Application of analysis of variance to determine important features of signals for diagnostic classifiers of displacement pumps

Abstract This paper presents the use of one-way analysis of variance ANOVA as an effective tool for ranking the features calculated from diagnostic signals and evaluates their impact on the accuracy of the machine learning system's classification of displacement pump wear.The first part include...

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Bibliographic Details
Main Authors: Jarosław Konieczny, Waldemar Łatas, Jerzy Stojek
Format: Article
Language:English
Published: Nature Portfolio 2024-03-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-024-56498-0