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Real Time Monitoring of Wine Vinegar Supply Chain through MOX Sensors
Open accessAbstract
Vinegar is a fermented product that is appreciated world-wide. It can be obtained from different kinds of matrices. Specifically, it is a solution of acetic acid produced by a two stage fermentation process. The first is an alcoholic fermentation, where the sugars are converted in ethanol and lower metabolites by the yeast action, generally Saccharomyces cerevisiae. This was performed through a technique that is expanding more and more, the so-called “pied de cuve”. The second step is an acetic fermentation where acetic acid bacteria (AAB) action causes the conversion of ethanol into acetic acid. Overall, the aim of this research is to follow wine vinegar production step by step through the volatiloma analysis by metal oxide semiconductor MOX sensors developed by Nano Sensor Systems S.r.l. This work is based on wine vinegar monitored from the grape must to the formed vinegar. The monitoring lasted 4 months and the analyses were carried out with a new generation of Electronic Nose (EN) engineered by Nano Sensor Systems S.r.l., called Small Sensor Systems Plus (S3+), equipped with an array of six gas MOX sensors with different sensing layers each. In particular, real-time monitoring made it possible to follow and to differentiate each step of the vinegar production. The principal component analysis (PCA) method was the statistical multivariate analysis utilized to process the dataset obtained from the sensors. A closer look to PCA graphs affirms how the sensors were able to cluster the production steps in a chronologically correct manner.
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“During the liquid fermentation of fruit vinegar, acetic acid bacteria primarily produce acetic acid via the sugar metabolism pathway. Acetic acid is a key component of fruit vinegar and plays a crucial role in determining its acidity. Specifically, acetic acid bacteria metabolize ethanol, which is generated by yeast during alcoholic fermentation, into acetic acid through a series of enzymatic”
From The Metabolic Pathways of Yeast and Acetic Acid Bacteria During Fruit Vinegar Fermentation and Their Influence on Flavor Development (2025) · cites this paper as [41]
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Cites
Functional Properties of Vinegar
Budak, N. H., Aykin, E., Seydim, A. C., Greene, A. K., & Guzel‐Seydim, Z. B. (2014) · Journal of Food Science · doi:10.1111/1750-3841.12434 · Cited by 405
Parallel pathways of ethanol oxidation: The effect of ethanol concentration
Câmara, G. A., & Iwasita, T. (2005) · Journal of Electroanalytical Chemistry · doi:10.1016/j.jelechem.2005.01.013 · Cited by 365
Cleenwerck, I., Vandemeulebroecke, K., Janssens, D., & Swings, J. (2002) · INTERNATIONAL JOURNAL OF SYSTEMATIC AND EVOLUTIONARY MICROBIOLOGY · doi:10.1099/00207713-52-5-1551 · Cited by 277
Nutrients and Bioactive Components from Vinegar: A Fermented and Functional Food
Xia, T., Zhang, B., Duan, W., Zhang, J., & Wang, M. (2020) · Journal of Functional Foods · doi:10.1016/j.jff.2019.103681 · Cited by 220 · cited 1×
“The main fermentation systems to produce vinegar are two: liquid state fermentation and solid state fermentation [10].”
Background(2009) · doi:10.1007/978-88-470-0866-3 · Cited by 204
Gullo, M., Verzelloni, E., & Canonico, M. (2014) · Process Biochemistry · doi:10.1016/j.procbio.2014.07.003 · Cited by 185
Characterization of acetic acid bacteria in “traditional balsamic vinegar”
Gullo, M., Caggia, C., Vero, L. D., & Giudici, P. (2005) · International Journal of Food Microbiology · doi:10.1016/j.ijfoodmicro.2005.06.024 · Cited by 180
Elmi, I., Zampolli, S., Cozzani, E., Mancarella, F., & Cardinali, G. C. (2008) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2008.09.002 · Cited by 152
Xu, W., Huang, Z., Zhang, X., Li, Q., Lu, Z., Shi, J., Xu, Z., & Ma, Y. (2011) · Food Microbiology · doi:10.1016/j.fm.2011.03.011 · Cited by 130
Characterisation of polymer nanocomposite sensors for quantification of bacterial cultures
Arshak, K. I., Adley, C. C., Moore, E., Cunniffe, C., CAMPION, M., & HARRIS, J. (2007) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2006.12.006 · Cited by 129
Wang, Y., Zhou, Y. H., Wang, Y., Zhang, R., Li, J., Li, X., & Zang, Z. (2021) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2021.130770 · Cited by 125
Viejo, C. G., Tongson, E. J., & Fuentes, S. (2021) · Sensors · doi:10.3390/s21062016 · Cited by 114
Chinnici, F., Durán, E., Sonni, F., Natali, N., Marı́n, R. N., & Riponi, C. (2009) · Journal of Agricultural and Food Chemistry · doi:10.1021/jf804005w · Cited by 108
Boekhout, T., & Robert, V. (2003) · Woodhead Publishing Limited eBooks · doi:10.1533/9781845698485 · Cited by 107
Ubeda, C., Callejón, R. M., Hidalgo, C., Torija, M. J., Mas, A., Troncoso, A. M., & Morales, M. L. (2011) · Food Research International · doi:10.1016/j.foodres.2010.10.025 · Cited by 95
Water quality for Espresso coffee
Navarini, L., & Rivetti, D. (2009) · Food Chemistry · doi:10.1016/j.foodchem.2009.04.019 · Cited by 82
Food, Fermentation and Micro‐organisms
Bamforth, C. W. (2005) · Wiley eBooks · doi:10.1002/9780470995273 · Cited by 79
Mechanical behaviour of particulate hybrid composite laminates as potential building materials
Singh, B., Gupta, M., & Verma, A. (1995) · Construction and Building Materials · doi:10.1016/0950-0618(95)92859-f · Cited by 68
Monitoring vinegar acetic fermentation using a colorimetric sensor array
Chen, Q., Liu, A., Zhao, J., Ouyang, Q., Sun, Z., & Huang, L. (2013) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2013.04.033 · Cited by 68
Kim, N. S., Lee, J. H., Han, K. M., Kim, J. W., Cho, S., & 김진호 (2013) · Food Chemistry · doi:10.1016/j.foodchem.2013.07.083 · Cited by 61
Iranzo, J. F. Ú., Magaña, F. G., & Viñas, M. Á. G. (2000) · Food Control · doi:10.1016/s0956-7135(99)00086-9 · Cited by 41
Li, E. (2012) · Journal of Microbiology and Biotechnology · doi:10.4014/jmb.1111.11013 · Cited by 30
Influence of fermentation temperature on semi-continuous acetification for wine vinegar production
Fregapane, G., Rubio-Fernández, H., & Salvador, M. D. (2001) · European Food Research and Technology · doi:10.1007/s002170100348 · Cited by 29
Clavijo, A., Calderón, I. L., & Paneque, P. (2010) · World Journal of Microbiology and Biotechnology · doi:10.1007/s11274-010-0609-y · Cited by 29
Adams, M. R. (1998) · Springer eBooks · doi:10.1007/978-1-4613-0309-1_1 · Cited by 29
Multidisciplinary Approach to Characterizing the Fingerprint of Italian EVOO
Abbatangelo, M., Núñez-Carmona, E., Duina, G., & Sberveglieri, V. (2019) · Molecules · doi:10.3390/molecules24081457 · Cited by 27
Self-citationInternet of Food (IoF), Tailor-Made Metal Oxide Gas Sensors to Support Tea Supply Chain
Núñez-Carmona, E., Abbatangelo, M., & Sberveglieri, V. (2021) · Sensors · doi:10.3390/s21134266 · Cited by 23
Self-citationNanomaterial Gas Sensors for Online Monitoring System of Fruit Jams
Núñez-Carmona, E., Abbatangelo, M., Zottele, I., Piccoli, P., Tamanini, A., Comini, E., Sberveglieri, G., & Sberveglieri, V. (2019) · Foods · doi:10.3390/foods8120632 · Cited by 22
Self-citationNúñez-Carmona, E., Abbatangelo, M., Zappa, D., Comini, E., Sberveglieri, G., & Sberveglieri, V. (2020) · Sensors · doi:10.3390/s20072009 · Cited by 20
Self-citationDurán, E., Palma, M., Natera, R., Castro, R., & Barroso, C. G. (2009) · Food Chemistry · doi:10.1016/j.foodchem.2009.12.050 · Cited by 18
Establishment of the Volatile Signature of Wine-Based Aromatic Vinegars Subjected to Maceration
Perestrelo, R., Silva, C. L., Silva, P., & Câmara, J. S. (2018) · Molecules · doi:10.3390/molecules23020499 · Cited by 15
Quality characteristics of farm-made brown rice vinegar via traditional static fermentation
Baek, C. H., Jeong, D.-H., Baek, S. Y., Choi, J.-H., Park, H.-Y., Choi, H. S., Jeong, S.-T., Kim, J. H., Jeong, Y., Kwon, J., et al. (2013) · Korean Journal of Food Preservation · doi:10.11002/kjfp.2013.20.4.564 · Cited by 13
A New Kind of Chemical Nanosensors for Discrimination of Espresso Coffee
Greco, G., Núñez-Carmona, E., Sberveglieri, G., Genzardi, D., & Sberveglieri, V. (2022) · Chemosensors · doi:10.3390/chemosensors10050186 · Cited by 8
Self-citationMicrobial technologies for acetic acid production using fruit waste
Tripathi, N. M., Prinsi, Sharma, D., Ranga, P., Aseri, G. K., & Singh, D. (2022) · Elsevier eBooks · doi:10.1016/b978-0-323-90590-9.00006-7 · Cited by 6
Betto, G., Sberveglieri, V., Núñez-Carmona, E., Comini, E., & Giudici, P. (2016) · Procedia Engineering · doi:10.1016/j.proeng.2016.11.545 · Cited by 3
Self-citation
Research works printed but not linked: 2
- Hailu, 2012, Vinegar production technology—An overview, Beverage Food World, 2, 29
- Sun, 2010, Changes of characteristic aroma component in Zhenjiang fragrance vinegar during processing and analysis of their formation mechanism, J. Chin. Inst. Food Sci. Technol., 10, 120
Cited by
Sorted by citations
Ge, Y., Wu, Y., Aihaiti, A., Wang, L., Wang, Y., Xing, J., Zhu, M., & Hong, J. (2025) · Microorganisms · doi:10.3390/microorganisms13030477 · Cited by 49
Feng, H., Viejo, C. G., Vaghefi, N., Taylor, P. W. J., Tongson, E. J., & Fuentes, S. (2022) · Sensors · doi:10.3390/s22228645 · Cited by 29
Littarru, E., Modesti, M., Alfieri, G., Pettinelli, S., Floridia, G., Bellincontro, A., Sanmartin, C., & Brizzolara, S. (2024) · Journal of the Science of Food and Agriculture · doi:10.1002/jsfa.13336 · Cited by 28
Devices for monitoring oenological processes: A review
Gallego-Martínez, J. J., Cañete, E., Gersnoviez, A., Brox, M., Sánchez-Gil, J. J., Martín, C., & Moreno, J. (2024) · Measurement · doi:10.1016/j.measurement.2024.114922 · Cited by 25
SERS-Based Hydrogen Bonding Induction Strategy for Gaseous Acetic Acid Capture and Detection
Kou, Y., Zhang, X., Li, H., Zhang, K.-L., Xu, Q., Zheng, Q., Tian, J., Zhang, Y., & Li, J. (2024) · Analytical Chemistry · doi:10.1021/acs.analchem.3c05905 · Cited by 22
Metadata
- Authors
- Genzardi, D., Greco, G., Núñez-Carmona, E., & Sberveglieri, V.
- Affiliations
- Institute of Biosciences and Bioresources (IT)
- University of Brescia (IT)
- Corresponding author
- Greco, Giuseppe
- Venue
- Sensors
- Publisher
- MDPI AG
- Published
- 2022-08-19
- Volume
- 22
- Issue
- 16
- Pages
- 6247
- ISSN
- 1424-8220 (ISSN-L)
- PMC
- PMC9412311
- OpenAlex
- W4293256761
- Cited by
- 19
- References
- 35
- Citations by year
- 2026: 5 · 2025: 4 · 2024: 5 · 2023: 4 · 2022: 1
- FWCI
- 1.02
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Sensors (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › Advanced Chemical Sensor Technologies
- Physical Sciences › Chemistry › Analytical Chemistry › Spectroscopy and Chemometric Analyses
- Life Sciences › Agricultural and Biological Sciences › Food Science › Fermentation and Sensory Analysis
- Keywords
- wine vinegar, vinegar production, supply chain monitoring, metal oxide gas sensors, electronic nose, volatilome, alcoholic fermentation, acetic acid fermentation, acetic acid bacteria, grape must, real-time monitoring, principal component analysis, sensor arrays
- MeSH terms
- Ethanol, Fermentation, Saccharomyces cerevisiae, Wine, Acetic Acid
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