Towards the discrimination of milk (origin) applied in cheddar cheese manufacturing through the application of an artificial neural network approach on Lactococcus lactis profiles
Published Article === An artificial neural network (ANN) that is able to distinguish between Cheddar cheese produced with milk from mixed and single breed sources was designed. Samples of each batch (4 pure Ayrshire/4 mixed with no Ayrshire milk) were ripened for 92 days and analysed every 14 days....
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Journal for New Generation Sciences, Vol 11, Issue 1: Central University of Technology, Free State, Bloemfontein
2015
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Online Access: | http://hdl.handle.net/11462/632 |
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ndltd-netd.ac.za-oai-union.ndltd.org-cut-oai-ir.cut.ac.za-11462-6322016-03-16T03:59:04Z Towards the discrimination of milk (origin) applied in cheddar cheese manufacturing through the application of an artificial neural network approach on Lactococcus lactis profiles Venter, P. Venter, T. Luwes, N. De Smidt, O. Lues, J.F.R. Central University of Technology, Free State, Bloemfontein Lactococcus Neural network Cheddar cheese Ayrshire milk 16S rDNA Published Article An artificial neural network (ANN) that is able to distinguish between Cheddar cheese produced with milk from mixed and single breed sources was designed. Samples of each batch (4 pure Ayrshire/4 mixed with no Ayrshire milk) were ripened for 92 days and analysed every 14 days. A novel ANN was designed and applied which, based only on Lactococcus lactis counts, provided an acceptable classification of the cheeses. The ANN consisted of a multi-layered network with supervised training arranged in an ordered hierarchy of layers, in which connections were allowed only between nodes in immediately adjacent layers. 2015-10-05T09:53:28Z 2015-10-05T09:53:28Z 2013 2013 Article 16844998 http://hdl.handle.net/11462/632 en_US Journal for New Generation Sciences;Vol 11, Issue 1 Central University of Technology, Free State, Bloemfontein 189 859 bytes, 1 file Application/PDF Journal for New Generation Sciences, Vol 11, Issue 1: Central University of Technology, Free State, Bloemfontein |
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Lactococcus Neural network Cheddar cheese Ayrshire milk 16S rDNA |
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Lactococcus Neural network Cheddar cheese Ayrshire milk 16S rDNA Venter, P. Venter, T. Luwes, N. De Smidt, O. Lues, J.F.R. Towards the discrimination of milk (origin) applied in cheddar cheese manufacturing through the application of an artificial neural network approach on Lactococcus lactis profiles |
description |
Published Article === An artificial neural network (ANN) that is able to distinguish between Cheddar cheese produced with milk from mixed and single breed sources was designed. Samples of each batch (4 pure Ayrshire/4 mixed with no Ayrshire milk) were ripened for 92 days and analysed every 14 days. A novel ANN was designed and applied which, based only on Lactococcus lactis counts, provided an acceptable classification of the cheeses. The ANN consisted of a multi-layered network with supervised training arranged in an ordered hierarchy of layers, in which connections were allowed only between nodes in immediately adjacent layers. |
author2 |
Central University of Technology, Free State, Bloemfontein |
author_facet |
Central University of Technology, Free State, Bloemfontein Venter, P. Venter, T. Luwes, N. De Smidt, O. Lues, J.F.R. |
author |
Venter, P. Venter, T. Luwes, N. De Smidt, O. Lues, J.F.R. |
author_sort |
Venter, P. |
title |
Towards the discrimination of milk (origin) applied in cheddar cheese manufacturing through the application of an artificial neural network approach on Lactococcus lactis profiles |
title_short |
Towards the discrimination of milk (origin) applied in cheddar cheese manufacturing through the application of an artificial neural network approach on Lactococcus lactis profiles |
title_full |
Towards the discrimination of milk (origin) applied in cheddar cheese manufacturing through the application of an artificial neural network approach on Lactococcus lactis profiles |
title_fullStr |
Towards the discrimination of milk (origin) applied in cheddar cheese manufacturing through the application of an artificial neural network approach on Lactococcus lactis profiles |
title_full_unstemmed |
Towards the discrimination of milk (origin) applied in cheddar cheese manufacturing through the application of an artificial neural network approach on Lactococcus lactis profiles |
title_sort |
towards the discrimination of milk (origin) applied in cheddar cheese manufacturing through the application of an artificial neural network approach on lactococcus lactis profiles |
publisher |
Journal for New Generation Sciences, Vol 11, Issue 1: Central University of Technology, Free State, Bloemfontein |
publishDate |
2015 |
url |
http://hdl.handle.net/11462/632 |
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