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- W2015687566 abstract "ABSTRACT This paper presents the use of a tin-oxide sensor array and self-organized map (SOM)-based E-nose for analysis of volatile bread aroma and explores its ability to cluster bread odor data according to the freshness of bread. A low cost tin-oxide sensor array based electronic nose system has been used for the classification of state of freshness of bread. The sensor data was acquired for a period of 3 weeks, and an unsupervised self-organizing map (SOM) model was trained using this data to correlate the sensor response to classify the bread as fresh and stale. A comparative evaluation of 3 week' of bread data was carried out using the SOM. The results suggest that the system developed is able to predict the state of bread as fresh and stale up to 98% accuracy if the test bread data sets are of the same week. The classification accuracy reduces to 75–85% if test bread data sets are from different weeks. The model is also applied on three different brands of bread and similar classification results are obtained." @default.
- W2015687566 created "2016-06-24" @default.
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- W2015687566 date "2006-05-01" @default.
- W2015687566 modified "2023-10-18" @default.
- W2015687566 title "Analysis of Volatile Bread Aroma for Evaluation of Bread Freshness Using an Electronic Nose (E-Nose)" @default.
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- W2015687566 doi "https://doi.org/10.1080/10426910500464677" @default.
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