title: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° ÑÐ¿ÑÐ°Ð²Ð»ÐµÐ½Ð¸Ñ Ð³ÑÑÐ¿Ð¿Ð¾Ð¹ ÑÐ»ÐµÐºÑÑÐ¾Ð¿Ð¸ÑÐ°ÑÐµÐ»ÑÐ½ÑÑ Ð½Ð°ÑÐ¾ÑÐ¾Ð² Ð² ÑÑÐ´Ð¾Ð²ÑÑ ÑÐ¸ÑÑÐµÐ¼Ð°Ñ
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¼Ð°Ð³Ð¸ÑÑÑÐ°
titleType: Subtitle
title: Control algorithm development for the group of feed electric pumps in ship systems
Creators: name: ÐÑÐ·Ð¸Ð½Ð°, ÐÐ°ÑÐ¸Ñ
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2024
Subjects: ÑÐ¸ÑÑÐµÐ¼Ð° ÑÐ¿ÑÐ°Ð²Ð»ÐµÐ½Ð¸Ñ
ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÐµÑÐ¿ÐµÑÐµÐ½Ð¸Ñ
Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
ÑÐµÐºÑÑÑÐµÐ½ÑÐ½ÑÐµ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
control system
software development
machine learning
recurrent neural networks

description: Ð Ð°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° ÑÐ¾Ð·Ð´Ð°Ð½Ð¸Ñ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÐµÑÐ¿ÐµÑÐµÐ½Ð¸Ñ Ð´Ð»Ñ Ð³ÑÑÐ¿Ð¿Ñ ÑÐ»ÐµÐºÑÑÐ¾Ð¿Ð¸ÑÐ°ÑÐµÐ»ÑÐ½ÑÑ Ð½Ð°ÑÐ¾ÑÐ¾Ð², Ð²ÐºÐ»ÑÑÐ°ÑÑÐµÐµ Ð² ÑÐµÐ±Ñ ÑÑÐ½ÐºÑÐ¸Ð¾Ð½Ð°Ð»ÑÐ½Ð¾Ðµ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ðµ Ð¾Ð±ÐµÑÐ¿ÐµÑÐµÐ½Ð¸Ðµ Ð¸ Ð²Ð¸Ð´ÐµÐ¾ÐºÐ°Ð´ÑÐ¾Ð² Ð´Ð»Ñ Ð¾ÑÐ¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ñ Ð¸ Ð²Ð²Ð¾Ð´Ð° Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¸. Ð Ð°Ð±Ð¾ÑÐ°Â  Ð²ÐºÐ»ÑÑÐ°ÐµÑ Ð² ÑÐµÐ±Ñ ÑÐµÑÑÑÐµ ÑÐ°Ð·Ð´ÐµÐ»Ð°, ÑÐ¾Ð¾ÑÐ²ÐµÑÑÑÐ²ÑÑÑÐ¸Ñ ÐºÐ»ÑÑÐµÐ²ÑÐ¼ Ð·Ð°Ð´Ð°ÑÐ°Ð¼ Ð¿ÑÐ¾ÐµÐºÑÐ°. Ð Ð¿ÐµÑÐ²Ð¾Ð¹ ÑÐ°ÑÑÐ¸ ÑÐ°Ð±Ð¾ÑÑ Ð¿ÑÐ¾Ð²Ð¾Ð´Ð¸ÑÑÑ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ ÑÑÐ°ÑÐ¸ÑÑÐ¸ÐºÐ¸ Ð½ÐµÐ¿Ð¾Ð»Ð°Ð´Ð¾Ðº Ð² ÑÐ¸ÑÑÐµÐ¼Ðµ ÑÐ»ÐµÐºÑÑÐ¾Ð¿Ð¸ÑÐ°ÑÐµÐ»ÑÐ½ÑÑ Ð½Ð°ÑÐ¾ÑÐ¾Ð² Ð¸ Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð¸Ðµ Ð¼Ð¾Ð´ÐµÐ»Ð¸ ÑÐ¸ÑÑÐµÐ¼Ñ. ÐÐ¾ÑÑÑÐ¾ÐµÐ½Ð½Ð°Ñ Ð¼Ð¾Ð´ÐµÐ»Ñ Ð¾Ð±ÐµÑÐ¿ÐµÑÐ¸Ð²Ð°ÐµÑ Ð²Ð¾Ð·Ð¼Ð¾Ð¶Ð½Ð¾ÑÑÑ Ð²Ð²Ð¾Ð´Ð° Ð½Ð°Ð¸Ð±Ð¾Ð»ÐµÐµ ÑÐ°ÑÐ¿ÑÐ¾ÑÑÑÐ°Ð½ÐµÐ½Ð½ÑÑ Ð½ÐµÐ¿Ð¾Ð»Ð°Ð´Ð¾Ðº Ð¸ ÑÐ¾ÑÑÐ°Ð½ÐµÐ½Ð¸Ñ Ð¼Ð°ÑÑÐ¸Ð²Ð° Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½ÑÑ Ð´Ð°Ð½Ð½ÑÑ. ÐÑÐ¾ÐµÐºÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ Ð¸ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð½ÐµÐ¹ÑÐ¾ÑÐµÑÐ¸ Ð¿Ð¾ÑÐ²ÑÑÐµÐ½ Ð²ÑÐ¾ÑÐ¾Ð¹ ÑÐ°Ð·Ð´ÐµÐ» ÑÐ°Ð±Ð¾ÑÑ, Ð¸ÑÐ¾Ð³Ð°Ð¼Ð¸ ÐºÐ¾ÑÐ¾ÑÐ¾Ð³Ð¾ ÑÐ²Ð»ÑÐµÑÑÑ Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ðµ Ð´Ð»Ñ ÑÐ°Ð½Ð½ÐµÐ³Ð¾ Ð²ÑÑÐ²Ð»ÐµÐ½Ð¸Ñ Ð½ÐµÐ¸ÑÐ¿ÑÐ°Ð²Ð½Ð¾ÑÑÐµÐ¹ Ð² ÑÐ¸ÑÑÐµÐ¼Ðµ ÑÐ»ÐµÐºÑÑÐ¾Ð¿Ð¸ÑÐ°ÑÐµÐ»ÑÐ½ÑÑ Ð½Ð°ÑÐ¾ÑÐ¾Ð². Ð¢ÑÐµÑÐ¸Ð¹ ÑÐ°Ð·Ð´ÐµÐ» Ð²ÐºÐ»ÑÑÐ°ÐµÑ Ð² ÑÐµÐ±Ñ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÑ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÐµÑÐ¿ÐµÑÐµÐ½Ð¸Ñ ÐºÐ¾Ð½ÑÑÐ¾Ð»Ð»ÐµÑÐ¾Ð² Ð² Ð¿Ð°ÐºÐµÑÐµ EcoStruxure Control expert, Ð° ÑÐ°ÐºÐ¶Ðµ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ Ð²Ð¸Ð´ÐµÐ¾ÐºÐ°Ð´ÑÐ¾Ð² Ð´Ð»Ñ Ð¾ÑÐ¾Ð±ÑÐ°Ð¶ÐµÐ½Ð¸Ñ Ð¸ Ð²Ð²Ð¾Ð´Ð° Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¸ Ð² ÑÐ¸ÑÑÐµÐ¼Ðµ ÑÑÐ¿ÐµÑÐ²Ð¸Ð·Ð¾ÑÐ½Ð¾Ð³Ð¾ ÑÐ¿ÑÐ°Ð²Ð»ÐµÐ½Ð¸Ñ Ð¸ Ð²Ð²Ð¾Ð´Ð° Ð´Ð°Ð½Ð½ÑÑ AVEVA Plant SCADA. ÐÐ°Ð²ÐµÑÑÐ°ÐµÑ ÑÐ°Ð±Ð¾ÑÑ ÑÐ°Ð·Ð´ÐµÐ» ÑÐµÑÑÐ¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ Ð¸ Ð°Ð½Ð°Ð»Ð¸Ð·Ð° Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½ÑÑ ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐ¾Ð² Ñ ÑÐµÐ»ÑÑ Ð²ÑÑÐ²Ð»ÐµÐ½Ð¸Ñ Ð¾Ð³ÑÐ°Ð½Ð¸ÑÐµÐ½Ð¸Ð¹ Ð² Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ð¸ Ð½ÐµÐ¹ÑÐ¾ÑÐµÑÐµÐ²ÑÑ ÑÐµÑÐ½Ð¾Ð»Ð¾Ð³Ð¸Ð¹ Ð² ÑÑÐ´Ð¾Ð²ÑÑ ÑÐ¸ÑÑÐµÐ¼Ð°Ñ.
description: The thesis focuses on the creation of software for a group of feed electric pumps, including functional software and video frames for displaying and input of information. The thesis comprises four sections corresponding to the key tasks of the project. The first section of the work studies the statistics of malfunctions in the feed electric pump system and creates a simulation model of this system. The model provides for the possibility to introduce the most common failures and to store the array of the data obtained. The design and training of the neural network is the focus of the second section of the thesis, the outcome of which is an application for the early detection of malfunctions in the feed electric pump system. The third section involves the development of controller software in the EcoStruxure Control expert package, as well as programming of video frames for displaying and input of information in the AVEVA Plant SCADA supervisory control and data input system. The final section concludes the study by testing and analyzing the results obtained in order to identify constraints in the application of neural network technologies in ship systems.