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<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">foodsyst</journal-id><journal-title-group><journal-title xml:lang="en">Food systems</journal-title><trans-title-group xml:lang="ru"><trans-title>Пищевые системы</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2618-9771</issn><issn pub-type="epub">2618-7272</issn><publisher><publisher-name>Федеральный научный центр пищевых систем им. В.М. Горбатова РАН</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.21323/2618-9771-2026-9-2-347-356</article-id><article-id custom-type="elpub" pub-id-type="custom">foodsyst-1096</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>Статьи</subject></subj-group></article-categories><title-group><article-title>Modern blockchain and artificial intelligence technologies for biofilm control in the food industry. Review</article-title><trans-title-group xml:lang="ru"><trans-title>Современные технологии блокчейна и искусственного интеллекта для контроля биопленки в пищевой промышленности. Обзор</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-6613-439X</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Бурак</surname><given-names>Л. Ч.</given-names></name><name name-style="western" xml:lang="en"><surname>Burak</surname><given-names>L. Ch.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Бурак Леонид Чеславович – доктор философии в области пищевых наук, кандидат технических наук, директор</p><p>220118, Минск, ул. Шаранговича, 19, офис 718</p></bio><bio xml:lang="en"><p>Leonid Ch. Burak, PhD, Candidate of Technical Sciences, Director</p><p>19, Sharangovich Str., Minsk, 220018</p></bio><email xlink:type="simple">leonidburak@gmail.com</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-6565-5927</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Завалей</surname><given-names>А. П.</given-names></name><name name-style="western" xml:lang="en"><surname>Zavaley</surname><given-names>A. P.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Завалей Андрей Петрович – начальник испытательной лаборатории</p><p>222112, Минская область, Дзержинск, ул. Колхозная, 1</p></bio><bio xml:lang="en"><p>Andrey P. Zavaley, Head of Testing Laboratory</p><p>1, Kolkhoznaya Str., Dzherzhinsk, Minsk Region, 222112</p></bio><email xlink:type="simple">zavaley@gmail.com</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-8579-2689</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Сапач</surname><given-names>А. Н.</given-names></name><name name-style="western" xml:lang="en"><surname>Sapach</surname><given-names>A. N.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Сапач Александр Николаевич – заместитель директора</p><p>220118, Минск, ул. Шаранговича, 19, офис 718</p></bio><bio xml:lang="en"><p>Alexander N. Sapach, Deputy Director</p><p>19, Sharangovich Str., Minsk, 220018</p></bio><email xlink:type="simple">aleksandr@belrosakva.by</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Общество с ограниченной ответственностью «БЕЛРОСАКВА»</institution><country>Беларусь</country></aff><aff xml:lang="en"><institution>BELROSAKVA Limited Liability Company</institution><country>Belarus</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru"><institution>Совместное общество с ограниченной ответственностью «Ароматик»</institution><country>Беларусь</country></aff><aff xml:lang="en"><institution>Joint Limited Liability Vompany «Aromatic»</institution><country>Belarus</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>01</day><month>08</month><year>2026</year></pub-date><volume>9</volume><issue>2</issue><fpage>347</fpage><lpage>356</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Burak L.C., Zavaley A.P., Sapach A.N., 2026</copyright-statement><copyright-year>2026</copyright-year><copyright-holder xml:lang="ru">Бурак Л.Ч., Завалей А.П., Сапач А.Н.</copyright-holder><copyright-holder xml:lang="en">Burak L.C., Zavaley A.P., Sapach A.N.</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://www.fsjour.com/jour/article/view/1096">https://www.fsjour.com/jour/article/view/1096</self-uri><abstract><p>Biofilm formation and its resistance to traditional cleaning and disinfection methods during food processing pose a significant threat to food safety and quality. These resilient microbial communities contribute to contamination, spoilage, and ultimately foodborne illness, highlighting the need for innovative and technology-driven control strategies. The objective of this scientific review is to analyze the current and potential roles of blockchain and artificial intelligence in biofilm management and to identify areas for future research and practical application of these technologies in food safety. This review focused on scientific publications published between 2022 and 2025. Keyword searches were conducted in the scientific databases Scopus and Web of Science, Google Scholar, and the Scientific Electronic Library «eLIBRARY.RU.» Publications were selected in two stages: at first, by titles and abstracts, then based on the analysis of full-text papers corresponding to the inclusion criteria. The analysis of the scientific research of the last years showed that modern digital tools, such as artificial intelligence, offer new opportunities for improving biofilm management. Blockchain enables real-time traceability of sanitary status, contamination events, and compliance activities throughout the supply chain. Machine learning and sensorbased monitoring facilitate operative control of microbiological stability and risk assessment of microbial multiplication. Together, these tools support data-driven decision-making and more active pollution prevention. However, it should be noted that data integration is costly. Further research should focus on refining AI models by improving data quality and complementing it, assessing the reliability of sensors in industrial settings, and exploring regulatory frameworks that balance innovation and safety compliance.</p></abstract><trans-abstract xml:lang="ru"><p>Образование биопленки и ее устойчивость к применяемым традиционным методам очистки и дезинфекции в процессе переработки пищевых продуктов представляют значительную угрозу безопасности и качеству пищевых продуктов. Эти устойчивые микробные сообщества способствуют загрязнению, порче и, как следствие, развитию заболеваний пищевого происхождения, что подчеркивает необходимость инновационных и технологически ориентированных стратегий контроля. Целью данного научного обзора является анализ текущих и потенциальных возможностей применения блокчейна и искусственного интеллекта для мониторинга, контроля и предотвращения образования биопленок, а также определение направлений будущих исследований и практического применения этих технологий в области безопасности пищевых продуктов. Материалом для данного обзора послужили научные публикации 2020–2025 годов. Поиск проводили по ключевым словам в научных базах данных Scopus и Web of Science, Google Scholar и в Научной электронной библиотеке eLIBRARY.ru. Отбор публикаций проводили в два этапа: сначала по названию и аннотации, а затем на основе анализа полнотекстовых статей, соответствующих критериям включения. Анализ научных исследований последних лет показал, что такие современные цифровые технологии, как искусственный интеллект, открывают новые возможности для эффективного управления биопленками. В режиме реального времени блокчейн обеспечивает прослеживаемость санитарного состояния, случаев микробного загрязнения и принятых мер на всех этапах пищевой цепи. Кроме того, машинное обучение и мониторинг на основе датчиков способствуют оперативному контролю микробиологической стабильности, оценке рисков размножения микроорганизмов. В совокупности эти инструменты способствуют принятию решений на основе данных и более активному предотвращению загрязнения. Вместе с тем следует отметить, что интеграция данных требует значительных материальных затрат. Дальнейшие исследования должны быть направлены на совершенствование моделей искусственного интеллекта за счет повышения качества и расширения объема данных, а также на оценку надежности датчиков в промышленных условиях. Не менее важным направлением является изучение нормативно-правовой базы, обеспечивающей баланс между внедрением инноваций и соблюдением требований безопасности.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>пищевые продукты</kwd><kwd>безопасность</kwd><kwd>биопленка</kwd><kwd>контроль</kwd><kwd>интеграция</kwd><kwd>мониторинг</kwd><kwd>прослеживаемость</kwd><kwd>блокчейн</kwd><kwd>искусственный интеллект</kwd></kwd-group><kwd-group xml:lang="en"><kwd>food</kwd><kwd>safety</kwd><kwd>biofilm</kwd><kwd>control</kwd><kwd>integration</kwd><kwd>monitoring</kwd><kwd>traceability</kwd><kwd>blockchain</kwd><kwd>artificial intelligence</kwd></kwd-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Бурак, Л. Ч. (2025). Перспективы использования технологии сверхкритического диоксида углерода в пищевой промышленности. Обзор предметного поля. Ползуновский вестник, 1, 32–50.</mixed-citation><mixed-citation xml:lang="en">[Burak, L. Ch. (2025). Prospects for using supercritical carbon dioxidetechnology in food industry. Subject field overview. Polzunovsky Vestnik, 1, 32–50. (In Russian)] https://doi.org/10.25712/ASTU.2072-8921.2025.01.004.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Бурак, Л. Ч., Завалей, А. П. (2024). Эффективность комбинированного воздействия ультразвука и микроволн при обработке пищевых продуктов. Обзор. Техника и технология пищевых производств, 54(2), 342–357.</mixed-citation><mixed-citation xml:lang="en">[Burak, L. Ch., Zavalei, A. P. (2024). Combined ultrasound and microwave food processing: Efficiency review. Food Processing: Techniques and Technology, 54(2), 342–357 (In Russian)] https://doi.org/10.21603/2074-9414-2024-2-2510.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Dallagi, H., Jha, P. K., Faille, C., Le-Bail, A., Rawson, A., Benezech, T. (2023). Removal of biocontamination in the food industry using physical methods; an overview. Food Control, 148, Article 109645. https://doi.org/10.1016/j.foodcont.2023.109645.</mixed-citation><mixed-citation xml:lang="en">Dallagi, H., Jha, P. K., Faille, C., Le-Bail, A., Rawson, A., Benezech, T. (2023). Removal of biocontamination in the food industry using physical methods; an overview. Food Control, 148, Article 109645. https://doi.org/10.1016/j.foodcont.2023.109645.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Duan, K., Onyeaka, H., Pang, G., Meng, Z. (2024). Pioneering food safety: Blockchain’s integration in supply chain surveillance. Journal of Agriculture and Food Research,18, Article 101281. https://doi.org/10.1016/j.jafr.2024.101281.</mixed-citation><mixed-citation xml:lang="en">Duan, K., Onyeaka, H., Pang, G., Meng, Z. (2024). Pioneering food safety: Blockchain’s integration in supply chain surveillance. Journal of Agriculture and Food Research,18, Article 101281. https://doi.org/10.1016/j.jafr.2024.101281.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Anamul Hasan Chowdhury, M., Ashrafudoulla, Md., Isaïe Ulrich Mevo, S., Mahamud, A. G. M. S. U., Sanat Anjum Reem, C., Jie-won Ha, A. et al. (2024). Efficacy of orange terpene against escherichia coli biofilm on beef and food contact surfaces. Food Research Internation, 197, Article 115204. https://doi.org/10.1016/j.foodres.2024.115204.</mixed-citation><mixed-citation xml:lang="en">Anamul Hasan Chowdhury, M., Ashrafudoulla, Md., Isaïe Ulrich Mevo, S., Mahamud, A. G. M. S. U., Sanat Anjum Reem, C., Jie-won Ha, A. et al. (2024). Efficacy of orange terpene against escherichia coli biofilm on beef and food contact surfaces. Food Research Internation, 197, Article 115204. https://doi.org/10.1016/j.foodres.2024.115204.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Abebe, G. M. (2020). The role of bacterial biofilm in antibiotic resistance and food contamination. International Journal of Microbiology, 2020(1), Article 1705814. https://doi.org/10.1155/2020/1705814.</mixed-citation><mixed-citation xml:lang="en">Abebe, G. M. (2020). The role of bacterial biofilm in antibiotic resistance and food contamination. International Journal of Microbiology, 2020(1), Article 1705814. https://doi.org/10.1155/2020/1705814.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Verna, E., Genta, G., Galetto, M. (2025). Enhanced food quality by digital traceability in food processing industry. Food Engineering Reviews, 17(2), 359–383. https://doi.org/10.1007/s12393-024-09392-4.</mixed-citation><mixed-citation xml:lang="en">Verna, E., Genta, G., Galetto, M. (2025). Enhanced food quality by digital traceability in food processing industry. Food Engineering Reviews, 17(2), 359–383. https://doi.org/10.1007/s12393-024-09392-4.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Khan, H., Jan, Z., Ullah, I., Alwabli, A., Alharbi, F., Habib, S. et al. (2024). A deep dive into AI integration and advanced nanobiosensor technologies for enhanced bacterial infection monitoring. Nanotechnology Reviews, 13(1), Article 20240056. https://doi.org/10.1515/ntrev-2024-0056.</mixed-citation><mixed-citation xml:lang="en">Khan, H., Jan, Z., Ullah, I., Alwabli, A., Alharbi, F., Habib, S. et al. (2024). A deep dive into AI integration and advanced nanobiosensor technologies for enhanced bacterial infection monitoring. Nanotechnology Reviews, 13(1), Article 20240056. https://doi.org/10.1515/ntrev-2024-0056.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Bhowmik, D., Rickard, J. J. S., Jelinek, R., Goldberg Oppenheimer, P. (2024). Resilient sustainable current and emerging technologies for foodborne pathogen detection. Sustainable Food Technology, 3(1), 10–31. https://doi.org/10.1039/D4FB00192C.</mixed-citation><mixed-citation xml:lang="en">Bhowmik, D., Rickard, J. J. S., Jelinek, R., Goldberg Oppenheimer, P. (2024). Resilient sustainable current and emerging technologies for foodborne pathogen detection. Sustainable Food Technology, 3(1), 10–31. https://doi.org/10.1039/D4FB00192C.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Dhal, S. B., Kar, D. (2025). Leveraging artificial intelligence and advanced food processing techniques for enhanced food safety, quality, and security: A comprehensive review. Discover Applied Sciences, 7(1), Article 75. https://doi.org/10.1007/s42452-025-06472-w.</mixed-citation><mixed-citation xml:lang="en">Dhal, S. B., Kar, D. (2025). Leveraging artificial intelligence and advanced food processing techniques for enhanced food safety, quality, and security: A comprehensive review. Discover Applied Sciences, 7(1), Article 75. https://doi.org/10.1007/s42452-025-06472-w.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Zhao, A., Sun, J., Liu, Y. (2023). Understanding bacterial biofilms: from definition to treatment strategies. Frontiers in Cellular and Infection Microbiology, 13, Article 1137947. https://doi.org/10.3389/fcimb.2023.1137947.</mixed-citation><mixed-citation xml:lang="en">Zhao, A., Sun, J., Liu, Y. (2023). Understanding bacterial biofilms: from definition to treatment strategies. Frontiers in Cellular and Infection Microbiology, 13, Article 1137947. https://doi.org/10.3389/fcimb.2023.1137947.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">David, A., Tahrioui, A., Tareau, A.-S., Forge, A., Gonzalez, M., Bouffartigues, E. et al. (2024). Pseudomonas aeruginosa biofilm lifecycle: Involvement of mechanical constraints and timeline of matrix production. Antibiotics, 13(8), Article 688. https://doi.org/10.3390/antibiotics13080688.</mixed-citation><mixed-citation xml:lang="en">David, A., Tahrioui, A., Tareau, A.-S., Forge, A., Gonzalez, M., Bouffartigues, E. et al. (2024). Pseudomonas aeruginosa biofilm lifecycle: Involvement of mechanical constraints and timeline of matrix production. Antibiotics, 13(8), Article 688. https://doi.org/10.3390/antibiotics13080688.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Patra, S., Saha, S., Singh, R., Tomar, N., Gulati, P. (2025). Biofilm battleground: Unveiling the hidden challenges, current approaches and future perspectives in combating biofilm associated bacterial infections. Microbial Pathogenesis,198, Article 107155. https://doi.org/10.1016/j.micpath.2024.107155.</mixed-citation><mixed-citation xml:lang="en">Patra, S., Saha, S., Singh, R., Tomar, N., Gulati, P. (2025). Biofilm battleground: Unveiling the hidden challenges, current approaches and future perspectives in combating biofilm associated bacterial infections. Microbial Pathogenesis,198, Article 107155. https://doi.org/10.1016/j.micpath.2024.107155.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Elafify, M., Liao, X., Feng, J., Ahn, J., Ding, T. (2024). Biofilm formation in food industries: Challenges and control strategies for food safety. Food Research International, 190, Article 114650. https://doi.org/10.1016/j.foodres.2024.114650.</mixed-citation><mixed-citation xml:lang="en">Elafify, M., Liao, X., Feng, J., Ahn, J., Ding, T. (2024). Biofilm formation in food industries: Challenges and control strategies for food safety. Food Research International, 190, Article 114650. https://doi.org/10.1016/j.foodres.2024.114650.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Juszczuk-Kubiak, E. (2024). Molecular aspects of the functioning of pathogenic bacteria biofilm based on quorum sensing (QS) signal-response system and innovative non-antibiotic strategies for their elimination. International Journal of Molecular Sciences, 25(5), Article 2655. https://doi.org/10.3390/ijms25052655.</mixed-citation><mixed-citation xml:lang="en">Juszczuk-Kubiak, E. (2024). Molecular aspects of the functioning of pathogenic bacteria biofilm based on quorum sensing (QS) signal-response system and innovative non-antibiotic strategies for their elimination. International Journal of Molecular Sciences, 25(5), Article 2655. https://doi.org/10.3390/ijms25052655.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Coppola, F., Fratianni, F., Bianco, V., Wang, Z., Pellegrini, M., Coppola, R. et al. (2025). New methodologies as opportunities in the study of bacterial biofilms, including food-related applications. Microorganisms, 13(5), Article 1062. https://doi.org/10.3390/microorganisms13051062.</mixed-citation><mixed-citation xml:lang="en">Coppola, F., Fratianni, F., Bianco, V., Wang, Z., Pellegrini, M., Coppola, R. et al. (2025). New methodologies as opportunities in the study of bacterial biofilms, including food-related applications. Microorganisms, 13(5), Article 1062. https://doi.org/10.3390/microorganisms13051062.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Chowdhury, M. A. H., Sarkar, F., Reem, C. S. A., Rahman, S. M., Mahamud, A. G. M. S. U., Rahman, Md. A. et al. (2024). Enzyme applications in baking: From dough development to shelf-life extension. International Journal of BiologicalMacromolecules, 282(4), Article 137020. https://doi.org/10.1016/j.ijbiomac.2024.137020.</mixed-citation><mixed-citation xml:lang="en">Chowdhury, M. A. H., Sarkar, F., Reem, C. S. A., Rahman, S. M., Mahamud, A. G. M. S. U., Rahman, Md. A. et al. (2024). Enzyme applications in baking: From dough development to shelf-life extension. International Journal of BiologicalMacromolecules, 282(4), Article 137020. https://doi.org/10.1016/j.ijbiomac.2024.137020.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Dawan, J., Zhang, S., Ahn, J. (2025). Recent advances in biofilm control technologies for the food industry. Antibiotics, 14(3), Article 254. https://doi.org/10.3390/antibiotics14030254.</mixed-citation><mixed-citation xml:lang="en">Dawan, J., Zhang, S., Ahn, J. (2025). Recent advances in biofilm control technologies for the food industry. Antibiotics, 14(3), Article 254. https://doi.org/10.3390/antibiotics14030254.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Anupama, A., Pattapulavar, V., Christopher, J. G. (2025). The past, present, future of listeria monocytogenes: Understanding the molecular pathways, antibiotic resistance and public health implication. Medicine in Microecology, 25, Article 100127. https://doi.org/10.1016/j.medmic.2025.100127.</mixed-citation><mixed-citation xml:lang="en">Anupama, A., Pattapulavar, V., Christopher, J. G. (2025). The past, present, future of listeria monocytogenes: Understanding the molecular pathways, antibiotic resistance and public health implication. Medicine in Microecology, 25, Article 100127. https://doi.org/10.1016/j.medmic.2025.100127.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Sri Vigna Hema, V., Manickavasagan, A. (2024). Blockchain implementation for food safety in supply chain: A review. Comprehensive Reviews in Food Science and Food Safety, 23(5), Article e70002. https://doi.org/10.1111/1541-4337.70002.</mixed-citation><mixed-citation xml:lang="en">Sri Vigna Hema, V., Manickavasagan, A. (2024). Blockchain implementation for food safety in supply chain: A review. Comprehensive Reviews in Food Science and Food Safety, 23(5), Article e70002. https://doi.org/10.1111/1541-4337.70002.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Wahyuni, H. C., Rosid, M. A., Azara, R., Voak, A. (2024). Blockchain technology design based on food safety and halal risk analysis in the beef supply chain with FMEA-FTA. Journal of Engineering Research, 13(2), 590–595. https://doi.org/10.1016/j.jer.2024.02.002.</mixed-citation><mixed-citation xml:lang="en">Wahyuni, H. C., Rosid, M. A., Azara, R., Voak, A. (2024). Blockchain technology design based on food safety and halal risk analysis in the beef supply chain with FMEA-FTA. Journal of Engineering Research, 13(2), 590–595. https://doi.org/10.1016/j.jer.2024.02.002.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Herzog, D., Herzog, N. (2024). Blockchain technology and sanitary aspects of the water supply. Archives of Case Reports: Open Access (ACROA), 1(1), 1–11. https://doi.org/10.20944/preprints202403.1620.v1.</mixed-citation><mixed-citation xml:lang="en">Herzog, D., Herzog, N. (2024). Blockchain technology and sanitary aspects of the water supply. Archives of Case Reports: Open Access (ACROA), 1(1), 1–11. https://doi.org/10.20944/preprints202403.1620.v1.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Oriekhoe, O. I., Ilugbusi, B. S., Adisa, O. (2024). Ensuring global food safety: Integrating blockchain technology into food supply chains. Engineering Science and Technology Journal, 5(3), 811–820. https://doi.org/10.51594/estj.v5i3.905.</mixed-citation><mixed-citation xml:lang="en">Oriekhoe, O. I., Ilugbusi, B. S., Adisa, O. (2024). Ensuring global food safety: Integrating blockchain technology into food supply chains. Engineering Science and Technology Journal, 5(3), 811–820. https://doi.org/10.51594/estj.v5i3.905.</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Mahunu, G. K., Osei-Kwarteng, M., Ogwu, M. C., Afoakwah, N. A. (2024). Safe food handling techniques to prevent microbial contamination. Chapter in a book: Food Safety and Quality in the Global South. Springer, 2024. https://doi.org/10.1007/978-981-97-2428-4_14.</mixed-citation><mixed-citation xml:lang="en">Mahunu, G. K., Osei-Kwarteng, M., Ogwu, M. C., Afoakwah, N. A. (2024). Safe food handling techniques to prevent microbial contamination. Chapter in a book: Food Safety and Quality in the Global South. Springer, 2024. https://doi.org/10.1007/978-981-97-2428-4_14.</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Radi Benjelloun, G., Chouhbi, O., Bahlaouan, B., Bennani, M., El Antri, S., Boutaleb, N. (2025). Biofilms in the food industry: Adhesion mechanisms, control strategies, and mastery. Natural Built Social Environment Health, 1(1), 41–80. https://doi.org/10.63095/NBSEH.25.650223.</mixed-citation><mixed-citation xml:lang="en">Radi Benjelloun, G., Chouhbi, O., Bahlaouan, B., Bennani, M., El Antri, S., Boutaleb, N. (2025). Biofilms in the food industry: Adhesion mechanisms, control strategies, and mastery. Natural Built Social Environment Health, 1(1), 41–80. https://doi.org/10.63095/NBSEH.25.650223.</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Fernández González, A., Badía Laíño, R., Costa-Fernández, J. M., Soldado, A. (2024). Progress and challenge of sensors for dairy food safety monitoring. Sensors, 24(5), Article 1383. https://doi.org/10.3390/s24051383.</mixed-citation><mixed-citation xml:lang="en">Fernández González, A., Badía Laíño, R., Costa-Fernández, J. M., Soldado, A. (2024). Progress and challenge of sensors for dairy food safety monitoring. Sensors, 24(5), Article 1383. https://doi.org/10.3390/s24051383.</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Brás, A., Braz, M., Martinho, I., Pereira, C., Almeida, A. (2024). Effect of bacteriophages against biofilms of Escherichia coli on food processing surfaces. Microorganisms, 12(2), Article 366. https://doi.org/10.3390/microorganisms12020366.</mixed-citation><mixed-citation xml:lang="en">Brás, A., Braz, M., Martinho, I., Pereira, C., Almeida, A. (2024). Effect of bacteriophages against biofilms of Escherichia coli on food processing surfaces. Microorganisms, 12(2), Article 366. https://doi.org/10.3390/microorganisms12020366.</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Ding, H., Tian, J., Yu, W., Wilson, D. I., Young, B. R., Cui, X. et al. (2023). The application of artificial intelligence and big data in the food industry. Foods, 12(24), Article 4511. https://doi.org/10.3390/foods12244511.</mixed-citation><mixed-citation xml:lang="en">Ding, H., Tian, J., Yu, W., Wilson, D. I., Young, B. R., Cui, X. et al. (2023). The application of artificial intelligence and big data in the food industry. Foods, 12(24), Article 4511. https://doi.org/10.3390/foods12244511.</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Тутельян, А. В., Юшина, Ю. К., Соколова, О. В., Батаева, Д. С., Фесюн, А. Д., Датий, А. В. (2019). Образование биологических пленок микроорганизмов на пищевых производствах. Вопросы питания, 88(3), 32–43.</mixed-citation><mixed-citation xml:lang="en">[Tutelyan, A. V., Yushina, Yu. K., Sokolova, O. V., Bataeva, D. S., Fesyun, A. D., Datiy, A. V. (2019). Название по данным журнала: Formation of biological films by microororganisms in food productions. Problems of Nutrition, 88 (3), 32–43. (In Russian)] https://doi.org/10.24411/0042-8833-2019-10027.</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Al-Sharify, Z. T., Al-Najjar, S. Z., Naser, Z. A. Alsherfy, Z. A., Onyeaka, H. (2025). The impact of fluid flow on microbial growth and distribution in food processing systems. Foods, 14(3), Article 401. https://doi.org/10.3390/foods14030401.</mixed-citation><mixed-citation xml:lang="en">Al-Sharify, Z. T., Al-Najjar, S. Z., Naser, Z. A. Alsherfy, Z. A., Onyeaka, H. (2025). The impact of fluid flow on microbial growth and distribution in food processing systems. Foods, 14(3), Article 401. https://doi.org/10.3390/foods14030401.</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Бурак, Л. Ч. (2024). Ограничения и возможности современных технологий обеспечению микробиологической безопасности пищевых продуктов. Известия высших учебных заведений. Пищевая технология, 2–3(396), 6–13.</mixed-citation><mixed-citation xml:lang="en">[Burak, L. Ch. (2024). Limitations and possibilities of modern technologies for ensuring microbiological safety of food products. Izvestiya Vuzov. Food Technology, 2–3(396), 6–13. (In Russian)] https://doi.org/10.26297/0579-3009.2024.2-3.1.</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Oh, H., Lee, J. (2024). Psychrotrophic bacteria threatening the safety of animalderived foods: Characteristics, contamination, and control strategies. Food Science of Animal Resources, 44(5), 1011–1027. https://doi.org/10.5851/kosfa.2024.e70.</mixed-citation><mixed-citation xml:lang="en">Oh, H., Lee, J. (2024). Psychrotrophic bacteria threatening the safety of animalderived foods: Characteristics, contamination, and control strategies. Food Science of Animal Resources, 44(5), 1011–1027. https://doi.org/10.5851/kosfa.2024.e70.</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Liu, M., Ding, Y., Ye, Q., Wu, S., Gu, Q., Chen, L. et al. (2024). Cold-tolerance mechanisms in foodborne pathogens: Escherichia coli and Listeria monocytogenes as examples. Critical Reviews in Food Science and Nutrition, 65(11), 2031–2045. https://doi.org/10.1080/10408398.2024.2322141.</mixed-citation><mixed-citation xml:lang="en">Liu, M., Ding, Y., Ye, Q., Wu, S., Gu, Q., Chen, L. et al. (2024). Cold-tolerance mechanisms in foodborne pathogens: Escherichia coli and Listeria monocytogenes as examples. Critical Reviews in Food Science and Nutrition, 65(11), 2031–2045. https://doi.org/10.1080/10408398.2024.2322141.</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Jang, H., Lee, D., Yoon, B. (2024). Development of a blockchain-based food safety system for shared kitchens. Systems, 12(11), Article 509. https://doi.org/10.3390/systems12110509.</mixed-citation><mixed-citation xml:lang="en">Jang, H., Lee, D., Yoon, B. (2024). Development of a blockchain-based food safety system for shared kitchens. Systems, 12(11), Article 509. https://doi.org/10.3390/systems12110509.</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Chhetri, K. B. (2024). Applications of artificial intelligence and machine learning in food quality control and safety assessment. Food Engineering Reviews, 16(1), 1–21. https://doi.org/10.1007/s12393-023-09363-1.</mixed-citation><mixed-citation xml:lang="en">Chhetri, K. B. (2024). Applications of artificial intelligence and machine learning in food quality control and safety assessment. Food Engineering Reviews, 16(1), 1–21. https://doi.org/10.1007/s12393-023-09363-1.</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">Sreevathsan, S., Bhavana, B. K., Debnath, S., Mudliar, S. N. (2023). Advanced computational tools for enhanced food quality and safety. Chapter in a book: Engineering Aspects of Food Quality and Safety. Springer, 2023. https://doi.org/10.1007/978-3-031-30683-9_8.</mixed-citation><mixed-citation xml:lang="en">Sreevathsan, S., Bhavana, B. K., Debnath, S., Mudliar, S. N. (2023). Advanced computational tools for enhanced food quality and safety. Chapter in a book: Engineering Aspects of Food Quality and Safety. Springer, 2023. https://doi.org/10.1007/978-3-031-30683-9_8.</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Abouhagger, A., Celiešiūtė-Germanienė, R., Bakute, N., Stirke, A., Melo, W. C. M. A. (2024). Electrochemical biosensors on microfluidic chips as promising tools to study microbial biofilms: A review. Frontiers in Cellular and Infection Microbiology, 14, Article 1419570. https://doi.org/10.3389/fcimb.2024.1419570.</mixed-citation><mixed-citation xml:lang="en">Abouhagger, A., Celiešiūtė-Germanienė, R., Bakute, N., Stirke, A., Melo, W. C. M. A. (2024). Electrochemical biosensors on microfluidic chips as promising tools to study microbial biofilms: A review. Frontiers in Cellular and Infection Microbiology, 14, Article 1419570. https://doi.org/10.3389/fcimb.2024.1419570.</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">Srivastav, A. K., Das, P., Srivastava, A. K. (2024). Precision agriculture and environmental monitoring. Chapter in a book: Biotech and Io T. Apress, 2024. https://doi.org/10.1007/979-8-8688-0527-1_7.</mixed-citation><mixed-citation xml:lang="en">Srivastav, A. K., Das, P., Srivastava, A. K. (2024). Precision agriculture and environmental monitoring. Chapter in a book: Biotech and Io T. Apress, 2024. https://doi.org/10.1007/979-8-8688-0527-1_7.</mixed-citation></citation-alternatives></ref><ref id="cit39"><label>39</label><citation-alternatives><mixed-citation xml:lang="ru">Hooda, A., Vikranta, U., Duary, U. (2025). Principles of food dairy safety: Challenges and opportunities. Chapter in a book: Engineering Solutions for Sustainable Food and Dairy Production. Springer, 2025. https://doi.org/10.1007/978-3-031-75834-8_2.</mixed-citation><mixed-citation xml:lang="en">Hooda, A., Vikranta, U., Duary, U. (2025). Principles of food dairy safety: Challenges and opportunities. Chapter in a book: Engineering Solutions for Sustainable Food and Dairy Production. Springer, 2025. https://doi.org/10.1007/978-3-031-75834-8_2.</mixed-citation></citation-alternatives></ref><ref id="cit40"><label>40</label><citation-alternatives><mixed-citation xml:lang="ru">Bosona, T., Gebresenbet, G. (2023). The role of blockchain technology in promoting traceability systems in agri-food production and supply chains. Sensors, 23(11), Article 5342. https://doi.org/10.3390/s23115342.</mixed-citation><mixed-citation xml:lang="en">Bosona, T., Gebresenbet, G. (2023). The role of blockchain technology in promoting traceability systems in agri-food production and supply chains. Sensors, 23(11), Article 5342. https://doi.org/10.3390/s23115342.</mixed-citation></citation-alternatives></ref><ref id="cit41"><label>41</label><citation-alternatives><mixed-citation xml:lang="ru">Chowdhury, M. A. H., Reem, C. S. A., Ashrafudoulla, Md., Rahman, Md. A., Shaila, S., Jie-won Ha, A. et al. (2025). Role of advanced cleaning and sanitation techniques in biofilm prevention on dairy equipment. Comprehensive Reviews in Food Science and Food Safety, 24(3), Article e70176. https://doi.org/10.1111/1541-4337.70176.</mixed-citation><mixed-citation xml:lang="en">Chowdhury, M. A. H., Reem, C. S. A., Ashrafudoulla, Md., Rahman, Md. A., Shaila, S., Jie-won Ha, A. et al. (2025). Role of advanced cleaning and sanitation techniques in biofilm prevention on dairy equipment. Comprehensive Reviews in Food Science and Food Safety, 24(3), Article e70176. https://doi.org/10.1111/1541-4337.70176.</mixed-citation></citation-alternatives></ref><ref id="cit42"><label>42</label><citation-alternatives><mixed-citation xml:lang="ru">Ayısı Larbı, C., Osei, S. A. (2024). Reduction of losses and wastage in seafoods: The role of smart tools and biosensors based on artificial intelligence. Journal of AI, 8(1), 14–44. https://doi.org/10.61969/jai.1394542.</mixed-citation><mixed-citation xml:lang="en">Ayısı Larbı, C., Osei, S. A. (2024). Reduction of losses and wastage in seafoods: The role of smart tools and biosensors based on artificial intelligence. Journal of AI, 8(1), 14–44. https://doi.org/10.61969/jai.1394542.</mixed-citation></citation-alternatives></ref><ref id="cit43"><label>43</label><citation-alternatives><mixed-citation xml:lang="ru">Flores-Iwasaki, M., Guadalupe, G. A., Pachas-Caycho, M., Chapa-Gonza, S., Mori- Zabarburú, R. C., Guerrero-Abad, J. C. (2025). Internet of things (IoT) sensors for water quality monitoring in aquaculture systems: A systematic review and bibliometric analysis. AgriEngineering, 7(3), Article 78. https://doi.org/10.3390/agriengineering7030078.</mixed-citation><mixed-citation xml:lang="en">Flores-Iwasaki, M., Guadalupe, G. A., Pachas-Caycho, M., Chapa-Gonza, S., Mori- Zabarburú, R. C., Guerrero-Abad, J. C. (2025). Internet of things (IoT) sensors for water quality monitoring in aquaculture systems: A systematic review and bibliometric analysis. AgriEngineering, 7(3), Article 78. https://doi.org/10.3390/agriengineering7030078.</mixed-citation></citation-alternatives></ref><ref id="cit44"><label>44</label><citation-alternatives><mixed-citation xml:lang="ru">Pham, C., Nguyen, T.-T., Adamopoulos, A., Tait, E. (2022). Blockchain-enabled traceability in sustainable food supply chains: A case study of the pork industry in Vietnam. Chapter in a book: Information Systems Research in Vietnam: A Shared Vision and New Frontiers. Springer, 2022. https://doi.org/10.1007/978-981-19-3804-7_5.</mixed-citation><mixed-citation xml:lang="en">Pham, C., Nguyen, T.-T., Adamopoulos, A., Tait, E. (2022). Blockchain-enabled traceability in sustainable food supply chains: A case study of the pork industry in Vietnam. Chapter in a book: Information Systems Research in Vietnam: A Shared Vision and New Frontiers. Springer, 2022. https://doi.org/10.1007/978-981-19-3804-7_5.</mixed-citation></citation-alternatives></ref><ref id="cit45"><label>45</label><citation-alternatives><mixed-citation xml:lang="ru">Vu, T. T., Trinh, H. H. H. (2021). Blockchain technology for sustainable supply chains of agri-food in Vietnam: A SWOT analysis. Science and Technology Development Journal: Economics-Law and Management, 5(1), 1278–1289. https://doi.org/10.32508/stdjelm.v5i1.675.</mixed-citation><mixed-citation xml:lang="en">Vu, T. T., Trinh, H. H. H. (2021). Blockchain technology for sustainable supply chains of agri-food in Vietnam: A SWOT analysis. Science and Technology Development Journal: Economics-Law and Management, 5(1), 1278–1289. https://doi.org/10.32508/stdjelm.v5i1.675.</mixed-citation></citation-alternatives></ref><ref id="cit46"><label>46</label><citation-alternatives><mixed-citation xml:lang="ru">Бурак, Л. Ч., Ермошина, Т. В., Саманкова, Н. В. (2025). Устойчивое про- изводство. Концепция качества 4.0. Фундаментальные исследования, 9, 81–90.</mixed-citation><mixed-citation xml:lang="en">[Burak, L. Ch., Ermoshina, T. V., Samankova, N. V. (2025). Sustainable production. Quality concept 4.0. Fundamental Research, 9, 81–90. (In Russian)] https://doi.org/10.17513/fr.43905.</mixed-citation></citation-alternatives></ref><ref id="cit47"><label>47</label><citation-alternatives><mixed-citation xml:lang="ru">Hussain, M., Zou, J., Zhang, H., Zhang, R., Chen, Z., Tang, Y. (2022). Recent progress in spectroscopic methods for the detection of foodborne pathogenic bacteria. Biosensors, 12(10), Article 869. https://doi.org/10.3390/bios12100869.</mixed-citation><mixed-citation xml:lang="en">Hussain, M., Zou, J., Zhang, H., Zhang, R., Chen, Z., Tang, Y. (2022). Recent progress in spectroscopic methods for the detection of foodborne pathogenic bacteria. Biosensors, 12(10), Article 869. https://doi.org/10.3390/bios12100869.</mixed-citation></citation-alternatives></ref><ref id="cit48"><label>48</label><citation-alternatives><mixed-citation xml:lang="ru">Cheng, M.-F., Mukundan, A., Karmakar, R., Valappil, M. A. E., Jouhar, J., Wang, H.-C. (2025). Modern trends and recent applications of hyperspectral imaging: A review. Technologies, 13(5), Article 170. https://doi.org/10.3390/technologies13050170.</mixed-citation><mixed-citation xml:lang="en">Cheng, M.-F., Mukundan, A., Karmakar, R., Valappil, M. A. E., Jouhar, J., Wang, H.-C. (2025). Modern trends and recent applications of hyperspectral imaging: A review. Technologies, 13(5), Article 170. https://doi.org/10.3390/technologies13050170.</mixed-citation></citation-alternatives></ref><ref id="cit49"><label>49</label><citation-alternatives><mixed-citation xml:lang="ru">Xie, J., Qu, S., Xu, M. (2024). Mapping water scarcity risks in global supply chain networks. International Journal of Logistics: Research and Applications, 27(12), 2541–2555. https://doi.org/10.1080/13675567.2024.2330591.</mixed-citation><mixed-citation xml:lang="en">Xie, J., Qu, S., Xu, M. (2024). Mapping water scarcity risks in global supply chain networks. International Journal of Logistics: Research and Applications, 27(12), 2541–2555. https://doi.org/10.1080/13675567.2024.2330591.</mixed-citation></citation-alternatives></ref><ref id="cit50"><label>50</label><citation-alternatives><mixed-citation xml:lang="ru">Unger, P., Sekhon, A. S., Chen, X., Michael, M. (2022). Developing an affordable hyperspectral imaging system for rapid identification of Escherichia coli O157: H7 and Listeria monocytogenes in dairy products. Food Science and Nutrition, 10(4), 1175–1183. https://doi.org/10.1002/fsn3.2749.</mixed-citation><mixed-citation xml:lang="en">Unger, P., Sekhon, A. S., Chen, X., Michael, M. (2022). Developing an affordable hyperspectral imaging system for rapid identification of Escherichia coli O157: H7 and Listeria monocytogenes in dairy products. Food Science and Nutrition, 10(4), 1175–1183. https://doi.org/10.1002/fsn3.2749.</mixed-citation></citation-alternatives></ref><ref id="cit51"><label>51</label><citation-alternatives><mixed-citation xml:lang="ru">Aly, S. M., Fathi, M. (2024). Advancing aquaculture biosecurity: A scientometric analysis and future outlook for disease prevention and environmental sustainability. Aquaculture International, 32(7), 8763–8789. https://doi.org/10.1007/s10499-024-01589-y.</mixed-citation><mixed-citation xml:lang="en">Aly, S. M., Fathi, M. (2024). Advancing aquaculture biosecurity: A scientometric analysis and future outlook for disease prevention and environmental sustainability. Aquaculture International, 32(7), 8763–8789. https://doi.org/10.1007/s10499-024-01589-y.</mixed-citation></citation-alternatives></ref><ref id="cit52"><label>52</label><citation-alternatives><mixed-citation xml:lang="ru">Fouda, A., Abdel-Rahman, M. A., Eid, A. M., Selim, S., Ejaz, H., Alruwaili, M. et al. (2024). Investigating the potential of green-fabricated zinc oxide nanoparticles to inhibit the foodborne pathogenic bacteria isolated from spoiled fruits. Catalysts, 14(7), Article 427. https://doi.org/10.3390/catal14070427.</mixed-citation><mixed-citation xml:lang="en">Fouda, A., Abdel-Rahman, M. A., Eid, A. M., Selim, S., Ejaz, H., Alruwaili, M. et al. (2024). Investigating the potential of green-fabricated zinc oxide nanoparticles to inhibit the foodborne pathogenic bacteria isolated from spoiled fruits. Catalysts, 14(7), Article 427. https://doi.org/10.3390/catal14070427.</mixed-citation></citation-alternatives></ref><ref id="cit53"><label>53</label><citation-alternatives><mixed-citation xml:lang="ru">Falkovskaya, A., Gowen, A. (2020). Literature review: Spectral imaging applied to poultry products. Poultry Science, 99(7), 3709–3722. https://doi.org/10.1016/j.psj.2020.04.013.</mixed-citation><mixed-citation xml:lang="en">Falkovskaya, A., Gowen, A. (2020). Literature review: Spectral imaging applied to poultry products. Poultry Science, 99(7), 3709–3722. https://doi.org/10.1016/j.psj.2020.04.013.</mixed-citation></citation-alternatives></ref><ref id="cit54"><label>54</label><citation-alternatives><mixed-citation xml:lang="ru">Fagbemi, O. A., Essuah, M., Ugwu, D. C., Ajibola, A. B., Julius, S. O., Onyeyili, I. N. et al. (2025). Nanobiotechnology-driven innovations for tackling antimicrobial resistance. World Journal of Biology Pharmacy and Health Sciences, 21(2), 300–328. https://doi.org/10.30574/wjbphs.2025.21.2.0093.</mixed-citation><mixed-citation xml:lang="en">Fagbemi, O. A., Essuah, M., Ugwu, D. C., Ajibola, A. B., Julius, S. O., Onyeyili, I. N. et al. (2025). Nanobiotechnology-driven innovations for tackling antimicrobial resistance. World Journal of Biology Pharmacy and Health Sciences, 21(2), 300–328. https://doi.org/10.30574/wjbphs.2025.21.2.0093.</mixed-citation></citation-alternatives></ref><ref id="cit55"><label>55</label><citation-alternatives><mixed-citation xml:lang="ru">Arthur, M., Afari, E. L., Alexa, E.-A., Zhu, M.-J., Gaffney, M. T., Celayeta, J. M. F. et al. (2025). Recent advances in examining the factors influencing the efficacy of biocides against Listeria monocytogenes biofilms in the food industry: A systematic review. Comprehensive Reviews in Food Science and Food Safety, 24(1), Article e70083. https://doi.org/10.1111/1541-4337.70083.</mixed-citation><mixed-citation xml:lang="en">Arthur, M., Afari, E. L., Alexa, E.-A., Zhu, M.-J., Gaffney, M. T., Celayeta, J. M. F. et al. (2025). Recent advances in examining the factors influencing the efficacy of biocides against Listeria monocytogenes biofilms in the food industry: A systematic review. Comprehensive Reviews in Food Science and Food Safety, 24(1), Article e70083. https://doi.org/10.1111/1541-4337.70083.</mixed-citation></citation-alternatives></ref><ref id="cit56"><label>56</label><citation-alternatives><mixed-citation xml:lang="ru">Rugji, J., Erol, Z., Taşçı, F., Musa, L., Hamadani, A., Gündemir, M. G. et al. (2024). Utilization of AI — reshaping the future of food safety, agriculture, and food security — a critical review. Critical Reviews in Food Science and Nutrition, 65(26), 5136–5180. https://doi.org/10.1080/10408398.2024.2430749</mixed-citation><mixed-citation xml:lang="en">Rugji, J., Erol, Z., Taşçı, F., Musa, L., Hamadani, A., Gündemir, M. G. et al. (2024). Utilization of AI — reshaping the future of food safety, agriculture, and food security — a critical review. Critical Reviews in Food Science and Nutrition, 65(26), 5136–5180. https://doi.org/10.1080/10408398.2024.2430749</mixed-citation></citation-alternatives></ref><ref id="cit57"><label>57</label><citation-alternatives><mixed-citation xml:lang="ru">Zhang, J., Huang, H., Song, G., Huang, K., Luo, Y., Liu, Q. et al. (2022). Intelligent biosensing strategies for rapid detection in food safety: A review. Biosensors and Bioelectronics, 202, Article 114003. https://doi.org/10.1016/j.bios.2022.114003.</mixed-citation><mixed-citation xml:lang="en">Zhang, J., Huang, H., Song, G., Huang, K., Luo, Y., Liu, Q. et al. (2022). Intelligent biosensing strategies for rapid detection in food safety: A review. Biosensors and Bioelectronics, 202, Article 114003. https://doi.org/10.1016/j.bios.2022.114003.</mixed-citation></citation-alternatives></ref><ref id="cit58"><label>58</label><citation-alternatives><mixed-citation xml:lang="ru">Singh, P., Pandey, V. K., Singh, R., Negi, P., Maurya, S. N., Rustagi, S. (2025). Substantial enhancement of overall efficiency and effectiveness of the pasteurization and packaging process using artificial intelligence in the food industry. Food and Bioprocess Technology, 18(2), 1125–1140. https://doi.org/10.1007/s11947-024-03527-5.</mixed-citation><mixed-citation xml:lang="en">Singh, P., Pandey, V. K., Singh, R., Negi, P., Maurya, S. N., Rustagi, S. (2025). Substantial enhancement of overall efficiency and effectiveness of the pasteurization and packaging process using artificial intelligence in the food industry. Food and Bioprocess Technology, 18(2), 1125–1140. https://doi.org/10.1007/s11947-024-03527-5.</mixed-citation></citation-alternatives></ref><ref id="cit59"><label>59</label><citation-alternatives><mixed-citation xml:lang="ru">Neethirajan, S. (2024). Net zero dairy farming — Advancing climate goals with big data and artificial intelligence. Climate, 12(2), Article 15. https://doi.org/10.3390/cli12020015.</mixed-citation><mixed-citation xml:lang="en">Neethirajan, S. (2024). Net zero dairy farming — Advancing climate goals with big data and artificial intelligence. Climate, 12(2), Article 15. https://doi.org/10.3390/cli12020015.</mixed-citation></citation-alternatives></ref><ref id="cit60"><label>60</label><citation-alternatives><mixed-citation xml:lang="ru">Evans, E. W., Bulochova, V., Jayal, A., Haven-Tang, C. (2023). Attitudes towards using artificial intelligence to determine real-time hand hygiene compliance in the food sector. Food Control, 145, Article 109439. https://doi.org/10.1016/j.foodcont.2022.109439.</mixed-citation><mixed-citation xml:lang="en">Evans, E. W., Bulochova, V., Jayal, A., Haven-Tang, C. (2023). Attitudes towards using artificial intelligence to determine real-time hand hygiene compliance in the food sector. Food Control, 145, Article 109439. https://doi.org/10.1016/j.foodcont.2022.109439.</mixed-citation></citation-alternatives></ref><ref id="cit61"><label>61</label><citation-alternatives><mixed-citation xml:lang="ru">Naseem, S., Rizwan, M. (2025). The role of artificial intelligence in advancing food safety: A strategic path to zero contamination. Food Control, 175, Article 111292. https://doi.org/10.1016/j.foodcont.2025.111292.</mixed-citation><mixed-citation xml:lang="en">Naseem, S., Rizwan, M. (2025). The role of artificial intelligence in advancing food safety: A strategic path to zero contamination. Food Control, 175, Article 111292. https://doi.org/10.1016/j.foodcont.2025.111292.</mixed-citation></citation-alternatives></ref><ref id="cit62"><label>62</label><citation-alternatives><mixed-citation xml:lang="ru">Dharmarathne, G., Abekoon, A. M. S. R., Bogahawaththa, M., Alawatugoda, J., Meddage, D. P. P. (2025). A review of machine learning and Internet-of-Things on the water quality assessment: Methods, applications, and future trends. Results in Engineering, 26, Article 105182. https://doi.org/10.1016/j.rineng.2025.105182.</mixed-citation><mixed-citation xml:lang="en">Dharmarathne, G., Abekoon, A. M. S. R., Bogahawaththa, M., Alawatugoda, J., Meddage, D. P. P. (2025). A review of machine learning and Internet-of-Things on the water quality assessment: Methods, applications, and future trends. Results in Engineering, 26, Article 105182. https://doi.org/10.1016/j.rineng.2025.105182.</mixed-citation></citation-alternatives></ref><ref id="cit63"><label>63</label><citation-alternatives><mixed-citation xml:lang="ru">Das, P., Nath, N. K., Kumar, N. K., Mishra, L. R., Suryawanshi, S., Gautam, V. K. (2024). Future of water management in India: Emerging role of IoT, AI, and data analytics. Chapter in a book: Integrated Management of Water Resources in India: A Computational Approach. Water Science and Technology Library. Springer, 2024. https://doi.org/10.1007/978-3-031-62079-9_22.</mixed-citation><mixed-citation xml:lang="en">Das, P., Nath, N. K., Kumar, N. K., Mishra, L. R., Suryawanshi, S., Gautam, V. K. (2024). Future of water management in India: Emerging role of IoT, AI, and data analytics. Chapter in a book: Integrated Management of Water Resources in India: A Computational Approach. Water Science and Technology Library. Springer, 2024. https://doi.org/10.1007/978-3-031-62079-9_22.</mixed-citation></citation-alternatives></ref><ref id="cit64"><label>64</label><citation-alternatives><mixed-citation xml:lang="ru">Radhika, K., Mohammed, S., Tadepalli, S. K., Puvvula, K. (2024). Food supply chain management by leveraging AI, IoT, and blockchain technologies. Chapter in a book: The Future of Agriculture: IoT, AI and Blockchain Technology for Sustainable Farming. Bentham Science Publishers, 2024. https://doi.org/10.2174/97898152743491240101.</mixed-citation><mixed-citation xml:lang="en">Radhika, K., Mohammed, S., Tadepalli, S. K., Puvvula, K. (2024). Food supply chain management by leveraging AI, IoT, and blockchain technologies. Chapter in a book: The Future of Agriculture: IoT, AI and Blockchain Technology for Sustainable Farming. Bentham Science Publishers, 2024. https://doi.org/10.2174/97898152743491240101.</mixed-citation></citation-alternatives></ref><ref id="cit65"><label>65</label><citation-alternatives><mixed-citation xml:lang="ru">Bhagavan, S., Gharibi, M., Rao, P. (December 15–18, 2021). Fedsmarteum: Secure federated matrix factorization using smart contracts for multi-cloud supply chain. 2021 IEEE International Conference on Big Data (Big Data). IEEE, 2021. https://doi.org/10.1109/BigData52589.2021.9671789.</mixed-citation><mixed-citation xml:lang="en">Bhagavan, S., Gharibi, M., Rao, P. (December 15–18, 2021). Fedsmarteum: Secure federated matrix factorization using smart contracts for multi-cloud supply chain. 2021 IEEE International Conference on Big Data (Big Data). IEEE, 2021. https://doi.org/10.1109/BigData52589.2021.9671789.</mixed-citation></citation-alternatives></ref><ref id="cit66"><label>66</label><citation-alternatives><mixed-citation xml:lang="ru">Ashoka, P., Devi, B. R., Sharma, N., Behera, M., Gautam, A., Jha, A. et al. (2024). Artificial intelligence in water management for sustainable farming: A review. Journal of Scientific Research and Reports, 30(6), 511–525. https://doi.org/10.9734/jsrr/2024/v30i62068.</mixed-citation><mixed-citation xml:lang="en">Ashoka, P., Devi, B. R., Sharma, N., Behera, M., Gautam, A., Jha, A. et al. (2024). Artificial intelligence in water management for sustainable farming: A review. Journal of Scientific Research and Reports, 30(6), 511–525. https://doi.org/10.9734/jsrr/2024/v30i62068.</mixed-citation></citation-alternatives></ref><ref id="cit67"><label>67</label><citation-alternatives><mixed-citation xml:lang="ru">Reem, C. S. A., Chowdhury, M. A. H., Ashrafudoulla, M., Ha, S.-D. (2025). Leveraging blockchain and AI for biofilm control in food processing environments. Comprehensive Reviews in Food Science and Food Safety, 24(5), Article e70261. https://doi.org/10.1111/1541-4337.70261.</mixed-citation><mixed-citation xml:lang="en">Reem, C. S. A., Chowdhury, M. A. H., Ashrafudoulla, M., Ha, S.-D. (2025). Leveraging blockchain and AI for biofilm control in food processing environments. Comprehensive Reviews in Food Science and Food Safety, 24(5), Article e70261. https://doi.org/10.1111/1541-4337.70261.</mixed-citation></citation-alternatives></ref><ref id="cit68"><label>68</label><citation-alternatives><mixed-citation xml:lang="ru">Dakhia, Z., Russo, M., Merenda, M. (2025). AI-enabled IoT for food computing: Challenges, opportunities, and future direction. Sensors, 25(7), Article 2147. https://doi.org/10.3390/s25072147.</mixed-citation><mixed-citation xml:lang="en">Dakhia, Z., Russo, M., Merenda, M. (2025). AI-enabled IoT for food computing: Challenges, opportunities, and future direction. Sensors, 25(7), Article 2147. https://doi.org/10.3390/s25072147.</mixed-citation></citation-alternatives></ref><ref id="cit69"><label>69</label><citation-alternatives><mixed-citation xml:lang="ru">Kumari, A., Gaikwad, K. K. (2025). Data carriers for real-time tracking and monitoring in smart, intelligent packaging applications: A technological review. Next Materials, 8, Article 100591. https://doi.org/10.1016/j.nxmate.2025.100591.</mixed-citation><mixed-citation xml:lang="en">Kumari, A., Gaikwad, K. K. (2025). Data carriers for real-time tracking and monitoring in smart, intelligent packaging applications: A technological review. Next Materials, 8, Article 100591. https://doi.org/10.1016/j.nxmate.2025.100591.</mixed-citation></citation-alternatives></ref><ref id="cit70"><label>70</label><citation-alternatives><mixed-citation xml:lang="ru">Cruz, E., Hidalgo-Rodriguez, M., Acosta-Reyes, M., Rangel, J. C., Boniche, K., Gonzalez-Olivardia, F. (2025). ACMSPT: Automated counting and monitoring system for poultry tracking. AgriEngineering, 7(3), Article 86. https://doi.org/10.3390/agriengineering7030086.</mixed-citation><mixed-citation xml:lang="en">Cruz, E., Hidalgo-Rodriguez, M., Acosta-Reyes, M., Rangel, J. C., Boniche, K., Gonzalez-Olivardia, F. (2025). ACMSPT: Automated counting and monitoring system for poultry tracking. AgriEngineering, 7(3), Article 86. https://doi.org/10.3390/agriengineering7030086.</mixed-citation></citation-alternatives></ref><ref id="cit71"><label>71</label><citation-alternatives><mixed-citation xml:lang="ru">Sobhan, A., Hossain, A., Wei, L., Muthukumarappan, K., Ahmed, M. (2025). IoT-enabled biosensors in food packaging: A breakthrough in food safety for monitoring risks in real time. Foods, 14(8), Article 1403. https://doi.org/10.3390/foods14081403.</mixed-citation><mixed-citation xml:lang="en">Sobhan, A., Hossain, A., Wei, L., Muthukumarappan, K., Ahmed, M. (2025). IoT-enabled biosensors in food packaging: A breakthrough in food safety for monitoring risks in real time. Foods, 14(8), Article 1403. https://doi.org/10.3390/foods14081403.</mixed-citation></citation-alternatives></ref><ref id="cit72"><label>72</label><citation-alternatives><mixed-citation xml:lang="ru">Jin, G., Jiang, Z., Sun, Y., Liu, S., Wu, F. (2025). Intelligent clean-in-place (CIP) system in beverage (healthy water) cleaner production. Food Control, 168, Article 110877. https://doi.org/10.1016/j.foodcont.2024.110877.</mixed-citation><mixed-citation xml:lang="en">Jin, G., Jiang, Z., Sun, Y., Liu, S., Wu, F. (2025). Intelligent clean-in-place (CIP) system in beverage (healthy water) cleaner production. Food Control, 168, Article 110877. https://doi.org/10.1016/j.foodcont.2024.110877.</mixed-citation></citation-alternatives></ref><ref id="cit73"><label>73</label><citation-alternatives><mixed-citation xml:lang="ru">Neethirajan, S. (2025). Safeguarding digital livestock farming: A comprehensive cybersecurity roadmap for dairy and poultry industries. Frontiers in Big Data, 8, Article 1556157. https://doi.org/10.3389/fdata.2025.1556157.</mixed-citation><mixed-citation xml:lang="en">Neethirajan, S. (2025). Safeguarding digital livestock farming: A comprehensive cybersecurity roadmap for dairy and poultry industries. Frontiers in Big Data, 8, Article 1556157. https://doi.org/10.3389/fdata.2025.1556157.</mixed-citation></citation-alternatives></ref><ref id="cit74"><label>74</label><citation-alternatives><mixed-citation xml:lang="ru">Yin, B., Tan, G., Muhammad, R., Liu, J., Bi, J. (2025). AI-powered innovations in food safety from farm to fork. Foods, 14(11), Article 1973. https://doi.org/10.3390/foods14111973.</mixed-citation><mixed-citation xml:lang="en">Yin, B., Tan, G., Muhammad, R., Liu, J., Bi, J. (2025). AI-powered innovations in food safety from farm to fork. Foods, 14(11), Article 1973. https://doi.org/10.3390/foods14111973.</mixed-citation></citation-alternatives></ref><ref id="cit75"><label>75</label><citation-alternatives><mixed-citation xml:lang="ru">Nashruddin, S. N. A. B. M., Salleh, F. H. M., Yunus, R. M., Zaman, R. (2024). Artificial intelligence-powered electrochemical sensor: Recent advances, challenges, and prospects. Heliyon, 10(18), Article e37964. https://doi.org/10.1016/j.heliyon.2024.e37964.</mixed-citation><mixed-citation xml:lang="en">Nashruddin, S. N. A. B. M., Salleh, F. H. M., Yunus, R. M., Zaman, R. (2024). Artificial intelligence-powered electrochemical sensor: Recent advances, challenges, and prospects. Heliyon, 10(18), Article e37964. https://doi.org/10.1016/j.heliyon.2024.e37964.</mixed-citation></citation-alternatives></ref><ref id="cit76"><label>76</label><citation-alternatives><mixed-citation xml:lang="ru">Ameer, S., Ibrahim, H., Yaseen, M. U., Kulsoom, F., Sher, M. (2023). Electrochemical impedance spectroscopy-based sensing of biofilms: A comprehensive review. Biosensors, 13(8), Article 777. https://doi.org/10.3390/bios13080777.</mixed-citation><mixed-citation xml:lang="en">Ameer, S., Ibrahim, H., Yaseen, M. U., Kulsoom, F., Sher, M. (2023). Electrochemical impedance spectroscopy-based sensing of biofilms: A comprehensive review. Biosensors, 13(8), Article 777. https://doi.org/10.3390/bios13080777.</mixed-citation></citation-alternatives></ref><ref id="cit77"><label>77</label><citation-alternatives><mixed-citation xml:lang="ru">Narayanasamy, D., Taufik, S., Mohd Azmi, A. F., Mohd Nor, S. A., Abdul Rashid, J. I. (2024). Modern technology advances of Pseudomonas aeruginosa based biosensor approach. Biosensors and Bioelectronics, 17, Article 100441. https://doi.org/10.1016/j.biosx.2024.100441.</mixed-citation><mixed-citation xml:lang="en">Narayanasamy, D., Taufik, S., Mohd Azmi, A. F., Mohd Nor, S. A., Abdul Rashid, J. I. (2024). Modern technology advances of Pseudomonas aeruginosa based biosensor approach. Biosensors and Bioelectronics, 17, Article 100441. https://doi.org/10.1016/j.biosx.2024.100441.</mixed-citation></citation-alternatives></ref><ref id="cit78"><label>78</label><citation-alternatives><mixed-citation xml:lang="ru">Hemdan, M., Abuelhaded, K., Shaker, A. A. S., Ashour, M. M., Abdelaziz, M. M., Dahab, M. I. et al. (2025). Recent advances in nano-enhanced biosensors: Innovations in design, applications in healthcare, environmental monitoring, and food safety, and emerging research challenges. Sensing and Bio-Sensing Research, 48, Article 100783. https://doi.org/10.1016/j.sbsr.2025.100783.</mixed-citation><mixed-citation xml:lang="en">Hemdan, M., Abuelhaded, K., Shaker, A. A. S., Ashour, M. M., Abdelaziz, M. M., Dahab, M. I. et al. (2025). Recent advances in nano-enhanced biosensors: Innovations in design, applications in healthcare, environmental monitoring, and food safety, and emerging research challenges. Sensing and Bio-Sensing Research, 48, Article 100783. https://doi.org/10.1016/j.sbsr.2025.100783.</mixed-citation></citation-alternatives></ref><ref id="cit79"><label>79</label><citation-alternatives><mixed-citation xml:lang="ru">Oh, S. E., Kim, J.-H., Kim, J.-Y., Ahn, J.-H. (2025). Food safety distribution systems using private blockchain: Ensuring traceability and data integrity verification. Foods, 14(8), Article 1405. https://doi.org/10.3390/foods14081405.</mixed-citation><mixed-citation xml:lang="en">Oh, S. E., Kim, J.-H., Kim, J.-Y., Ahn, J.-H. (2025). Food safety distribution systems using private blockchain: Ensuring traceability and data integrity verification. Foods, 14(8), Article 1405. https://doi.org/10.3390/foods14081405.</mixed-citation></citation-alternatives></ref><ref id="cit80"><label>80</label><citation-alternatives><mixed-citation xml:lang="ru">Бурак, Л. Ч. (2023). Обзор разработок биоразлагаемых упаковочных материалов для пищевой промышленности. Ползуновский вестник, 1, 91–105.</mixed-citation><mixed-citation xml:lang="en">[Burak, L. Ch. (2023). Overview of developments of biodegradable packaging materials for the food industry. Polzunovsky Vestnik, 1, 91–105. (In Russian)] https://doi.org/10.25712/ASTU.2072-8921.2023.01.012.</mixed-citation></citation-alternatives></ref><ref id="cit81"><label>81</label><citation-alternatives><mixed-citation xml:lang="ru">Бурак, Л. Ч., Сапач, А. Н., Писарик, М. И. (2023). Интеллектуальная упаковка для овощей и фруктов, классификация и перспективы использования: Обзор предметного поля. Health, Food and Biotechnology, 5(1), 51–80.</mixed-citation><mixed-citation xml:lang="en">[Burak, L. C., Sapach, A. N., Pisarik M. I. (2023). Intelligent packaging for vegetables and fruits, classification and use prospects: Scoping review. Health, Food and Biotechnology, 5(1), 51–80. (In Russian)] https://doi.org/10.36107/hfb.2023.i1.s165.</mixed-citation></citation-alternatives></ref><ref id="cit82"><label>82</label><citation-alternatives><mixed-citation xml:lang="ru">Periyasamy, T., Asrafali, S. P., Lee, J. (2025). Recent advances in functional biopolymer films with antimicrobial and antioxidant properties for enhanced food packaging. Polymers, 17(9), Article 1257. https://doi.org/10.3390/polym17091257.</mixed-citation><mixed-citation xml:lang="en">Periyasamy, T., Asrafali, S. P., Lee, J. (2025). Recent advances in functional biopolymer films with antimicrobial and antioxidant properties for enhanced food packaging. Polymers, 17(9), Article 1257. https://doi.org/10.3390/polym17091257.</mixed-citation></citation-alternatives></ref><ref id="cit83"><label>83</label><citation-alternatives><mixed-citation xml:lang="ru">Duan, K., Onyeaka, H., Pang, G. (2024). Leveraging blockchain to tackle food fraud: Innovations and obstacles. Journal of Agriculture and Food Research, 18, Article 101429. https://doi.org/10.1016/j.jafr.2024.101429.</mixed-citation><mixed-citation xml:lang="en">Duan, K., Onyeaka, H., Pang, G. (2024). Leveraging blockchain to tackle food fraud: Innovations and obstacles. Journal of Agriculture and Food Research, 18, Article 101429. https://doi.org/10.1016/j.jafr.2024.101429.</mixed-citation></citation-alternatives></ref><ref id="cit84"><label>84</label><citation-alternatives><mixed-citation xml:lang="ru">Kremer, T., Murray, N., Buckley, J., Rowan, N. J. (2023). Use of real-time immersive digital training and educational technologies to improve patient safety during the processing of reusable medical devices: Quo vadis? Science of the Total Environment, 900, Article 165673. https://doi.org/10.1016/j.scitotenv.2023.165673.</mixed-citation><mixed-citation xml:lang="en">Kremer, T., Murray, N., Buckley, J., Rowan, N. J. (2023). Use of real-time immersive digital training and educational technologies to improve patient safety during the processing of reusable medical devices: Quo vadis? Science of the Total Environment, 900, Article 165673. https://doi.org/10.1016/j.scitotenv.2023.165673.</mixed-citation></citation-alternatives></ref><ref id="cit85"><label>85</label><citation-alternatives><mixed-citation xml:lang="ru">Highmore, C., Cooper, K., Parker, J., Robinson, J., Webb, J. S. (2025). Real-time detection of foodborne pathogens and biofilm in the food processing environment with Bactiscan, a macro-scale fluorescence device. Journal of Food Protection, 88(6), Article 100511. https://doi.org/10.1016/j.jfp.2025.100511.</mixed-citation><mixed-citation xml:lang="en">Highmore, C., Cooper, K., Parker, J., Robinson, J., Webb, J. S. (2025). Real-time detection of foodborne pathogens and biofilm in the food processing environment with Bactiscan, a macro-scale fluorescence device. Journal of Food Protection, 88(6), Article 100511. https://doi.org/10.1016/j.jfp.2025.100511.</mixed-citation></citation-alternatives></ref><ref id="cit86"><label>86</label><citation-alternatives><mixed-citation xml:lang="ru">Roberts, S. C. H., Havill, N. L., Flores, R. M., Hendrix II, C. A., Williams, M. J., Feinn, R. S. et al. (2022). Disinfection of virtual reality devices in health care settings: In vitro assessment and survey study. Journal of Medical Internet Research, 24(12), Article e42332. https://doi.org/10.2196/42332.</mixed-citation><mixed-citation xml:lang="en">Roberts, S. C. H., Havill, N. L., Flores, R. M., Hendrix II, C. A., Williams, M. J., Feinn, R. S. et al. (2022). Disinfection of virtual reality devices in health care settings: In vitro assessment and survey study. Journal of Medical Internet Research, 24(12), Article e42332. https://doi.org/10.2196/42332.</mixed-citation></citation-alternatives></ref><ref id="cit87"><label>87</label><citation-alternatives><mixed-citation xml:lang="ru">Hamilton, A. N., Gibson, K. E., Amalaradjou, M. A., Callahan, C. W., Millner, P. D., Ilic, S. et al. (2023). Cultivating food safety together: Insights about the future of produce safety in the U.S. controlled environment agriculture sector. Journal of Food Protection, 86(12), Article 100190. https://doi.org/10.1016/j.jfp.2023.100190.</mixed-citation><mixed-citation xml:lang="en">Hamilton, A. N., Gibson, K. E., Amalaradjou, M. A., Callahan, C. W., Millner, P. D., Ilic, S. et al. (2023). Cultivating food safety together: Insights about the future of produce safety in the U.S. controlled environment agriculture sector. Journal of Food Protection, 86(12), Article 100190. https://doi.org/10.1016/j.jfp.2023.100190.</mixed-citation></citation-alternatives></ref><ref id="cit88"><label>88</label><citation-alternatives><mixed-citation xml:lang="ru">Yeganeh, L. N., Fenty, N. S., Chen, N. S., Simpson, A., Hatami, M. (2025). The future of education: A multi-layered metaverse classroom model for immersive and inclusive learning. Future Internet, 17(2), Article 63. https://doi.org/10.3390/fi17020063.</mixed-citation><mixed-citation xml:lang="en">Yeganeh, L. N., Fenty, N. S., Chen, N. S., Simpson, A., Hatami, M. (2025). The future of education: A multi-layered metaverse classroom model for immersive and inclusive learning. Future Internet, 17(2), Article 63. https://doi.org/10.3390/fi17020063.</mixed-citation></citation-alternatives></ref><ref id="cit89"><label>89</label><citation-alternatives><mixed-citation xml:lang="ru">Pizzi, F., Peters, F., Sorribes, E., Marín-Beltrán, I., Romera-Castillo, C., Grau, J. et al. (2025). Modulation of biofilm growth by shear and fluctuations in turbulent environments. Scientific Reports, 15(1), Article 12460. https://doi.org/10.1038/s41598-025-95822-0.</mixed-citation><mixed-citation xml:lang="en">Pizzi, F., Peters, F., Sorribes, E., Marín-Beltrán, I., Romera-Castillo, C., Grau, J. et al. (2025). Modulation of biofilm growth by shear and fluctuations in turbulent environments. Scientific Reports, 15(1), Article 12460. https://doi.org/10.1038/s41598-025-95822-0.</mixed-citation></citation-alternatives></ref><ref id="cit90"><label>90</label><citation-alternatives><mixed-citation xml:lang="ru">Xue, R., Wang, Z., Li, G., Hall, P., Watson, N. J. (2025). Clean-in-place optimization using swirl pipe and ultrasonic monitoring. Journal of Food Engineering, 396, Article 112572. https://doi.org/10.1016/j.jfoodeng.2025.112572.</mixed-citation><mixed-citation xml:lang="en">Xue, R., Wang, Z., Li, G., Hall, P., Watson, N. J. (2025). Clean-in-place optimization using swirl pipe and ultrasonic monitoring. Journal of Food Engineering, 396, Article 112572. https://doi.org/10.1016/j.jfoodeng.2025.112572.</mixed-citation></citation-alternatives></ref><ref id="cit91"><label>91</label><citation-alternatives><mixed-citation xml:lang="ru">Jafarzadeh, S., Yildiz, Z., Yildiz, P., Strachowski, P., Forough, M., Esmaeili, Y. et al. (2024). Advanced technologies in biodegradable packaging using intelligent sensing to fight food waste. International Journal of Biological Macromolecules, 261, Article 129647. https://doi.org/10.1016/j.ijbiomac.2024.129647.</mixed-citation><mixed-citation xml:lang="en">Jafarzadeh, S., Yildiz, Z., Yildiz, P., Strachowski, P., Forough, M., Esmaeili, Y. et al. (2024). Advanced technologies in biodegradable packaging using intelligent sensing to fight food waste. International Journal of Biological Macromolecules, 261, Article 129647. https://doi.org/10.1016/j.ijbiomac.2024.129647.</mixed-citation></citation-alternatives></ref><ref id="cit92"><label>92</label><citation-alternatives><mixed-citation xml:lang="ru">Ziani, I., Bouakline, H., El Guerraf, A., Marie-Laure Fauconnier, Sher, F. (2025). Integrating AI and advanced spectroscopic techniques for precision food safety and quality control. Trends in Food Science and Technology, 156, Article 104850. https://doi.org/10.1016/j.tifs.2024.104850.</mixed-citation><mixed-citation xml:lang="en">Ziani, I., Bouakline, H., El Guerraf, A., Marie-Laure Fauconnier, Sher, F. (2025). Integrating AI and advanced spectroscopic techniques for precision food safety and quality control. Trends in Food Science and Technology, 156, Article 104850. https://doi.org/10.1016/j.tifs.2024.104850.</mixed-citation></citation-alternatives></ref><ref id="cit93"><label>93</label><citation-alternatives><mixed-citation xml:lang="ru">Huang, Y., Guo, X., Wu, Y., Chen, X., Feng, L., Xie, N. et al. (2024). Nanotechnology’s frontier in combatting infectious and inflammatory diseases: Prevention and treatment. Signal Transduction and Targeted Therapy, 9(1), Article 34. https://doi.org/10.1038/s41392-024-01745-z.</mixed-citation><mixed-citation xml:lang="en">Huang, Y., Guo, X., Wu, Y., Chen, X., Feng, L., Xie, N. et al. (2024). Nanotechnology’s frontier in combatting infectious and inflammatory diseases: Prevention and treatment. Signal Transduction and Targeted Therapy, 9(1), Article 34. https://doi.org/10.1038/s41392-024-01745-z.</mixed-citation></citation-alternatives></ref><ref id="cit94"><label>94</label><citation-alternatives><mixed-citation xml:lang="ru">Apoorva, S., Nguyen, N. T., Sreejith, K. R. (2024). Recent developments and future perspectives of microfluidics and smart technologies in wearable devices. Lab on a Chip, 24(7), 1833–1866. https://doi.org/10.1039/D4LC00089G.</mixed-citation><mixed-citation xml:lang="en">Apoorva, S., Nguyen, N. T., Sreejith, K. R. (2024). Recent developments and future perspectives of microfluidics and smart technologies in wearable devices. Lab on a Chip, 24(7), 1833–1866. https://doi.org/10.1039/D4LC00089G.</mixed-citation></citation-alternatives></ref><ref id="cit95"><label>95</label><citation-alternatives><mixed-citation xml:lang="ru">Kolikipogu, R., Shivaputra, E., Muniyandy, E., Maroor, J. P., Lakshmi, G. V. R., Konduri, B. et al. (2025). Improving food safety by IoT-based climate monitoring and control systems for food processing plants. Remote Sensing in Earth Systems Sciences, 8(2), 387–399. https://doi.org/10.1007/s41976-024-00190-4.</mixed-citation><mixed-citation xml:lang="en">Kolikipogu, R., Shivaputra, E., Muniyandy, E., Maroor, J. P., Lakshmi, G. V. R., Konduri, B. et al. (2025). Improving food safety by IoT-based climate monitoring and control systems for food processing plants. Remote Sensing in Earth Systems Sciences, 8(2), 387–399. https://doi.org/10.1007/s41976-024-00190-4.</mixed-citation></citation-alternatives></ref><ref id="cit96"><label>96</label><citation-alternatives><mixed-citation xml:lang="ru">Roussaki, I., Doolin, K., Skarmeta, A., Routis, G., Lopez-Morales, J. A., Claffey, E. et al. (2023). Building an interoperable space for smart agriculture. Digital Communications and Networks, 9(1), 183–193. https://doi.org/10.1016/j.dcan.2022.02.004.</mixed-citation><mixed-citation xml:lang="en">Roussaki, I., Doolin, K., Skarmeta, A., Routis, G., Lopez-Morales, J. A., Claffey, E. et al. (2023). Building an interoperable space for smart agriculture. Digital Communications and Networks, 9(1), 183–193. https://doi.org/10.1016/j.dcan.2022.02.004.</mixed-citation></citation-alternatives></ref><ref id="cit97"><label>97</label><citation-alternatives><mixed-citation xml:lang="ru">Mohd Jais, N. A., Abdullah, A. F., Mohd Kassim, M. S., Abd Karim, M. M., Muhadi, N. ‘A. (2024). Improved accuracy in IoT-based water quality monitoring for aquaculture tanks using low-cost sensors: Asian seabass fish farming. Heliyon, 10(8), Article e29022. https://doi.org/10.1016/j.heliyon.2024.e29022.</mixed-citation><mixed-citation xml:lang="en">Mohd Jais, N. A., Abdullah, A. F., Mohd Kassim, M. S., Abd Karim, M. M., Muhadi, N. ‘A. (2024). Improved accuracy in IoT-based water quality monitoring for aquaculture tanks using low-cost sensors: Asian seabass fish farming. Heliyon, 10(8), Article e29022. https://doi.org/10.1016/j.heliyon.2024.e29022.</mixed-citation></citation-alternatives></ref><ref id="cit98"><label>98</label><citation-alternatives><mixed-citation xml:lang="ru">Vedantam, K. S., Jain, S. K., Panwar, N. L., Sunil, J., Wadhawan, N., Kumar, A. (2024). Emergence of Internet of Things technology in food and agricultural sector: A review. Journal of Food Process Engineering, 47(8), Article e14698. https://doi.org/10.1111/jfpe.14698.</mixed-citation><mixed-citation xml:lang="en">Vedantam, K. S., Jain, S. K., Panwar, N. L., Sunil, J., Wadhawan, N., Kumar, A. (2024). Emergence of Internet of Things technology in food and agricultural sector: A review. Journal of Food Process Engineering, 47(8), Article e14698. https://doi.org/10.1111/jfpe.14698.</mixed-citation></citation-alternatives></ref><ref id="cit99"><label>99</label><citation-alternatives><mixed-citation xml:lang="ru">Sunmola, F., Baryannis, G., Tan, A., Co, K., Papadakis, E. (2025). Holistic framework for blockchain-based halal compliance in supply chains enabled by artificial intelligence. Systems, 13(1), Article 21. https://doi.org/10.3390/systems13010021.</mixed-citation><mixed-citation xml:lang="en">Sunmola, F., Baryannis, G., Tan, A., Co, K., Papadakis, E. (2025). Holistic framework for blockchain-based halal compliance in supply chains enabled by artificial intelligence. Systems, 13(1), Article 21. https://doi.org/10.3390/systems13010021.</mixed-citation></citation-alternatives></ref></ref-list><fn-group><fn fn-type="conflict"><p>The authors declare that there are no conflicts of interest present.</p></fn></fn-group></back></article>
