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An Approach Based on the Exploratory Data Analysis to Relate the Wear Behavior with the Microstructure of Ductile Cast Irons
Joint Authors
Osornio-Rios, Roque A.
Basurto-Hurtado, Jesus A.
Morales-Hernández, L. A.
Dominguez-Gonzalez, Aurelio
Source
Advances in Materials Science and Engineering
Issue
Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-01-19
Country of Publication
Egypt
No. of Pages
11
Abstract EN
The aim of this work is to propose a new methodology to relate Ductile Cast Irons (DCIs) wear behavior with the separation distances and sizes of the graphite nodules through an Exploratory Data Analysis (EDA).
This methodology consists of morphological image processing tools (compacity and size distribution curves), an EDA performed by the use of box plots and an EDA-based section classifying algorithm.
This algorithm classifies the microstructure of DCIs into classes and levels grouping different behaviors of the separation distances and sizes of graphite nodules.
Finally, it was found, through a number of tribological tests, that the obtained classes and levels have a different wear behavior.
The results achieved by this methodology were compared with those of traditional techniques used to characterize the microstructure of the material.
American Psychological Association (APA)
Basurto-Hurtado, Jesus A.& Morales-Hernández, L. A.& Osornio-Rios, Roque A.& Dominguez-Gonzalez, Aurelio. 2016. An Approach Based on the Exploratory Data Analysis to Relate the Wear Behavior with the Microstructure of Ductile Cast Irons. Advances in Materials Science and Engineering،Vol. 2016, no. 2016, pp.1-11.
https://search.emarefa.net/detail/BIM-1096060
Modern Language Association (MLA)
Basurto-Hurtado, Jesus A.…[et al.]. An Approach Based on the Exploratory Data Analysis to Relate the Wear Behavior with the Microstructure of Ductile Cast Irons. Advances in Materials Science and Engineering No. 2016 (2016), pp.1-11.
https://search.emarefa.net/detail/BIM-1096060
American Medical Association (AMA)
Basurto-Hurtado, Jesus A.& Morales-Hernández, L. A.& Osornio-Rios, Roque A.& Dominguez-Gonzalez, Aurelio. An Approach Based on the Exploratory Data Analysis to Relate the Wear Behavior with the Microstructure of Ductile Cast Irons. Advances in Materials Science and Engineering. 2016. Vol. 2016, no. 2016, pp.1-11.
https://search.emarefa.net/detail/BIM-1096060
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1096060