<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3.dtd">
<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="ru"><front><journal-meta><journal-id journal-id-type="publisher-id">economyprom</journal-id><journal-title-group><journal-title xml:lang="ru">Экономика промышленности / Russian Journal of Industrial Economics</journal-title><trans-title-group xml:lang="en"><trans-title>Russian Journal of Industrial Economics</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2072-1633</issn><issn pub-type="epub">2413-662X</issn><publisher><publisher-name>MISIS</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.17073/2072-1633-2025-4-1530</article-id><article-id custom-type="elpub" pub-id-type="custom">economyprom-1530</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>НАЦИОНАЛЬНАЯ ИНДУСТРИАЛЬНАЯ ЭКОНОМИКА</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>NATIONAL INDUSTRIAL ECONOMICS</subject></subj-group></article-categories><title-group><article-title>Роль природоподобных технологий в реализации устойчивого развития промышленных систем</article-title><trans-title-group xml:lang="en"><trans-title>The role of nature-like technologies in implementing sustainable development of industrial systems</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-1170-1251</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Барсегян</surname><given-names>Н. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Barsegyan</surname><given-names>N. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Барсегян Наира Вартовна – канд. экон. наук, доцент, доцент кафедры логистики и управления.</p><p>420015, Казань, ул. Карла Маркса, д. 68, Республика Татарстан</p><p>AuthorID 893798, Scopus Author ID 57205062800, Researcher ID W-6970-2018</p></bio><bio xml:lang="en"><p>Naira V. Barsegyan – PhD (Econ.), Associate Professor, Associate Professor of the Department of Logistics and Management, Kazan National Research Technological University.</p><p>68 Karl Marx Str., Kazan 420015, Republic of Tatarstan</p></bio><email xlink:type="simple">n.v.barsegyan@yandex.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-1881-4630</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Шинкевич</surname><given-names>А. И.</given-names></name><name name-style="western" xml:lang="en"><surname>Shinkevich</surname><given-names>A. I.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Шинкевич Алексей Иванович – д-р экон. наук, д-р техн. наук, профессор, заведующий кафедрой логистики и управления.</p><p>420015, Казань, ул. Карла Маркса, д. 68, Республика Татарстан</p></bio><bio xml:lang="en"><p>Aleksei I. Shinkevich – Dr.Sci. (Econ.), Dr.Sci. (Eng.), Professor, Head of the Department of Logistics and Management, Kazan National Research Technological University.</p><p>68 Karl Marx Str., Kazan 420015, Republic of Tatarstan</p></bio><email xlink:type="simple">shinkevichai@corp.knrtu.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-5875-1988</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Галимулина</surname><given-names>Ф. Ф.</given-names></name><name name-style="western" xml:lang="en"><surname>Galimulina</surname><given-names>F. F.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Галимулина Фарида Фидаиловна –д-р экон. наук, доцент, профессор кафедры логистики и управления.</p><p>420015, Казань, ул. Карла Маркса, д. 68, Республика Татарстан</p></bio><bio xml:lang="en"><p>Farida F. Galimulina – Dr.Sci. (Econ.), Associate Professor, Professor of the Department of Logistics and Management, Kazan National Research Technological University.</p><p>68 Karl Marx Str., Kazan 420015, Republic of Tatarstan</p></bio><email xlink:type="simple">GalimulinaFF@corp.knrtu.ru</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Казанский национальный исследовательский технологический университет</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Kazan National Research Technological University</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2025</year></pub-date><pub-date pub-type="epub"><day>14</day><month>12</month><year>2025</year></pub-date><volume>18</volume><issue>4</issue><fpage>486</fpage><lpage>498</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Барсегян Н.В., Шинкевич А.И., Галимулина Ф.Ф., 2025</copyright-statement><copyright-year>2025</copyright-year><copyright-holder xml:lang="ru">Барсегян Н.В., Шинкевич А.И., Галимулина Ф.Ф.</copyright-holder><copyright-holder xml:lang="en">Barsegyan N.V., Shinkevich A.I., Galimulina F.F.</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://ecoprom.misis.ru/jour/article/view/1530">https://ecoprom.misis.ru/jour/article/view/1530</self-uri><abstract><p>В условиях санкционных ограничений современная макроэкономическая система России направлена на технологическое развитие, цифровизацию, устойчивое развитие и экологизацию производственно-экономических систем. Ключевая проблема функционирования экономических систем заключается в ограниченности ресурсов, которая определяет возникновение «узких» мест и очередей. Как следствие, это отражается на эффективности всей системы и ее конкурентоспособности. Одним из ключевых условий для достижения целей устойчивого развития видится освоение природоподобных технологий и их внедрение в промышленность. Целью исследования является определение теоретических аспектов природоподобных технологий, выявление их потенциала внедрения для достижения устойчивого развития промышленности. Проанализированы научные истоки концепции развития темы природоподобных технологий, даны определения категориям «природоподобные технологии», «природовдохновленные алгоритмы», «природовдохновленные системы». Обобщены принципы природоподобных технологий, способствующих достижению решения экологических проблем, ресурсной независимости, экономической эффективности, технологического развития. Рассмотрена трансформация традиционных производственных систем в мезосистемы по аналогии с природными экосистемами. Обосновано, что именно такой подход, лежащий в основе экономики замкнутого цикла, позволяет выйти за рамки внедрения отдельных «зеленых» технологий и добиться синергетического эффекта. В целях систематизации анализа предложена классификация природоподобных технологий и определены основные направления их использования в промышленности. Сделаны следующие выводы: внедрение природоподобных технологий дает измеримый и существенный эффект по трем направлениям устойчивого развития: 1) экономики – снижение затрат, создание новой стоимости; 2) экологии – сокращение выбросов, оптимизация ресурсов; 3) социальной сферы – создание безопасных условий труда и благоприятной среды для жизни и здоровья человека. Экономический эффект от внедрения природоподобных технологий является одним из ключевых драйверов их масштабирования. При принятии управленческих решений необходимо учесть, что внедрение природоподобных технологий – это стратегическая инвестиция в обеспечение конкурентоспособности мезосистемы и ее ресурсной независимости. На уровне высшего руководства страны необходимо разработать и внедрить меры стимулирования для проектов, реализующих принципы природоподобных технологий на системном уровне.</p></abstract><trans-abstract xml:lang="en"><p>Under the conditions of sanctions restrictions, Russia’s modern macroeconomic system is aimed at technological development, digitalization, sustainable development and greening of production and economic systems. The key problem of the functioning of economic systems is the limited resources, which determines the emergence of “bottlenecks” and queues. As a result, this affects the efficiency of the entire system and its competitiveness. One of the key conditions for achieving the goals of sustainable development is the development of nature-like technologies and their introduction into industry. The purpose of the study is to identify the theoretical aspects of nature-like technologies, to identify their potential for implementation to achieve sustainable industrial development. The scientific origins of the concept of developing the topic of nature-like technologies are analyzed, and the categories “nature-like technologies”, “nature-inspired algorithms”, and “nature-inspired systems” are defined. The principles of nature-like technologies that contribute to solving environmental problems, resource independence, economic efficiency, and technological development are summarized. The transformation of traditional production systems into mesosystems by analogy with natural ecosystems is considered. It is proved that this approach, which underlies the closed-loop economy, allows us to go beyond the introduction of individual “green” technologies and achieve a synergistic effect. To systematize the analysis, a classification of nature-like technologies is proposed and the main directions of their use in industry are identified. The following conclusions are drawn: the introduction of nature-like technologies gives a measurable and significant effect in three areas of sustainable development: 1) economics – reducing costs, creating new value; 2) ecology – reducing emissions, optimizing resources; 3) social sphere – creating safe working conditions and a favorable environment for human life and health. The economic effect of the introduction of nature-like technologies is one of the key drivers of their scaling. When making managerial decisions, it is necessary to consider that the introduction of nature–like technologies is a strategic investment in ensuring the competitiveness of the mesosystem and its resource independence. At the level of the country’s top leadership, it is necessary to develop and implement incentive measures for projects that implement the principles of nature-like technologies at the system level.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>устойчивое развитие</kwd><kwd>промышленность</kwd><kwd>природоподобные технологии</kwd><kwd>производственные системы</kwd><kwd>экономика замкнутого цикла</kwd><kwd>«зеленые» технологии</kwd><kwd>мезосистемы</kwd></kwd-group><kwd-group xml:lang="en"><kwd>sustainable development</kwd><kwd>industry</kwd><kwd>nature-like technologies</kwd><kwd>production systems</kwd><kwd>closed-loop economics</kwd><kwd>“green” technologies</kwd><kwd>mesosystems</kwd></kwd-group><funding-group><funding-statement xml:lang="ru">Исследование выполнено за счет гранта Академии наук Республики Татарстан, предоставленного молодым кандидатам наук (постдокторантам) с целью защиты докторской диссертации, выполнения научно-исследовательских работ, а также выполнения трудовых функций в научных и образовательных организациях Республики Татарстан в рамках Государственной программы Республики Татарстан «Научно-технологическое развитие Республики Татарстан», соглашение № 109/2024-ПД.</funding-statement><funding-statement xml:lang="en">The study was funded by a grant from the Academy of Sciences of the Republic of Tatarstan, provided to young candidates of sciences (postdocs) for the purpose of defending a doctoral dissertation, performing research work, as well as performing job functions in scientific and educational organizations of the Republic of Tatarstan within the framework of the State Program of the Republic of Tatarstan “Scientific and Technological Development of the Republic of Tatarstan”, agreement No. 109/2024-PD.</funding-statement></funding-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Вернадский В.И. Научная мысль как планетное явление. Отв. ред. А.Л. Яншин. М.: Наука; 1991. 270 с.</mixed-citation><mixed-citation xml:lang="en">Вернадский В.И. Научная мысль как планетное явление. Отв. ред. А.Л. Яншин. М.: Наука; 1991. 270 с.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Казначеев В.П. Учение В.И. Вернадского о ноосфере в связи с современными проблемами экологии человека. Ноосферные исследования. 2023;(4):6–16. https://doi.org/10.46724/NOOS.2023.4.06-16</mixed-citation><mixed-citation xml:lang="en">Kaznacheev V. P.V. I.Vernadsky’s Theory of the Noosphere in Relation to Contemporary Human Ecology Issues. Noospheric Studies. 2023;4:6–16. (In Russ.). https://doi.org/10.46724/NOOS.2023.4.06-16</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Benyus J.M. Biomimicry: Innovation Inspired by Nature. New York: William Morrow; 1997. 288 p.</mixed-citation><mixed-citation xml:lang="en">Benyus J.M. Biomimicry: Innovation Inspired by Nature. New York: William Morrow; 1997. 288 p.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">McDonough W., Braungart M. Cradle to Cradle: Remaking the Way We Make Things. New York: North Point Press; 2002. 193 p.</mixed-citation><mixed-citation xml:lang="en">McDonough W., Braungart M. Cradle to Cradle: Remaking the Way We Make Things. New York: North Point Press; 2002. 193 p.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Chin M.H.W., Linke J., Coppens M.-O. Nature-inspired sustainable medical materials. Current Opinion in Biomedical Engineering. 2023;28:100499. https://doi.org/10.1016/j.cobme.2023.100499</mixed-citation><mixed-citation xml:lang="en">Chin M.H.W., Linke J., Coppens M.-O. Nature-inspired sustainable medical materials. Current Opinion in Biomedical Engineering. 2023;28:100499. https://doi.org/10.1016/j.cobme.2023.100499</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Dao V.-D., Nguyen H.T.K. Nature-inspired design for high-efficiency solar-driven water evaporation. Journal of Power Sources. 2024;609:234676. https://doi.org/10.1016/j.jpowsour.2024.234676</mixed-citation><mixed-citation xml:lang="en">Dao V.-D., Nguyen H.T.K. Nature-inspired design for high-efficiency solar-driven water evaporation. Journal of Power Sources. 2024;609:234676. https://doi.org/10.1016/j.jpowsour.2024.234676</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Gaitan N.C., Ungurean I., Corotinschi G., Roman C. An intelligent energy management system solution for multiple renewable energy sources. Sustainability. 2023;15(3):2531. https://doi.org/10.3390/su15032531</mixed-citation><mixed-citation xml:lang="en">Gaitan N.C., Ungurean I., Corotinschi G., Roman C. An intelligent energy management system solution for multiple renewable energy sources. Sustainability. 2023;15(3):2531. https://doi.org/10.3390/su15032531</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Bertaglia T., Costa C.M., Lanceros-Méndez S., Crespilho F.N. Eco-friendly, sustainable, and safe energy storage: a nature-inspired materials paradigm shift. Materials Advances. 2024;5(19):7534–7547. https://doi.org/10.1039/d4ma00363b</mixed-citation><mixed-citation xml:lang="en">Bertaglia T., Costa C.M., Lanceros-Méndez S., Crespilho F.N. Eco-friendly, sustainable, and safe energy storage: a nature-inspired materials paradigm shift. Materials Advances. 2024;5(19):7534–7547. https://doi.org/10.1039/d4ma00363b</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Meshalkin V., Akhmetov A., Lenchenkova L., Nzioka A., Politov A., Strizhnev V., Telin A., Fakhreeva A. Application of renewable natural materials for gas and water shutoff processes in oil wells. Energies. 2022;15(23):9216. https://doi.org/10.3390/en15239216</mixed-citation><mixed-citation xml:lang="en">Meshalkin V., Akhmetov A., Lenchenkova L., Nzioka A., Politov A., Strizhnev V., Telin A., Fakhreeva A. Application of renewable natural materials for gas and water shutoff processes in oil wells. Energies. 2022;15(23):9216. https://doi.org/10.3390/en15239216</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Selvam D.C., Devarajan Y. Bio-inspired hybrid materials for sustainable energy: Advancing bioresource technology and efficiency. Materials Today Communications.2025;46:112647. https://doi.org/10.1016/j.mtcomm.2025.112647</mixed-citation><mixed-citation xml:lang="en">Selvam D.C., Devarajan Y. Bio-inspired hybrid materials for sustainable energy: Advancing bioresource technology and efficiency. Materials Today Communications.2025;46:112647. https://doi.org/10.1016/j.mtcomm.2025.112647</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Oguntona O. Developing a nature-inspired sustainability assessment tool: The role of materials efficiency. Materials Proceedings. 2025;22(1):3. https://doi.org/10.3390/materproc2025022003</mixed-citation><mixed-citation xml:lang="en">Oguntona O. Developing a nature-inspired sustainability assessment tool: The role of materials efficiency. Materials Proceedings. 2025;22(1):3. https://doi.org/10.3390/materproc2025022003</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Lebdioui A. Nature-inspired innovation policy: Biomimicry as a pathway to leverage biodiversity for economic development. Ecological Economics. 2022;202:107585. https://doi.org/10.1016/j.ecolecon.2022.107585</mixed-citation><mixed-citation xml:lang="en">Lebdioui A. Nature-inspired innovation policy: Biomimicry as a pathway to leverage biodiversity for economic development. Ecological Economics. 2022;202:107585. https://doi.org/10.1016/j.ecolecon.2022.107585</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Prathumrat P., Likitaporn C., Rimdusit S., Nikzad M., Wongsalam T., Tanalue N., Okhawilai M. Deep Insights into the design of next-generation water-based stimuli-responsive shape memory polymers: From fundamentals to nature-inspired innovations. Applied Materials Today. 2025;44:102754. https://doi.org/10.1016/j.apmt.2025.102754</mixed-citation><mixed-citation xml:lang="en">Prathumrat P., Likitaporn C., Rimdusit S., Nikzad M., Wongsalam T., Tanalue N., Okhawilai M. Deep Insights into the design of next-generation water-based stimuli-responsive shape memory polymers: From fundamentals to nature-inspired innovations. Applied Materials Today. 2025;44:102754. https://doi.org/10.1016/j.apmt.2025.102754</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Huang Z., Hwang Y., Radermacher R. Review of nature-inspired heat exchanger technology. International Journal of Refrigeration. 2017;78:1–17. https://doi.org/10.1016/j.ijrefrig.2017.03.006</mixed-citation><mixed-citation xml:lang="en">Huang Z., Hwang Y., Radermacher R. Review of nature-inspired heat exchanger technology. International Journal of Refrigeration. 2017;78:1–17. https://doi.org/10.1016/j.ijrefrig.2017.03.006</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Xu Y., Zhang Q., Liang Y., Huang L. A review of solar interfacial distillation water purification technology inspired by nature. Journal of Water Process Engineering. 2023;55:104156. https://doi.org/10.1016/j.jwpe.2023.104156</mixed-citation><mixed-citation xml:lang="en">Xu Y., Zhang Q., Liang Y., Huang L. A review of solar interfacial distillation water purification technology inspired by nature. Journal of Water Process Engineering. 2023;55:104156. https://doi.org/10.1016/j.jwpe.2023.104156</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Gertsen M.M., Perelomov L.V., Arlyapov V.A., Atroshchenko Y.M., Meshalkin V.P., Chistyakova T.B., Reverberi A.P. Degradation of oil and petroleum products in water by bioorganic compositions based on humic acids. Energies. 2023;16(14):5320. https://doi.org/10.3390/en16145320</mixed-citation><mixed-citation xml:lang="en">Gertsen M.M., Perelomov L.V., Arlyapov V.A., Atroshchenko Y.M., Meshalkin V.P., Chistyakova T.B., Reverberi A.P. Degradation of oil and petroleum products in water by bioorganic compositions based on humic acids. Energies. 2023;16(14):5320. https://doi.org/10.3390/en16145320</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Trubetskoi K.N., Galchenko Y.P. Naturelike mining technologies: Prospect of resolving global contradictions when developing mineral resources of the lithosphere. Herald of the Russian Academy of Sciences. 2017;87:378–384. https://doi.org/10.1134/S1019331617040050</mixed-citation><mixed-citation xml:lang="en">Trubetskoi K.N., Galchenko Y.P. Naturelike mining technologies: Prospect of resolving global contradictions when developing mineral resources of the lithosphere. Herald of the Russian Academy of Sciences. 2017;87:378–384. https://doi.org/10.1134/S1019331617040050</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Quintero A., Zarzavilla M., Tejedor-Flores N., Mora D., Chen Austin M. Sustainability assessment of the anthropogenic system in panama city: Application of biomimetic strategies towards regenerative cities. Biomimetics. 2021;6(4):64. https://doi.org/10.3390/biomimetics6040064</mixed-citation><mixed-citation xml:lang="en">Quintero A., Zarzavilla M., Tejedor-Flores N., Mora D., Chen Austin M. Sustainability assessment of the anthropogenic system in panama city: Application of biomimetic strategies towards regenerative cities. Biomimetics. 2021;6(4):64. https://doi.org/10.3390/biomimetics6040064</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Musango J.K., Currie P., Robinson B. Urban metabolism for resource efficient cities: From theory to implementation. Paris: UN Environment; 2017.</mixed-citation><mixed-citation xml:lang="en">Musango J.K., Currie P., Robinson B. Urban metabolism for resource efficient cities: From theory to implementation. Paris: UN Environment; 2017.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Tan X., Jiao J., Jiang M., Chen M., Wang W., Sun Y. Digital policy, green innovation, and digital-intelligent transformation of companies. Sustainability. 2024;16(16):6760. https://doi.org/10.3390/su16166760</mixed-citation><mixed-citation xml:lang="en">Tan X., Jiao J., Jiang M., Chen M., Wang W., Sun Y. Digital policy, green innovation, and digital-intelligent transformation of companies. Sustainability. 2024;16(16):6760. https://doi.org/10.3390/su16166760</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Luo S., Yimamu N., Li Y., Wu H., Irfan M., Hao Y. Digitalization and sustainable development: How could digital economy development improve green innovation in China? Business Strategy and the Environment. 2023;32(4):1847–1871. https://doi.org/10.1002/bse.3223</mixed-citation><mixed-citation xml:lang="en">Luo S., Yimamu N., Li Y., Wu H., Irfan M., Hao Y. Digitalization and sustainable development: How could digital economy development improve green innovation in China? Business Strategy and the Environment. 2023;32(4):1847–1871. https://doi.org/10.1002/bse.3223</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Zhu Y., Zhang H., Siddik A.B., Zheng Y., Sobhani F.A. Understanding corporate green competitive advantage through green technology adoption and green dynamic capabilities: Does green product innovation matter? Systems. 2023;11(9):461. https://doi.org/10.3390/systems11090461</mixed-citation><mixed-citation xml:lang="en">Zhu Y., Zhang H., Siddik A.B., Zheng Y., Sobhani F.A. Understanding corporate green competitive advantage through green technology adoption and green dynamic capabilities: Does green product innovation matter? Systems. 2023;11(9):461. https://doi.org/10.3390/systems11090461</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Yang J.Y., Roh T. Open for green innovation: From the perspective of green process and green consumer innovation. Sustainability. 2019;11(12):3234. https://doi.org/10.3390/su11123234</mixed-citation><mixed-citation xml:lang="en">Yang J.Y., Roh T. Open for green innovation: From the perspective of green process and green consumer innovation. Sustainability. 2019;11(12):3234. https://doi.org/10.3390/su11123234</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Sun Y., Sun H. Green innovation strategy and ambidextrous green innovation: The mediating effects of green supply chain integration. Sustainability. 2021;13(9):4876. https://doi.org/10.3390/su13094876</mixed-citation><mixed-citation xml:lang="en">Sun Y., Sun H. Green innovation strategy and ambidextrous green innovation: The mediating effects of green supply chain integration. Sustainability. 2021;13(9):4876. https://doi.org/10.3390/su13094876</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Ozgul B. Does green transformational leadership develop green absorptive capacity? The role of internal and external environmental orientation. Systems. 2022;10(6):224. https://doi.org/10.3390/systems10060224</mixed-citation><mixed-citation xml:lang="en">Ozgul B. Does green transformational leadership develop green absorptive capacity? The role of internal and external environmental orientation. Systems. 2022;10(6):224. https://doi.org/10.3390/systems10060224</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Shinkevich A.I., Barsegyan N.V., Galimulina F.F. Measuring and forecasting the development concept of the “Green” macrosystem using data analysis technologies. Sustainability. 2024;16(24):11152. https://doi.org/10.3390/su162411152</mixed-citation><mixed-citation xml:lang="en">Shinkevich A.I., Barsegyan N.V., Galimulina F.F. Measuring and forecasting the development concept of the “Green” macrosystem using data analysis technologies. Sustainability. 2024;16(24):11152. https://doi.org/10.3390/su162411152</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Momenikorbekandi A., Kalganova T. Intelligent scheduling methods for optimisation of job shop scheduling problems in the manufacturing sector: A systematic review. Electronics. 2025;14(8):1663. https://doi.org/10.3390/electronics14081663</mixed-citation><mixed-citation xml:lang="en">Momenikorbekandi A., Kalganova T. Intelligent scheduling methods for optimisation of job shop scheduling problems in the manufacturing sector: A systematic review. Electronics. 2025;14(8):1663. https://doi.org/10.3390/electronics14081663</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Rao R.V., Davim J.P. Single, multi-, and many-objective optimization of manufacturing processes using two novel and efficient algorithms with integrated decision-making. Journal of Manufacturing and Materials Processing. 2025;9(8):249. https://doi.org/10.3390/jmmp9080249</mixed-citation><mixed-citation xml:lang="en">Rao R.V., Davim J.P. Single, multi-, and many-objective optimization of manufacturing processes using two novel and efficient algorithms with integrated decision-making. Journal of Manufacturing and Materials Processing. 2025;9(8):249. https://doi.org/10.3390/jmmp9080249</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Galimulina F.F., Barsegyan N.V. Application of mass service theory to economic systems optimization problems – A review. Mathematics. 2024;12:403. https://doi.org/10.3390/math12030403</mixed-citation><mixed-citation xml:lang="en">Galimulina F.F., Barsegyan N.V. Application of mass service theory to economic systems optimization problems – A review. Mathematics. 2024;12:403. https://doi.org/10.3390/math12030403</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Zhang L., Hu Y., Tang Q., Li J., Li Z. Data-driven dispatching rules mining and real-time decision-making methodology in intelligent manufacturing shop floor with uncertainty. Sensors. 2021;21(14):4836. https://doi.org/10.3390/s21144836</mixed-citation><mixed-citation xml:lang="en">Zhang L., Hu Y., Tang Q., Li J., Li Z. Data-driven dispatching rules mining and real-time decision-making methodology in intelligent manufacturing shop floor with uncertainty. Sensors. 2021;21(14):4836. https://doi.org/10.3390/s21144836</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Bányai T. Optimization of material supply in smart manufacturing environment: A metaheuristic approach for matrix production. Machines. 2021;9(10):220. https://doi.org/10.3390/machines9100220</mixed-citation><mixed-citation xml:lang="en">Bányai T. Optimization of material supply in smart manufacturing environment: A metaheuristic approach for matrix production. Machines. 2021;9(10):220. https://doi.org/10.3390/machines9100220</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Massim Y., Yalaoui F., Chatelet E., Yalaoui A., Zeblah A. Efficient immune algorithm for optimal allocations in series-parallel continuous manufacturing systems. Journal of Intelligent Manufacturing. 2012;23:1603–1619. https://doi.org/10.1007/s10845-010-0463-7</mixed-citation><mixed-citation xml:lang="en">Massim Y., Yalaoui F., Chatelet E., Yalaoui A., Zeblah A. Efficient immune algorithm for optimal allocations in series-parallel continuous manufacturing systems. Journal of Intelligent Manufacturing. 2012;23:1603–1619. https://doi.org/10.1007/s10845-010-0463-7</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Para J., Del Ser J., Nebro A.J. Energy-aware multi-objective job shop scheduling optimization with metaheuristics in manufacturing industries: A critical survey, results, and perspectives. Applied Sciences. 2022;12(3):1491. https://doi.org/10.3390/app12031491</mixed-citation><mixed-citation xml:lang="en">Para J., Del Ser J., Nebro A.J. Energy-aware multi-objective job shop scheduling optimization with metaheuristics in manufacturing industries: A critical survey, results, and perspectives. Applied Sciences. 2022;12(3):1491. https://doi.org/10.3390/app12031491</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Gao K., Huang Y., Sadollah A., Wang L. A review of energy-efficient scheduling in intelligent production systems. Complex &amp; Intelligent Systems. 2020;6:237–249. https://doi.org/10.1007/s40747-019-00122-6</mixed-citation><mixed-citation xml:lang="en">Gao K., Huang Y., Sadollah A., Wang L. A review of energy-efficient scheduling in intelligent production systems. Complex &amp; Intelligent Systems. 2020;6:237–249. https://doi.org/10.1007/s40747-019-00122-6</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Islam J., Mamo Negash B., Vasant P.M., Ishtiaque Hossain N., Watada J. Quantum-based analytical techniques on the tackling of well placement optimization. Applied Sciences. 2020;10(19):7000. https://doi.org/10.3390/app10197000</mixed-citation><mixed-citation xml:lang="en">Islam J., Mamo Negash B., Vasant P.M., Ishtiaque Hossain N., Watada J. Quantum-based analytical techniques on the tackling of well placement optimization. Applied Sciences. 2020;10(19):7000. https://doi.org/10.3390/app10197000</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">Kumar A., Jaiswal A. A deep swarm-optimized model for leveraging industrial data analytics in cognitive manufacturing. IEEE Transactions on Industrial Informatics. 2021;17(4):2938–2946. https://doi.org/10.1109/TII.2020.3005532</mixed-citation><mixed-citation xml:lang="en">Kumar A., Jaiswal A. A deep swarm-optimized model for leveraging industrial data analytics in cognitive manufacturing. IEEE Transactions on Industrial Informatics. 2021;17(4):2938–2946. https://doi.org/10.1109/TII.2020.3005532</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Guneshwor L., Eldho T.I., Vinod Kumar A. Identification of groundwater contamination sources using meshfree rpcm simulation and particle swarm optimization. Water Resources Management. 2018;32:1517–1538. https://doi.org/10.1007/s11269-017-1885-1</mixed-citation><mixed-citation xml:lang="en">Guneshwor L., Eldho T.I., Vinod Kumar A. Identification of groundwater contamination sources using meshfree rpcm simulation and particle swarm optimization. Water Resources Management. 2018;32:1517–1538. https://doi.org/10.1007/s11269-017-1885-1</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">Goulart D.A., Pereira R.D. Autonomous pH control by reinforcement learning for electroplating industry wastewater. Computers &amp; Chemical Engineering. 2020;140:106909. https://doi.org/10.1016/j.compchemeng.2020.106909</mixed-citation><mixed-citation xml:lang="en">Goulart D.A., Pereira R.D. Autonomous pH control by reinforcement learning for electroplating industry wastewater. Computers &amp; Chemical Engineering. 2020;140:106909. https://doi.org/10.1016/j.compchemeng.2020.106909</mixed-citation></citation-alternatives></ref><ref id="cit39"><label>39</label><citation-alternatives><mixed-citation xml:lang="ru">Sakharov M., Koledina K., Gubaydullin I., Karpenko A. Studying the efficiency of parallelization in optimal control of multistage chemical reactions. Mathematics. 2022;10(19):3589. https://doi.org/10.3390/math10193589</mixed-citation><mixed-citation xml:lang="en">Sakharov M., Koledina K., Gubaydullin I., Karpenko A. Studying the efficiency of parallelization in optimal control of multistage chemical reactions. Mathematics. 2022;10(19):3589. https://doi.org/10.3390/math10193589</mixed-citation></citation-alternatives></ref><ref id="cit40"><label>40</label><citation-alternatives><mixed-citation xml:lang="ru">Chertow M.R. Industrial symbiosis: Literature and taxonomy. Annual Review of Energy and the Environment. 2000;25(1):313–337. https://doi.org/10.1146/annurev.energy.25.1.313</mixed-citation><mixed-citation xml:lang="en">Chertow M.R. Industrial symbiosis: Literature and taxonomy. Annual Review of Energy and the Environment. 2000;25(1):313–337. https://doi.org/10.1146/annurev.energy.25.1.313</mixed-citation></citation-alternatives></ref><ref id="cit41"><label>41</label><citation-alternatives><mixed-citation xml:lang="ru">Jacobsen N.B. Industrial symbiosis in Kalundborg, Denmark: A quantitative assessment of economic and environmental aspects. Journal of Industrial Ecology. 2006;10(1-2):239–255. https://doi.org/10.1162/108819806775545411</mixed-citation><mixed-citation xml:lang="en">Jacobsen N.B. Industrial symbiosis in Kalundborg, Denmark: A quantitative assessment of economic and environmental aspects. Journal of Industrial Ecology. 2006;10(1-2):239–255. https://doi.org/10.1162/108819806775545411</mixed-citation></citation-alternatives></ref><ref id="cit42"><label>42</label><citation-alternatives><mixed-citation xml:lang="ru">Gamage A., Dayaratne R. Learning from nature: towards a research-based biomimicry approach to ecologically sustainable design (ESD). Conference: Sustainability through biomimicry: Discovering a world of solutions inspired by nature: College of Design, Dammam University. 2012;17.</mixed-citation><mixed-citation xml:lang="en">Gamage A., Dayaratne R. Learning from nature: towards a research-based biomimicry approach to ecologically sustainable design (ESD). Conference: Sustainability through biomimicry: Discovering a world of solutions inspired by nature: College of Design, Dammam University. 2012;17.</mixed-citation></citation-alternatives></ref><ref id="cit43"><label>43</label><citation-alternatives><mixed-citation xml:lang="ru">Benachio G.L.F., Freitas M.C.D., Tavares S.F. Circular economy in the construction industry: A systematic literature review. Journal of Cleaner Production. 2020;260:121046. https://doi.org/10.1016/j.jclepro.2020.121046</mixed-citation><mixed-citation xml:lang="en">Benachio G.L.F., Freitas M.C.D., Tavares S.F. Circular economy in the construction industry: A systematic literature review. Journal of Cleaner Production. 2020;260:121046. https://doi.org/10.1016/j.jclepro.2020.121046</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>
