A Model for The Prediction of Fracture Toughness Using Neural Network
The purpose of this research programme is to develop quantitative models for the prediction of mechanical properties (fracture toughness) using experimental data collected from the literature, together with a powerful computational technique known as neural network. Creating a truly general model re...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Unviversity of Technology- Iraq
2012-03-01
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| Series: | Engineering and Technology Journal |
| Subjects: | |
| Online Access: | https://etj.uotechnology.edu.iq/article_35476_3aa753d1887c8d2c677f128480ba47fa.pdf |
| _version_ | 1827358417315954688 |
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| author | Aseel abdulbaky Dhafer Al-Fattal Harry Bhadeshia Talal Abdul Jabbar |
| author_facet | Aseel abdulbaky Dhafer Al-Fattal Harry Bhadeshia Talal Abdul Jabbar |
| author_sort | Aseel abdulbaky |
| collection | DOAJ |
| description | The purpose of this research programme is to develop quantitative models for the prediction of mechanical properties (fracture toughness) using experimental data collected from the literature, together with a powerful computational technique known as neural network. Creating a truly general model requires a combination of available data and metallurgical knowledge. This model is proposed for martensitic and ordinary bainitic steels in addition to the more recent class of non-structural super-bainitic steels. Super-bainitic steels are attractive for many applications such as armour. The model of fracture toughness, based on chemical composition, heat treatment an d mechanical properties is proposed. The predictions of fracture toughness are generally acceptable but the uncertainties are high and more input data need to be collected for super-bainitic steels when available in the future to improve the predictions of this model. |
| first_indexed | 2024-03-08T06:10:28Z |
| format | Article |
| id | doaj.art-6268900142814172a1440ca9a3a17421 |
| institution | Directory Open Access Journal |
| issn | 1681-6900 2412-0758 |
| language | English |
| last_indexed | 2024-03-08T06:10:28Z |
| publishDate | 2012-03-01 |
| publisher | Unviversity of Technology- Iraq |
| record_format | Article |
| series | Engineering and Technology Journal |
| spelling | doaj.art-6268900142814172a1440ca9a3a174212024-02-04T17:38:49ZengUnviversity of Technology- IraqEngineering and Technology Journal1681-69002412-07582012-03-0130586888510.30684/etj.30.5.1335476A Model for The Prediction of Fracture Toughness Using Neural NetworkAseel abdulbakyDhafer Al-FattalHarry BhadeshiaTalal Abdul JabbarThe purpose of this research programme is to develop quantitative models for the prediction of mechanical properties (fracture toughness) using experimental data collected from the literature, together with a powerful computational technique known as neural network. Creating a truly general model requires a combination of available data and metallurgical knowledge. This model is proposed for martensitic and ordinary bainitic steels in addition to the more recent class of non-structural super-bainitic steels. Super-bainitic steels are attractive for many applications such as armour. The model of fracture toughness, based on chemical composition, heat treatment an d mechanical properties is proposed. The predictions of fracture toughness are generally acceptable but the uncertainties are high and more input data need to be collected for super-bainitic steels when available in the future to improve the predictions of this model.https://etj.uotechnology.edu.iq/article_35476_3aa753d1887c8d2c677f128480ba47fa.pdffracture toughnesspredictionsneural network |
| spellingShingle | Aseel abdulbaky Dhafer Al-Fattal Harry Bhadeshia Talal Abdul Jabbar A Model for The Prediction of Fracture Toughness Using Neural Network Engineering and Technology Journal fracture toughness predictions neural network |
| title | A Model for The Prediction of Fracture Toughness Using Neural Network |
| title_full | A Model for The Prediction of Fracture Toughness Using Neural Network |
| title_fullStr | A Model for The Prediction of Fracture Toughness Using Neural Network |
| title_full_unstemmed | A Model for The Prediction of Fracture Toughness Using Neural Network |
| title_short | A Model for The Prediction of Fracture Toughness Using Neural Network |
| title_sort | model for the prediction of fracture toughness using neural network |
| topic | fracture toughness predictions neural network |
| url | https://etj.uotechnology.edu.iq/article_35476_3aa753d1887c8d2c677f128480ba47fa.pdf |
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