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 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">Food Processing: Techniques and Technology</journal-id>
   <journal-title-group>
    <journal-title xml:lang="en">Food Processing: Techniques and Technology</journal-title>
    <trans-title-group xml:lang="ru">
     <trans-title>Техника и технология пищевых производств</trans-title>
    </trans-title-group>
   </journal-title-group>
   <issn publication-format="print">2074-9414</issn>
   <issn publication-format="online">2313-1748</issn>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="publisher-id">76045</article-id>
   <article-id pub-id-type="doi">10.21603/2074-9414-2024-1-2487</article-id>
   <article-categories>
    <subj-group subj-group-type="toc-heading" xml:lang="ru">
     <subject>ОРИГИНАЛЬНАЯ СТАТЬЯ</subject>
    </subj-group>
    <subj-group subj-group-type="toc-heading" xml:lang="en">
     <subject>ORIGINAL ARTICLE</subject>
    </subj-group>
    <subj-group>
     <subject>ОРИГИНАЛЬНАЯ СТАТЬЯ</subject>
    </subj-group>
   </article-categories>
   <title-group>
    <article-title xml:lang="en">Effect of External Factors on Trace Element Profile  and Biomass of Mustard (Brássica júncea L.) Microgreens:  Neural Network Analysis</article-title>
    <trans-title-group xml:lang="ru">
     <trans-title>Нейросетевой анализ влияния внешних факторов  на микроэлементный профиль  и биомассу микрозелени Brássica júncea L.</trans-title>
    </trans-title-group>
   </title-group>
   <contrib-group content-type="authors">
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-5233-3497</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Пухальский</surname>
       <given-names>Ян Викторович</given-names>
      </name>
      <name xml:lang="en">
       <surname>Puhalsky</surname>
       <given-names>Yan V.</given-names>
      </name>
     </name-alternatives>
     <email>puhalskyyan@gmail.com</email>
     <xref ref-type="aff" rid="aff-1"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-8300-2287</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Воробьев</surname>
       <given-names>Николай Иванович</given-names>
      </name>
      <name xml:lang="en">
       <surname>Vorobyov</surname>
       <given-names>Nikolai I.</given-names>
      </name>
     </name-alternatives>
     <email>nik.ivanvorobyov@yandex.ru</email>
     <xref ref-type="aff" rid="aff-2"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-8102-2900</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Лоскутов</surname>
       <given-names>Святослав Игоревич</given-names>
      </name>
      <name xml:lang="en">
       <surname>Loskutov</surname>
       <given-names>Svyatoslav I.</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-3"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-3643-6757</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Чукаева</surname>
       <given-names>Мария Алексеевна</given-names>
      </name>
      <name xml:lang="en">
       <surname>Chukaeva</surname>
       <given-names>Mariia A.</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-4"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-0161-5977</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Глушаков</surname>
       <given-names>Руслан Иванович</given-names>
      </name>
      <name xml:lang="en">
       <surname>Glushakov</surname>
       <given-names>Ruslan I.</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-5"/>
     <xref ref-type="aff" rid="aff-6"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0009-0005-8794-3494</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Бабыка</surname>
       <given-names>Андрей Васильевич</given-names>
      </name>
      <name xml:lang="en">
       <surname>Babyka</surname>
       <given-names>Andrew V.</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-7"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0009-0005-0382-8457</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Мещеряков</surname>
       <given-names>Денис Дмитриевич</given-names>
      </name>
      <name xml:lang="en">
       <surname>Meshcheriakov</surname>
       <given-names>Denis D.</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-8"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-8434-2689</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Якубовская</surname>
       <given-names>Алла Ивановна</given-names>
      </name>
      <name xml:lang="en">
       <surname>Yakubovskaya</surname>
       <given-names>Alla I.</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-9"/>
    </contrib>
   </contrib-group>
   <aff-alternatives id="aff-1">
    <aff>
     <institution xml:lang="ru">Всероссийский научно-исследовательский институт пищевых добавок</institution>
     <city>Санкт-Петербург</city>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">All-Russian Research Institute for Food Additives</institution>
     <city>Saint Petersburg</city>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-2">
    <aff>
     <institution xml:lang="ru">Всероссийский научно-исследовательский институт сельcкохозяйственной микробиологии</institution>
     <city>Пушкин</city>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">All-Russia Research Institute for Agricultural Microbiology</institution>
     <city>Pushkin</city>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-3">
    <aff>
     <institution xml:lang="ru">Всероссийский научно-исследовательский институт пищевых добавок</institution>
     <city>Санкт-Петербург</city>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">All-Russian Research Institute for Food Additives</institution>
     <city>Saint Petersburg</city>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-4">
    <aff>
     <institution xml:lang="ru">Санкт-Петербургский горный университет</institution>
     <city>Санкт-Петербург</city>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Saint-Petersburg Mining University</institution>
     <city>Saint Petersburg</city>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-5">
    <aff>
     <institution xml:lang="ru">Военно-медицинская академия имени С. М. Кирова</institution>
     <city>Санкт-Петербург</city>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">S.M. Kirov Military Medical Academy</institution>
     <city>Saint Petersburg</city>
     <country>Russian Federation</country>
    </aff>
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   <aff-alternatives id="aff-6">
    <aff>
     <institution xml:lang="ru">Санкт-Петербургский государственный педиатрический медицинский университет</institution>
     <city>Санкт-Петербург</city>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">S.M. Kirov Military Medical Academy</institution>
     <city>Saint Petersburg</city>
     <country>Russian Federation</country>
    </aff>
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   <aff-alternatives id="aff-7">
    <aff>
     <institution xml:lang="ru">ООО «Фарморганик»</institution>
     <city>Санкт-Петербург</city>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">“Pharmorganic” LLC</institution>
     <city>Saint Petersburg</city>
     <country>Russian Federation</country>
    </aff>
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   <aff-alternatives id="aff-8">
    <aff>
     <institution xml:lang="ru">ООО «Led for Plant»</institution>
     <city>Красноярск</city>
     <country>Россия</country>
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    <aff>
     <institution xml:lang="en">“Led for Plant” LLC</institution>
     <city>Krasnoyarsk</city>
     <country>Russian Federation</country>
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   <aff-alternatives id="aff-9">
    <aff>
     <institution xml:lang="ru">Научно-исследовательский институт сельского хозяйства Крыма</institution>
     <city>Симферополь</city>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Scientific Research Institute of Agriculture of Crimea</institution>
     <city>Simferopol</city>
     <country>Russian Federation</country>
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   <pub-date publication-format="print" date-type="pub" iso-8601-date="2024-03-28T00:00:00+03:00">
    <day>28</day>
    <month>03</month>
    <year>2024</year>
   </pub-date>
   <pub-date publication-format="electronic" date-type="pub" iso-8601-date="2024-03-28T00:00:00+03:00">
    <day>28</day>
    <month>03</month>
    <year>2024</year>
   </pub-date>
   <volume>54</volume>
   <issue>1</issue>
   <fpage>48</fpage>
   <lpage>59</lpage>
   <history>
    <date date-type="received" iso-8601-date="2023-04-26T00:00:00+03:00">
     <day>26</day>
     <month>04</month>
     <year>2023</year>
    </date>
    <date date-type="accepted" iso-8601-date="2023-06-04T00:00:00+03:00">
     <day>04</day>
     <month>06</month>
     <year>2023</year>
    </date>
   </history>
   <self-uri xlink:href="https://fptt.ru/en/issues/22328/22344/">https://fptt.ru/en/issues/22328/22344/</self-uri>
   <abstract xml:lang="ru">
    <p>Выращивание органической микрозелени в искусственной среде сопряжено с разработкой унифицированного технологического регламента, который сочетает в себе возможности использования различных внешних биотических и абиотических элиситоров для получения здоровой рассады. Качество рассады зависит от сбалансированного накопления в ней эссенциальных микроэлементов. Целью исследования являлась оценка изменения нутриентного профиля микрозелени на примере горчицы сарептской сорта Ника с помощью методики фрактального расчета повторяющихся числовых рядов.&#13;
Эксперимент проводили в закрытом гроубоксе (15 суток) в условиях агрегатопоники при интенсивной 16 часовой светокультуре (440 мкмоль/м2 ·с). Для инокуляции растений применяли эндомикоризный гриб Glomus mosseae. В качестве стабилизирующей органической добавки при введении в корнеобитаемую среду (кокосовый субстрат) использовали раствор фульвокислот в концентрации 100 мг/л. Для физической обработки применяли статическое воздействие слабого электромагнитного поля с преобладанием магнитной индукции в 20 мТл. Элементный анализ проводили методом атомно-эмиссионной спектрометрии с индуктивно-связанной плазмой на приборе ICPE-9000 (Shimadzu, Япония). &#13;
По расчетным индексам биокомпозиции микроэлементов лучший результат был диагностирован для варианта применения фульвокислот и слабого электромагнитного поля (IndBcomL = 0,27). Биомасса сухого порошка на элементный анализ составила 10,2 г. Это почти в 2 раза превышало значения, полученные на контроле, без сторонних воздействий (5,2 г). Все варианты с микоризацией не оказали положительного действия на степень консолидации общего пула микроэлементов на данном сроке вегетации культуры. Прибавка по биомассе составила 20 %.&#13;
Примененный нейросетевой анализ соотношения микроэлементов в полученной микрозелени можно рассматривать как математическую модель для биохимической диагностики качества получаемой биомассы и выбора лучших условий для дальнейшего биотехнологического процесса возделывания других культур в искусственной среде при минимизации использования минеральных удобрений в пользу органо-бактериального комплекса.</p>
   </abstract>
   <trans-abstract xml:lang="en">
    <p>Growing organic microgreens indoors requires a unified technological procedure with various external elicitors. The quality of seedlings depends on their ability to accumulate essential microelements. This research assessed the nutrient profile of mustard microgreens using the method of fractal calculation with repeating numerical series.&#13;
The experiment involved mustard (Brássica júncea L.) of the Nika variety grown in a closed box for 15 days under aggregation with an intensive 16-h photocycle (440 µmoL m2/s). The plants were inoculated with the endomycorrhizal fungus Glomus mosseae. A solution of fulvic acids (100 mg/L) served as a stabilizing organic additive and was introduced into the coconut substrate. The physical treatment included weak static electromagnetic field with magnetic induction (20 mT). The elemental analysis was performed by inductively coupled plasma atomic emission spectrometry on an ICPE-9000 device (Shimadzu, Japan).&#13;
According to the calculated indices of the microelement biocomposition, the best result belonged to the sample treated with fulvic acids and weak electromagnetic field (IndBcomL = 0.27). The resulting biomass of dry powder for elemental analysis was 10.2 g, which was twice as high as the values obtained in the control sample, not subjected to any external influences (5.2 g). All the variants with mycorrhization produced no positive effect on the total pool of microelements during vegetation. &#13;
The increase in biomass averaged as low as 20%. Zinc increased by 33.3% while aluminum and iron decreased by 59.5 and 18.0%, respectively.&#13;
The neural network analysis of the microelements in mustard microgreens proved effective as a mathematical model for biochemical diagnostics of biomass quality. The method could be used to optimize the biotechnological process for other indoor crops as it makes it possible to partially substitute mineral fertilizers with organic and bacterial complex.</p>
   </trans-abstract>
   <kwd-group xml:lang="ru">
    <kwd>Микрозелень</kwd>
    <kwd>горчица</kwd>
    <kwd>Brássica júncea L.</kwd>
    <kwd>микроэлементы</kwd>
    <kwd>биотические факторы</kwd>
    <kwd>абиотические  факторы</kwd>
    <kwd>светокультура</kwd>
    <kwd>фульвокислоты</kwd>
    <kwd>магнитооблучение</kwd>
    <kwd>микориза</kwd>
   </kwd-group>
   <kwd-group xml:lang="en">
    <kwd>Microgreen</kwd>
    <kwd>mustard</kwd>
    <kwd>Brássica júncea L.</kwd>
    <kwd>microelements</kwd>
    <kwd>biotic factors</kwd>
    <kwd>abiotic factors</kwd>
    <kwd>light culture</kwd>
    <kwd>fulvic acids</kwd>
    <kwd>magnetic irradiation</kwd>
    <kwd>mycorrhiza</kwd>
   </kwd-group>
   <funding-group>
    <funding-statement xml:lang="ru">Работа выполнена в рамках государственного задания Министерства науки и высшего образования  Российской Федерации (Минобрнауки России) (темы FGUS 2022-0017 и FGUS 2022-0018).</funding-statement>
    <funding-statement xml:lang="en">The research was part of state assignment from the Ministry of Science and Higher Education of the Russian  Federation (Minobrnauki) , research topics FGUS 2022-0017 and FGUS 2022-0018.</funding-statement>
   </funding-group>
  </article-meta>
 </front>
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