title: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¼ÐµÑÐ¾Ð´Ð° Ð¾ÑÑÐ»ÐµÐ¶Ð¸Ð²Ð°Ð½Ð¸Ñ Ð¼ÑÐ·ÐµÐ¹Ð½ÑÑ ÑÐµÐ½Ð½Ð¾ÑÑÐµÐ¹ Ð² ÐÐ¾ÑÑÐ´Ð°ÑÑÑÐ²ÐµÐ½Ð½Ð¾Ð¼ Ð­ÑÐ¼Ð¸ÑÐ°Ð¶Ðµ Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹
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: Development of a method for tracking museum valuables in the State Hermitage using neural networks
Creators: name: Ð Ð¾Ð¼ÐµÐ½ÑÐºÐ°Ñ, ÐÐ°ÑÐ³Ð°ÑÐ¸ÑÐ°
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: 2023
Subjects: ÐÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
Ð Ð°Ð´Ð¸Ð¾ÑÐµÑ Ð½Ð¸ÐºÐ°
ÑÐ°Ð´Ð¸Ð¾ÑÐ°ÑÑÐ¾ÑÐ½Ð°Ñ Ð¸Ð´ÐµÐ½ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ñ
ÑÐ°Ð´Ð¸Ð¾ÐºÐ°Ð½Ð°Ð»ÑÐ½ÑÐµ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¾Ñ ÑÐ°Ð½Ñ
Ð¾ÑÑÐ»ÐµÐ¶Ð¸Ð²Ð°Ð½Ð¸Ðµ
Ð¼ÐµÑÑÐ¾Ð¿Ð¾Ð»Ð¾Ð¶ÐµÐ½Ð¸Ðµ
radio-frequency identification
radio-channel security systems
tracking
location

description: ÐÐ±ÑÐµÐºÑ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ â ÑÐ¸ÑÑÐµÐ¼Ð° Ð¾ÑÑÐ°Ð½Ñ Ð¼ÑÐ·ÐµÐ¹Ð½ÑÑ ÑÐµÐ½Ð½Ð¾ÑÑÐµÐ¹ Fortecho Solution Ð² ÐÐ¾ÑÑÐ´Ð°ÑÑÑÐ²ÐµÐ½Ð½Ð¾Ð¼ Ð­ÑÐ¼Ð¸ÑÐ°Ð¶Ðµ. Ð¦ÐµÐ»Ñ ÑÐ°Ð±Ð¾ÑÑ â ÑÐ¾Ð·Ð´Ð°Ð½Ð¸Ðµ Ð¼ÐµÑÐ¾Ð´Ð° Ð¾ÑÑÐ»ÐµÐ¶Ð¸Ð²Ð°Ð½Ð¸Ñ Ð¼ÐµÑÑÐ¾Ð¿Ð¾Ð»Ð¾Ð¶ÐµÐ½Ð¸Ñ Ð¼ÑÐ·ÐµÐ¹Ð½ÑÑ ÑÐµÐ½Ð½Ð¾ÑÑÐµÐ¹ Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ Ð¸ÑÐºÑÑÑÑÐ²ÐµÐ½Ð½ÑÑ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½ Ð¼ÐµÑÐ¾Ð´ Ð¾ÑÑÐ»ÐµÐ¶Ð¸Ð²Ð°Ð½Ð¸Ñ Ð¼ÐµÑÑÐ¾Ð¿Ð¾Ð»Ð¾Ð¶ÐµÐ½Ð¸Ñ Ð¼ÑÐ·ÐµÐ¹Ð½ÑÑ ÑÐµÐ½Ð½Ð¾ÑÑÐµÐ¹ Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ ÑÐºÑÐ¿ÐµÑÐ¸Ð¼ÐµÐ½ÑÐ°Ð»ÑÐ½ÑÑ Ð´Ð°Ð½Ð½ÑÑ, ÑÐ¾Ð±ÑÐ°Ð½Ð½ÑÑ Ð² Ð²ÑÑÑÐ°Ð²Ð¾ÑÐ½ÑÑ Ð·Ð°Ð»Ð°Ñ ÐÐ¾ÑÑÐ´Ð°ÑÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ Ð­ÑÐ¼Ð¸ÑÐ°Ð¶Ð° Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ RFID-Ð¼ÐµÑÐ¾Ðº. ÐÐ¾Ð»ÑÑÐµÐ½Ð½ÑÐµ Ð² ÑÐ¾Ð´Ðµ ÑÐºÑÐ¿ÐµÑÐ¸Ð¼ÐµÐ½ÑÐ° Ð´Ð°Ð½Ð½ÑÐµ Ð¾Ñ Fortecho Solution: Ð¿Ð°ÑÐ½Ð¾Ðµ Ð·Ð½Ð°ÑÐµÐ½Ð¸Ðµ Ð¼Ð¾ÑÐ½Ð¾ÑÑÐ¸ Ð¿ÐµÑÐµÐ´Ð°Ð²Ð°ÐµÐ¼Ð¾Ð³Ð¾ ÑÐ¸Ð³Ð½Ð°Ð»Ð° (RSSI), ÑÐ°ÑÑÑÐ¾ÑÐ½Ð¸Ðµ Ð² Ð²ÑÐ±ÑÐ°Ð½Ð½Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ðµ ÐºÐ¾Ð¾ÑÐ´Ð¸Ð½Ð°Ñ Ð¸ Ð´ÑÑÐ³Ð¸Ðµ, Ð¼Ð°ÑÐµÐ¼Ð°ÑÐ¸ÑÐµÑÐºÐ¸ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐ°Ð½Ñ Ð¸ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ñ Ð´Ð»Ñ ÑÐ¾Ð·Ð´Ð°Ð½Ð¸Ñ Ð±Ð°Ð·Ñ Ð´Ð°Ð½Ð½ÑÑ, ÐºÐ¾ÑÐ¾ÑÐ°Ñ Ð½ÐµÐ¾Ð±ÑÐ¾Ð´Ð¸Ð¼Ð° Ð´Ð»Ñ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð¾Ð¹ ÑÐµÑÐ¸, ÐºÐ¾ÑÐ¾ÑÐ°Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÑÑÑ Ð´Ð»Ñ ÑÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ð¸ Ð²Ð¸Ð·ÑÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ð¸ Ð¼ÐµÑÐ¾Ð´Ð° Ð¾ÑÑÐ»ÐµÐ¶Ð¸Ð²Ð°Ð½Ð¸Ñ. ÐÑÐ¾Ð²ÐµÐ´ÑÐ½ Ð°Ð½Ð°Ð»Ð¸Ð· ÑÑÑÐµÐºÑÐ¸Ð²Ð½Ð¾ÑÑÐ¸ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼, Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÑÑÐ¸Ñ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸ Ð¸ Ð¼Ð°ÑÐµÐ¼Ð°ÑÐ¸ÑÐµÑÐºÐ¸Ðµ Ð¼ÐµÑÐ¾Ð´Ñ, Ð´Ð»Ñ ÑÐµÑÐµÐ½Ð¸Ñ Ð·Ð°Ð´Ð°ÑÐ¸ Ð¾ÑÑÐ»ÐµÐ¶Ð¸Ð²Ð°Ð½Ð¸Ñ Ð¿ÐµÑÐµÐ¼ÐµÑÐµÐ½Ð¸Ñ Ð¼ÑÐ·ÐµÐ¹Ð½ÑÑ Ð¾Ð±ÑÐµÐºÑÐ¾Ð². Ð¡Ð¾Ð·Ð´Ð°Ð½Ð¾ Ð²ÐµÐ±-Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ðµ, Ð¾Ð±ÐµÑÐ¿ÐµÑÐ¸Ð²Ð°ÑÑÐµÐµ Ð²Ð¸Ð·ÑÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ñ Ð¿ÐµÑÐµÐ¼ÐµÑÐµÐ½Ð¸Ñ Ð¾Ð±ÑÐµÐºÑÐ¾Ð² Ð¿Ð¾ Ð·Ð°Ð»Ð°Ð¼ Ð¼ÑÐ·ÐµÑ ÐÐ¾ÑÑÐ´Ð°ÑÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ Ð­ÑÐ¼Ð¸ÑÐ°Ð¶Ð°, ÐºÐ¾ÑÐ¾ÑÐ¾Ðµ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·ÑÐµÑ Ð´Ð°Ð½Ð½ÑÐµ ÑÑÐ¸ÑÑÐ²Ð°ÑÐµÐ»ÐµÐ¹ Ð¸ Ð¿Ð°ÑÐ½ÑÑ Ð·Ð½Ð°ÑÐµÐ½Ð¸Ð¹ RSSI Ð¾Ñ RFID-Ð¼ÐµÑÐ¾Ðº. Ð Ð¿ÑÐ¸Ð»Ð¾Ð¶ÐµÐ½Ð¸Ð¸ Ð¾ÑÐ¾Ð±ÑÐ°Ð¶Ð°ÐµÑÑÑ ÐµÑ Ð¿Ð¾Ð»Ð¾Ð¶ÐµÐ½Ð¸Ðµ: ÑÑÐ°ÑÐ¸ÑÐ½Ð¾Ðµ Ð¸Ð»Ð¸ Ð´Ð¸Ð½Ð°Ð¼Ð¸ÑÐµÑÐºÐ¾Ðµ (Ð¿ÑÐ¸ Ð´Ð²Ð¸Ð¶ÐµÐ½Ð¸Ð¸), ÐºÐ¾ÑÐ¾ÑÑÐµ Ð¾ÑÐ¾Ð±ÑÐ°Ð¶Ð°ÑÑÑÑ Ð½Ð° Ð¼ÑÐ·ÐµÐ¹Ð½ÑÑ Ð¿Ð»Ð°Ð½Ð°Ñ. Ð£ÑÑÐµÐ½Ñ ÑÐµÑÐ¼Ð¸Ð½Ð¾Ð»Ð¾Ð³Ð¸ÑÐµÑÐºÐ¸Ðµ Ð¾ÑÐ¾Ð±ÐµÐ½Ð½Ð¾ÑÑÐ¸ Ð¿ÑÐµÐ´Ð¼ÐµÑÐ½Ð¾Ð¹ Ð¾Ð±Ð»Ð°ÑÑÐ¸ Ð¸ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ñ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½ÑÐµ ÑÑÐµÐ´ÑÑÐ²Ð° Ð´Ð»Ñ ÑÐµÑÐµÐ½Ð¸Ñ Ð·Ð°Ð´Ð°Ñ. ÐÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ñ ÑÐ¿ÐµÑÐ¸Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ð½ÑÐµ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾-Ð¼Ð°ÑÐµÐ¼Ð°ÑÐ¸ÑÐµÑÐºÐ¸Ðµ Ð¾Ð±ÐµÑÐ¿ÐµÑÐµÐ½Ð¸Ñ: vsCode, Google Colab, AutoCAD.
description: The subject of the graduate qualification work is the Fortecho Solution painting protection system in the State Hermitage. The given work is devoted to creating an algorithm for tracking the location of museum valuables using artificial neural networks. A method has been developed for tracking the location of museum valuables using experimental data collected in the exhibition halls of the State Hermitage using RFID tags. The data obtained during the experiment from Fortecho Solution: the paired value of the transmitted signal strength (RSSI), the distance in the selected coordinate system, and others, were mathematically processed and used to create a database that is necessary for training the neural network that is used to implement the visualization of the tracking method. An analysis of the effectiveness of programs using neural networks and mathematical methods was carried out to solve the problem of tracking the movement of museum objects. A web application has been created that provides visualization of the movement of objects through the halls of the State Hermitage Museum, which uses data from readers and paired RSSI values from RFID tags. The application displays its position: static or dynamic (when moving), which are displayed on museum plans. The terminological features of the subject area are considered and software tools are used to solve problems. Specialized software and mathematical software were used: vsCode, Google Colab, AutoCAD.