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<article 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" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" article-type="review-article" dtd-version="1.2" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">Lesnoy Vestnik / Forestry Bulletin</journal-id><journal-title-group><journal-title xml:lang="en">Lesnoy Vestnik / Forestry Bulletin</journal-title><trans-title-group xml:lang="ru"><trans-title>Лесной вестник / Forestry Bulletin</trans-title></trans-title-group></journal-title-group><issn publication-format="print">2542-1468</issn><publisher><publisher-name xml:lang="en">Eco-Vector</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">706571</article-id><article-id pub-id-type="doi">10.18698/2542-1468-2025-1-84-95</article-id><article-categories><subj-group subj-group-type="toc-heading" xml:lang="en"><subject>Forest engineering</subject></subj-group><subj-group subj-group-type="toc-heading" xml:lang="ru"><subject>Лесоинженерное дело</subject></subj-group><subj-group subj-group-type="article-type"><subject>Review Article</subject></subj-group></article-categories><title-group><article-title xml:lang="en">Developments of ground forest robotics. Review</article-title><trans-title-group xml:lang="ru"><trans-title>Разработки в области наземной лесной робототехники. Обзор</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Dygalo</surname><given-names>Vladislav G.</given-names></name><name xml:lang="ru"><surname>Дыгало</surname><given-names>Владислав Геннадиевич</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="en"><p>Dr. Sci. (Tech.), Professor</p></bio><bio xml:lang="ru"><p>д-р техн. наук, профессор</p></bio><email>dygalovg@bmstu.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Kotiev</surname><given-names>Georgiy O.</given-names></name><name xml:lang="ru"><surname>Котиев</surname><given-names>Георгий Олегович</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="en"><p>Dr. Sci. (Tech.), Professor, Head of the Department of Transport and Technological Means and Equipment of the Forestry Complex</p></bio><bio xml:lang="ru"><p>д-р техн. наук, профессор, зав. кафедрой «Транспортно-технологические средства и оборудование лесного комплекса»</p></bio><email>dygalovg@bmstu.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Dygalo</surname><given-names>Lyudmila V.</given-names></name><name xml:lang="ru"><surname>Дыгало</surname><given-names>Людмила Викторовна</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="en"><p>Engineer</p></bio><bio xml:lang="ru"><p>инженер</p></bio><email>dygalovg@bmstu.ru</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Bychkov</surname><given-names>Georgiy A.</given-names></name><name xml:lang="ru"><surname>Бычков</surname><given-names>Георгий Александрович</given-names></name></name-alternatives><address><country country="RU">Russian Federation</country></address><bio xml:lang="en"><p>Senior Lecturer</p></bio><bio xml:lang="ru"><p>ст. преподаватель</p></bio><email>dygalovg@bmstu.ru</email><xref ref-type="aff" rid="aff1"/></contrib></contrib-group><aff-alternatives id="aff1"><aff><institution xml:lang="en">BMSTU (Mytishchi Branch)</institution></aff><aff><institution xml:lang="ru">ФГБОУ ВО «Московский государственный технический университет имени Н.Э. Баумана (национальный исследовательский университет)» (Мытищинский филиал)</institution></aff></aff-alternatives><pub-date date-type="pub" iso-8601-date="2025-02-15" publication-format="electronic"><day>15</day><month>02</month><year>2025</year></pub-date><volume>29</volume><issue>1</issue><issue-title xml:lang="en"/><issue-title xml:lang="ru"/><fpage>84</fpage><lpage>95</lpage><history><date date-type="received" iso-8601-date="2026-04-22"><day>22</day><month>04</month><year>2026</year></date><date date-type="accepted" iso-8601-date="2026-04-22"><day>22</day><month>04</month><year>2026</year></date></history><permissions><copyright-statement xml:lang="en">Copyright ©; 2025, Dygalo V.G., Kotiev G.O., Dygalo L.V., Bychkov G.A.</copyright-statement><copyright-statement xml:lang="ru">Copyright ©; 2025, Дыгало В.Г., Котиев Г.О., Дыгало Л.В., Бычков Г.А.</copyright-statement><copyright-year>2025</copyright-year><copyright-holder xml:lang="en">Dygalo V.G., Kotiev G.O., Dygalo L.V., Bychkov G.A.</copyright-holder><copyright-holder xml:lang="ru">Дыгало В.Г., Котиев Г.О., Дыгало Л.В., Бычков Г.А.</copyright-holder><ali:free_to_read xmlns:ali="http://www.niso.org/schemas/ali/1.0/"/><license><ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/">https://creativecommons.org/licenses/by/4.0</ali:license_ref></license></permissions><self-uri xlink:href="https://journals.eco-vector.com/2542-1468/article/view/706571">https://journals.eco-vector.com/2542-1468/article/view/706571</self-uri><abstract xml:lang="en"><p>A topical issue nowadays is the lack of control, monitoring and conservation of forest regions. To solve the issues and improve the implementation of various tasks in the field of forestry in the world, the concept of "Forest 4.0" is being developed. This concept includes the widespread use of robotic systems in the forestry industry. This article is devoted to an overview of developments in the field of ground-based forestry robotic systems. Attention is paid to robotic solutions with wheeled and tracked types of propulsion. Walking, wire-walking and unmanned aerial vehicles (UAV) are outside the scope of this article. Examples of solutions for environmental protection and monitoring, forest fire fighting, inventory operations and planting, pruning and logging are considered. As a result, it can be noted that in order to improve the accuracy and execution time of several forest robotic applications for environmental conservation, monitoring, forest fire fighting, inventory, planting, pruning and harvesting, two main areas need improvement: IoT-based smart forest and navigation systems.</p></abstract><trans-abstract xml:lang="ru"><p>Исследованы разработки роботизированных систем для работы в сложных условиях лесной среды. Уделено внимание специфическим характеристикам леса, таким как переменные температуры, влажности и сложный рельеф, создающие трудности для эффективного функционирования роботов. Рассмотрены проблемы: отсутствие сетевой инфраструктуры для связи, сложные условия почвы и уязвимость систем перед стихийными бедствиями. Выявлена необходимость специализированных решений, адаптированных к условиям леса, в том числе использование надежных систем передвижения по неровной поверхности, мощных источников энергии для длительной работы и современных технологий связи, позволяющих поддерживать связь в условиях ограниченной видимости. Проанализированы различные направления применения робототехнических систем в лесном хозяйстве от мониторинга состояния окружающей среды и тушения лесных пожаров до проведения инвентаризационных операций и выполнения задач по посадке и заготовке леса. Приведены примеры существующих решений, таких как роботы-амфибии и специализированные машины для тушения пожаров, подчеркивающие потенциал технологий в исключении человеческого фактора и повышении безопасности в лесном хозяйстве. Несмотря на существующие сложности, потенциальные выгоды от применения роботизированных систем в лесах значительны. Они могут не только улучшить управление лесными ресурсами, но и способствовать охране окружающей среды, снижая негативное воздействие на экосистемы.</p></trans-abstract><kwd-group xml:lang="en"><kwd>wheeled</kwd><kwd>tracked</kwd><kwd>robot</kwd><kwd>forest robotic systems</kwd><kwd>Forest 4.0</kwd></kwd-group><kwd-group xml:lang="ru"><kwd>колесный</kwd><kwd>гусеничный</kwd><kwd>робот</kwd><kwd>лесные робототехнические системы</kwd><kwd>концепция Лес 4.0</kwd></kwd-group><funding-group/></article-meta></front><body></body><back><ref-list><ref id="B1"><label>1.</label><citation-alternatives><mixed-citation xml:lang="en">O robô ambiental híbrido «Chico Mendes» da Petrobrás. Diário do Pré-Sal. Available at: https://diariodopresal.wordpress.com/2011/05/04/o-robo-ambiental-hibrido-chico-mendes-da-petrobras/ (accessed 15.05.2023).</mixed-citation><mixed-citation xml:lang="ru">O robô ambiental híbrido «Chico Mendes» da Petrobrás // Diário do Pré-Sal. 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