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IoT for Monitoring Fungal Growth and Ochratoxin A Development in Grapes Solar Drying in Tunnel and in Open Air

Optimisation of solar drying to reduce fungal growth and Ochratoxin A (OTA) contamination is a crucial concern in raisin and currant production. Stochastic and deterministic analysis has been utilized to investigate environmental indicators and drying characteristics. The analysis was performed usin...

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Autores principales: Templalexis, Charalampos, Giorni, Paola, Lentzou, Diamanto, Mozzoni, Francesco, Battilani, Paola, Tsitsigiannis, Dimitrios I., Xanthopoulos, Georgios
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10610591/
https://www.ncbi.nlm.nih.gov/pubmed/37888644
http://dx.doi.org/10.3390/toxins15100613
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author Templalexis, Charalampos
Giorni, Paola
Lentzou, Diamanto
Mozzoni, Francesco
Battilani, Paola
Tsitsigiannis, Dimitrios I.
Xanthopoulos, Georgios
author_facet Templalexis, Charalampos
Giorni, Paola
Lentzou, Diamanto
Mozzoni, Francesco
Battilani, Paola
Tsitsigiannis, Dimitrios I.
Xanthopoulos, Georgios
author_sort Templalexis, Charalampos
collection PubMed
description Optimisation of solar drying to reduce fungal growth and Ochratoxin A (OTA) contamination is a crucial concern in raisin and currant production. Stochastic and deterministic analysis has been utilized to investigate environmental indicators and drying characteristics. The analysis was performed using two seedless grape varieties (Crimson—red and Thompson—white) that were artificially inoculated with Aspergillus carbonarius during open-air and tunnel drying. Air temperature (T) and relative humidity (RH) were measured and analysed during the drying experiment, along with grape surface temperature (T(s)), and water activity (a(w)). The grape moisture content, fungal colonization, and OTA contamination were estimated, along with the water diffusivity (D(eff)) and peel resistance (r(peel)) to water transfer. Monitoring the surface temperature of grapes is essential in the early detection of fungal growth and OTA contamination. As surface temperature should be carried out continuously, remote sensing protocols, such as infrared sensors, provide the most efficient means to achieve this. Furthermore, data collection and analysis could be conducted through the Internet of Things (IoT), thereby enabling effortless accessibility. The average T(s) of the grapes was 6.5% higher in the tunnel than in the open-air drying. The difference between the RH of air and that in the plastic crates was 16.26–17.22%. In terms of CFU/mL, comparison between white and red grapes in the 2020 and 2021 experiments showed that the red grapes exhibited significantly higher values than the white grapes. Specifically, the values for red grapes were 4.3 in 2021 to 3.4 times in 2020 higher compared to the white grapes. On the basis of the conducted analysis, it was concluded that tunnel drying provided some advantages over open-air drying, provided that hygienic and managerial requirements are met.
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spelling pubmed-106105912023-10-28 IoT for Monitoring Fungal Growth and Ochratoxin A Development in Grapes Solar Drying in Tunnel and in Open Air Templalexis, Charalampos Giorni, Paola Lentzou, Diamanto Mozzoni, Francesco Battilani, Paola Tsitsigiannis, Dimitrios I. Xanthopoulos, Georgios Toxins (Basel) Article Optimisation of solar drying to reduce fungal growth and Ochratoxin A (OTA) contamination is a crucial concern in raisin and currant production. Stochastic and deterministic analysis has been utilized to investigate environmental indicators and drying characteristics. The analysis was performed using two seedless grape varieties (Crimson—red and Thompson—white) that were artificially inoculated with Aspergillus carbonarius during open-air and tunnel drying. Air temperature (T) and relative humidity (RH) were measured and analysed during the drying experiment, along with grape surface temperature (T(s)), and water activity (a(w)). The grape moisture content, fungal colonization, and OTA contamination were estimated, along with the water diffusivity (D(eff)) and peel resistance (r(peel)) to water transfer. Monitoring the surface temperature of grapes is essential in the early detection of fungal growth and OTA contamination. As surface temperature should be carried out continuously, remote sensing protocols, such as infrared sensors, provide the most efficient means to achieve this. Furthermore, data collection and analysis could be conducted through the Internet of Things (IoT), thereby enabling effortless accessibility. The average T(s) of the grapes was 6.5% higher in the tunnel than in the open-air drying. The difference between the RH of air and that in the plastic crates was 16.26–17.22%. In terms of CFU/mL, comparison between white and red grapes in the 2020 and 2021 experiments showed that the red grapes exhibited significantly higher values than the white grapes. Specifically, the values for red grapes were 4.3 in 2021 to 3.4 times in 2020 higher compared to the white grapes. On the basis of the conducted analysis, it was concluded that tunnel drying provided some advantages over open-air drying, provided that hygienic and managerial requirements are met. MDPI 2023-10-15 /pmc/articles/PMC10610591/ /pubmed/37888644 http://dx.doi.org/10.3390/toxins15100613 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Templalexis, Charalampos
Giorni, Paola
Lentzou, Diamanto
Mozzoni, Francesco
Battilani, Paola
Tsitsigiannis, Dimitrios I.
Xanthopoulos, Georgios
IoT for Monitoring Fungal Growth and Ochratoxin A Development in Grapes Solar Drying in Tunnel and in Open Air
title IoT for Monitoring Fungal Growth and Ochratoxin A Development in Grapes Solar Drying in Tunnel and in Open Air
title_full IoT for Monitoring Fungal Growth and Ochratoxin A Development in Grapes Solar Drying in Tunnel and in Open Air
title_fullStr IoT for Monitoring Fungal Growth and Ochratoxin A Development in Grapes Solar Drying in Tunnel and in Open Air
title_full_unstemmed IoT for Monitoring Fungal Growth and Ochratoxin A Development in Grapes Solar Drying in Tunnel and in Open Air
title_short IoT for Monitoring Fungal Growth and Ochratoxin A Development in Grapes Solar Drying in Tunnel and in Open Air
title_sort iot for monitoring fungal growth and ochratoxin a development in grapes solar drying in tunnel and in open air
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10610591/
https://www.ncbi.nlm.nih.gov/pubmed/37888644
http://dx.doi.org/10.3390/toxins15100613
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