

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Abstract

This paper discusses a method for data analysis of early failures that are typically due to defects from production and/or installation. The approach is based on Weighted Linear Regression and aims at estimating the next failure moment and the failure probability in an interval. As an additional goal, methods are intended to be suitable for light computing devices.

Original language	English
Title of host publication	IEEE PES Innovative Smart Grid Technologies Asia (IEEE PES ISGT‐Asia 2021)
Place of Publication	Brisbane
Number of pages	5
ISBN (Electronic)	978-1-6654-3339-6
DOIs	https://doi.org/10.1109/ISGTAsia49270.2021.9715569
Publication status	Published - 2021

Bibliographical note

Green Open Access added to TU Delft Institutional Repository ‘You share, we take care!’ – Taverne project https://www.openaccess.nl/en/you-share-we-take-care
Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.

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AB - This paper discusses a method for data analysis of early failures that are typically due to defects from production and/or installation. The approach is based on Weighted Linear Regression and aims at estimating the next failure moment and the failure probability in an interval. As an additional goal, methods are intended to be suitable for light computing devices.

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BT - IEEE PES Innovative Smart Grid Technologies Asia (IEEE PES ISGT‐Asia 2021)

CY - Brisbane

ER -

Weighted Linear Regression based Data Analytics for Decision Making after Early Failures

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