An Approach Based on the Exploratory Data Analysis to Relate the Wear Behavior with the Microstructure of Ductile Cast Irons
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 dis...
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| Format: | Article |
| Language: | English |
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Wiley
2016-01-01
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| Series: | Advances in Materials Science and Engineering |
| Online Access: | http://dx.doi.org/10.1155/2016/2605602 |
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| author | Jesus A. Basurto-Hurtado L. A. Morales-Hernández Roque A. Osornio-Rios Aurelio Dominguez-Gonzalez |
| author_facet | Jesus A. Basurto-Hurtado L. A. Morales-Hernández Roque A. Osornio-Rios Aurelio Dominguez-Gonzalez |
| author_sort | Jesus A. Basurto-Hurtado |
| collection | DOAJ |
| description | 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. |
| format | Article |
| id | doaj-art-8ef23f3ccec0441180eaccd08efb2718 |
| institution | Kabale University |
| issn | 1687-8434 1687-8442 |
| language | English |
| publishDate | 2016-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Advances in Materials Science and Engineering |
| spelling | doaj-art-8ef23f3ccec0441180eaccd08efb27182025-02-03T05:58:20ZengWileyAdvances in Materials Science and Engineering1687-84341687-84422016-01-01201610.1155/2016/26056022605602An Approach Based on the Exploratory Data Analysis to Relate the Wear Behavior with the Microstructure of Ductile Cast IronsJesus A. Basurto-Hurtado0L. A. Morales-Hernández1Roque A. Osornio-Rios2Aurelio Dominguez-Gonzalez3Facultad de Ingeniería, Universidad Autónoma de Querétaro (UAQ), Avenida Rio Moctezuma 249, Colonia San Cayetano, 76807 San Juan del Río, QRO, MexicoFacultad de Ingeniería, Universidad Autónoma de Querétaro (UAQ), Avenida Rio Moctezuma 249, Colonia San Cayetano, 76807 San Juan del Río, QRO, MexicoFacultad de Ingeniería, Universidad Autónoma de Querétaro (UAQ), Avenida Rio Moctezuma 249, Colonia San Cayetano, 76807 San Juan del Río, QRO, MexicoFacultad de Ingeniería, Universidad Autónoma de Querétaro (UAQ), Cerro de las Campanas S/N, Colonia las Campanas, 76010 Santiago de Querétaro, QRO, MexicoThe 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.http://dx.doi.org/10.1155/2016/2605602 |
| spellingShingle | Jesus A. Basurto-Hurtado L. A. Morales-Hernández Roque A. Osornio-Rios Aurelio Dominguez-Gonzalez 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 |
| title | An Approach Based on the Exploratory Data Analysis to Relate the Wear Behavior with the Microstructure of Ductile Cast Irons |
| title_full | An Approach Based on the Exploratory Data Analysis to Relate the Wear Behavior with the Microstructure of Ductile Cast Irons |
| title_fullStr | An Approach Based on the Exploratory Data Analysis to Relate the Wear Behavior with the Microstructure of Ductile Cast Irons |
| title_full_unstemmed | An Approach Based on the Exploratory Data Analysis to Relate the Wear Behavior with the Microstructure of Ductile Cast Irons |
| title_short | An Approach Based on the Exploratory Data Analysis to Relate the Wear Behavior with the Microstructure of Ductile Cast Irons |
| title_sort | approach based on the exploratory data analysis to relate the wear behavior with the microstructure of ductile cast irons |
| url | http://dx.doi.org/10.1155/2016/2605602 |
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