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Artificial neural network (ANN) approach to predicting micro hardness profile values of iron-based sintered alloys

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dc.creator Mincheva, Desislava Yordanova
dc.creator Antonov, Georgi Stefanov
dc.date.accessioned 2018-04-16T19:13:29Z
dc.date.accessioned 2018-07-30T16:25:58Z
dc.date.available 2018-04-16T19:13:29Z
dc.date.available 2018-07-30T16:25:58Z
dc.date.issued 2017-12-28
dc.identifier https://aj-tuv.org/index.php/ajtuv/article/view/23
dc.identifier info:doi/10.29114/ajtuv.vol1.iss1.23
dc.identifier urn:ISSN:2603-316X
dc.identifier.uri http://dspace.tu-varna.bg/handle/123456789/10
dc.description Recent interest in artificial neural networks has considerably extended their use in the field of powder metallurgy. Advanced in the paper is a model for predicting the micro hardness of sintered compacts made from iron powders and powder mixtures through the process of sintering performed in different atmospheres. The proposed model is based on three layer neural network with backpropagation learning algorithm. Specially developed software has been used to provide for the proper functioning of the neural network. Moreover, it should also be noted that the training data used to carry out the research has been collected by a laboratory controlled experimental testing. Finally, the paper concludes that the presented neural network model is applicable for hardness profile prediction of iron-based sintered alloys as confirmed by the experimental results.
dc.format application/pdf
dc.language eng
dc.publisher Technical university of Varna, Bulgaria
dc.relation https://aj-tuv.org/index.php/ajtuv/article/view/23/8
dc.rights Copyright (c) 2017 Desislava Yordanova Mincheva
dc.rights http://creativecommons.org/licenses/by/4.0
dc.source ANNUAL JOURNAL OF TECHNICAL UNIVERSITY OF VARNA, BULGARIA; Vol 1 No 1 (2017): Annual Journal of Technical university of Varna; 1-5
dc.source ГОДИШНИК НА ТЕХНИЧЕСКИ УНИВЕРСИТЕТ - ВАРНА; Vol 1 No 1 (2017): Annual Journal of Technical university of Varna; 1-5
dc.source ЕЖЕГОДНЫЙ ЖУРНАЛ ТЕХНИЧЕСКОГО УНИВЕРСИТЕТА ВАРНЫ, БОЛГАРИЯ; Vol 1 No 1 (2017): Annual Journal of Technical university of Varna; 1-5
dc.title Artificial neural network (ANN) approach to predicting micro hardness profile values of iron-based sintered alloys
dc.type info:eu-repo/semantics/article
dc.type info:eu-repo/semantics/publishedVersion


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