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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="ru"><front><journal-meta><journal-id journal-id-type="publisher-id">kaz29</journal-id><journal-title-group><journal-title xml:lang="ru">Вестник Казахстанско-Британского технического университета</journal-title><trans-title-group xml:lang="en"><trans-title>Herald of the Kazakh-British Technical University</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">1998-6688</issn><issn pub-type="epub">2959-8109</issn><publisher><publisher-name>Казахстанско-Британский Технический Университет</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.55452/1998-6688-2026-23-1-94-106</article-id><article-id custom-type="elpub" pub-id-type="custom">kaz29-2503</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>КОМПЬЮТЕРНЫЕ НАУКИ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>COMPUTER SCIENCE</subject></subj-group></article-categories><title-group><article-title>РАЗРАБОТКА ИНТЕЛЛЕКТУАЛЬНОЙ СИСТЕМЫ ОБРАБОТКИ И АНАЛИЗА РУКОПИСНОГО ВВОДА ДЛЯ ОЦЕНКИ ГРАФОМОТОРНЫХ НАВЫКОВ</article-title><trans-title-group xml:lang="en"><trans-title>DEVELOPMENT OF AN INTELLIGENT HANDWRITING PROCESSING AND ANALYSIS SYSTEM FOR EVALUATING GRAPHOMOTOR SKILLS</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-6211-5634</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Шапорева</surname><given-names>А. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Shaporeva</surname><given-names>A. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>PhD, доцент</p><p>г. Петропавловск</p></bio><bio xml:lang="en"><p>PhD, Associate Professor</p><p>Petropavlovsk</p></bio><email xlink:type="simple">annvolkova@mail.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/0000-0002-6299-3728</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Копнова</surname><given-names>О. Л.</given-names></name><name name-style="western" xml:lang="en"><surname>Kopnova</surname><given-names>O. L.</given-names></name></name-alternatives><bio xml:lang="ru"><p>PhD</p><p>г. Петропавловск</p></bio><bio xml:lang="en"><p>PhD</p><p>Petropavlovsk</p></bio><email xlink:type="simple">okopnova@ku.edu.kz</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-1206-3960</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Шевчук</surname><given-names>Е. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Shevchuk</surname><given-names>E. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>канд.техн.наук, доцент</p><p>г. Новосибирск</p></bio><bio xml:lang="en"><p>Cand. Tech. Sc., Associate Professor</p><p>Petropavlovsk</p></bio><email xlink:type="simple">evshevch@mail.ru</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-8704-2390</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Абдулла</surname><given-names>Л. Н.</given-names></name><name name-style="western" xml:lang="en"><surname>Abdullah</surname><given-names>L. N.</given-names></name></name-alternatives><bio xml:lang="ru"><p>PhD, ассоц. профессор</p><p>UPM, Серданг Селангор</p></bio><bio xml:lang="en"><p>PhD, Associate Professor</p><p>UPM Serdang Selangor</p></bio><email xlink:type="simple">liyana@upm.edu.my</email><xref ref-type="aff" rid="aff-3"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-8330-4282</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Икласова</surname><given-names>К. Е.</given-names></name><name name-style="western" xml:lang="en"><surname>Iklassova</surname><given-names>К. Е.</given-names></name></name-alternatives><bio xml:lang="ru"><p>PhD, доцент</p><p>г. Петропавловск</p></bio><bio xml:lang="en"><p>PhD, Associate Professor</p><p>Petropavlovsk</p></bio><email xlink:type="simple">kiklasova@mail.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/0000-0003-1128-6924</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Айтымова</surname><given-names>А. М.</given-names></name><name name-style="western" xml:lang="en"><surname>Aitymova</surname><given-names>A. M.</given-names></name></name-alternatives><bio xml:lang="ru"><p>PhD</p><p>г. Петропавловск</p></bio><bio xml:lang="en"><p>PhD</p><p>Petropavlovsk</p></bio><email xlink:type="simple">amakasheva@ku.edu.kz</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru">Северо-Казахстанский университет им. Манаша Козыбаева<country>Казахстан</country></aff><aff xml:lang="en">Manash Kozybayev North-Kazakhstan University<country>Kazakhstan</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru">Сибирский государственный университет геосистем и технологий<country>Казахстан</country></aff><aff xml:lang="en">Siberian State University of Geosystems and Technologies<country>Kazakhstan</country></aff></aff-alternatives><aff-alternatives id="aff-3"><aff xml:lang="ru">Университет Путра<country>Малайзия</country></aff><aff xml:lang="en">Putra University<country>Malaysia</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>29</day><month>03</month><year>2026</year></pub-date><volume>23</volume><issue>1</issue><fpage>94</fpage><lpage>106</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Шапорева А.В., Копнова О.Л., Шевчук Е.В., Абдулла Л.Н., Икласова К.Е., Айтымова А.М., 2026</copyright-statement><copyright-year>2026</copyright-year><copyright-holder xml:lang="ru">Шапорева А.В., Копнова О.Л., Шевчук Е.В., Абдулла Л.Н., Икласова К.Е., Айтымова А.М.</copyright-holder><copyright-holder xml:lang="en">Shaporeva A.V., Kopnova O.L., Shevchuk E.V., Abdullah L.N., Iklassova К.Е., Aitymova A.M.</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://vestnik.kbtu.edu.kz/jour/article/view/2503">https://vestnik.kbtu.edu.kz/jour/article/view/2503</self-uri><abstract><p>Современные тенденции цифровизации образования способствуют активному внедрению цифровых технологий в процесс обучения письму, особенно на дошкольном этапе. В статье представлена интеллектуальная система анализа формирования графомоторных навыков у детей дошкольного возраста на основе математического моделирования ошибок при написании букв с использованием сенсорных устройств. Цель исследования – разработка и апробация математической модели оценки графомоторных ошибок, позволяющей выявлять и анализировать типовые отклонения от эталона при выполнении заданий в цифровом приложении «Ловкие пальчики». В основе модели лежит сравнение пользовательской траектории с эталонной, представленной в виде кусочно-линейных функций. Для повышения точности анализа применяется сглаживание с использованием сплайна Кэтмулл-Рома. Предложена система метрик: отклонение формы, угловое отклонение, смещение начальной/конечной точек и метрика подобия (расстояние Фреше). Эти параметры формируют интегральную оценку качества выполнения задания. Приложение автоматически генерирует отчеты и графики прогресса для педагогов и родителей, а также предоставляет рекомендации по корректирующим мерам. Разработанный интерфейс визуализирует ошибки, формирует рекомендации и фиксирует прогресс. Такой подход значительно расширяет возможности диагностики и коррекции навыков письма, дополняя традиционные методы наблюдения педагогов. Таким образом, интеллектуальное электронное приложение «Ловкие пальчики» представляет собой эффективный инструмент цифровой педагогической диагностики, способствующий раннему выявлению нарушений письма и повышению готовности дошкольников к школьному обучению.</p></abstract><trans-abstract xml:lang="en"><p>Modern trends in the digitalization of education contribute to the active introduction of technology into the process of teaching writing, especially at the preschool stage. The article presents an intelligent system for analyzing the formation of graphomotor skills in preschool children based on mathematical modeling of errors when writing letters using touch devices. The purpose of the research is to develop and test a mathematical model for estimating graphomotor errors, which makes it possible to identify and analyze typical deviations from the standard when performing tasks in the Dexterous Fingers digital application. The model is based on comparing the user’s trajectory with the reference one, represented as piecewise linear functions. Smoothing using the Catmull-Rum spline is used to improve the accuracy of the analysis. A system of metrics is proposed: shape deviation, angular deviation, offset of the start/end points, and similarity metric (Frechet distance). These parameters form an integral assessment of the quality of the task. The app automatically generates progress reports and graphs for educators and parents, as well as provides recommendations for corrective actions. The developed interface visualizes errors, forms recommendations and records progress. This approach significantly expands the possibilities of diagnosing and correcting writing skills, complementing traditional methods of teacher supervision. Thus, the smart electronic application “Dexterous Fingers” is an effective tool for digital pedagogical diagnostics, contributing to the early detection of writing disorders and improving preschool children’s readiness for school education.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>цифровое обучение письму</kwd><kwd>графомоторные навыки</kwd><kwd>математическое моделирование</kwd><kwd>сплайн Кэтмулл-Рома</kwd><kwd>диагностика письма</kwd><kwd>адаптивное обучение</kwd></kwd-group><kwd-group xml:lang="en"><kwd>digital writing training</kwd><kwd>graphomotor skills</kwd><kwd>mathematical modeling</kwd><kwd>Catmull-Roma spline</kwd><kwd>writing diagnostics</kwd><kwd>adaptive learning</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">Rane, D., Verma, P., Lahiri, U. How Good is Your Drawing? Quantifying Graphomotor Skill Using a Portable Platform. 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