From 9e844be0202079f31dff8473b171863b617a69d7 Mon Sep 17 00:00:00 2001 From: Anton Romanov Date: Wed, 15 May 2024 16:32:48 +0400 Subject: [PATCH] Add conclusion --- Jenkinsfile | 2 +- figures/control_system.png | Bin 0 -> 58480 bytes paper.pdf | Bin 408730 -> 465966 bytes paper.tex | 55 +++++++++++++++++-------------------- 4 files changed, 26 insertions(+), 31 deletions(-) create mode 100644 figures/control_system.png diff --git a/Jenkinsfile b/Jenkinsfile index 1db6a91..3d2f08e 100644 --- a/Jenkinsfile +++ b/Jenkinsfile @@ -17,7 +17,7 @@ pipeline { docker.image('aergus/latex').inside { sh 'latexmk -pdf paper.tex' sh 'git add -f paper.pdf' - sh 'git commit -a -m "add pdf" --author="Anton Romanov ' + sh 'git commit -m "add pdf" --author="Anton Romanov "' sh 'git push origin master' } } diff --git a/figures/control_system.png b/figures/control_system.png new file mode 100644 index 0000000000000000000000000000000000000000..6ecd83685677d5c440a478e7b82a9e8f43941a7a GIT binary patch literal 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управляющей системы для сокращения временных и трудозатрат оператора, участвующего в процессе управления. Управляющая система (УС) — это программный инструмент, реализующий предлагаемый подход управления на основе данных \cite{Kamaletdinova-2024}. Управление включает в себя конфигурирование и обмен данными, в данном случае, за счет использования метамодели интегрируемой ИС и иерархической базы правил с нечетким логическим выводом. Управляющая система выступает адаптером для обеспечения взаимодействия интегрируемой ИС с программным комплексом PLM. + +На рисунке \ref{fig:control_system} представлен процесс организации управления информационной системой с участием управляющей системой. + +\begin{figure} + \centering + \includegraphics[width=1.0\linewidth]{figures/control_system} + \caption{Процесс организации взаимодействия и поддержания системы в состоянии работоспособности с участием УС и ЛПР} + \label{fig:control_system} +\end{figure} + +При сравнении рисунков \ref{fig:interaction} и \ref{fig:control_system} отметим, что из процесса управления исключается роль аналитика и оператора, их функции выполняет УС. Также стоит отметить, что в процессе управления и в том, и в другом случае присутствуют несколько условий: +\begin{enumerate} + \item Существование возможной реакции интегрируемой ИС на входные данные; + + \item Влияние полученной реакции на состояние PLM системы (возможность добавления данных в комплекс без ошибок и рисков для всего производственного комплекса). +\end{enumerate} + +Таким образом, можно увидеть, что основная задача ЛПР состоит в корректировке данных общего комплекса PLM, не взаимодействуя при этом с интегрируемой информационной системой. Общий процент сценариев, где должен участвовать человек при работе с системой без УС составляет 85\%, а общее количество сценариев при работе с системой с УС составляет 18\%. Основной задачей является, в случае использования УС, реакция на ошибки при формировании результатов работы интегрируемой ИС. Получаем снижение роли ЛПР на 67\%. + +\section{Заключение} +В статье приведен подход управления на основе данных применительно к производственным процессам. Подход подразумевает использование метамодели данных информационной системы и иерархическую базу правил поведения информационной системы с нечетким логическим выводом. Приведены основные выводы, подтверждающие целесообразность использования данного подхода в задачах отображения данных информационных систем и управления информационной системой с целью снижения человеческого фактора при организации управления сторонними системами на производстве. Задачи являются актуальными на многих производствах Российской Федерации, в том числе на производственных предприятиях Ульяновской области. \begin{credits} \subsubsection{\ackname} This study was supported the Ministry of Science and Higher Education of Russia in framework of project No. 075-03-2023-143 "The study of intelligent predictive analytics based on the integration of methods for constructing features of heterogeneous dynamic data for machine learn-ing and methods of predictive multimodal data analysis". \end{credits} -% -% ---- Bibliography ---- -% -% BibTeX users should specify bibliography style 'splncs04'. -% References will then be sorted and formatted in the correct style. -% -% \bibliographystyle{splncs04} -% \bibliography{mybibliography} -% + \begin{thebibliography}{8} \bibitem{Terzi-2010} Terzi S., Bouras A., Dutta D., Garetti M., Kiritsis D. Product Lifecycle Management — from its History to its New Role. 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