title: ÐÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ðµ ÑÐ²ÐµÑÑÐ¾ÑÐ½ÑÑ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹ Ð² Ð°ÐºÑÑÑÐ¸ÑÐµÑÐºÐ¾Ð¼ Ð¼Ð¾Ð½Ð¸ÑÐ¾ÑÐ¸Ð½Ð³Ðµ Ð¿ÑÐ¾Ð¼ÑÑÐ»ÐµÐ½Ð½ÑÑ Ð¾Ð±ÑÐµÐºÑÐ¾Ð²
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: Convolutional neural networks application in acoustic monitoring of industrial objects
Creators: name: Ð¡ÑÐ°ÑÐ¾ÑÑÐµÐ½ÐºÐ¾, ÐÐ½Ð°ÑÑ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: ÐÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
ÐÐ°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
ÑÐ¸ÑÑÐµÐ¼Ð° Ð¼Ð¾Ð½Ð¸ÑÐ¾ÑÐ¸Ð½Ð³Ð°
ÑÐ¸Ð»ÑÑÑÐ°ÑÐ¸Ñ
monitoring system
filtering

description: Ð Ð´Ð°Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÐµ Ð¸Ð·Ð»Ð¾Ð¶ÐµÐ½ Ð¼Ð°ÑÐµÑÐ¸Ð°Ð» Ð¾ ÑÐ°Ð±Ð¾ÑÐµ ÑÐ¸ÑÑÐµÐ¼Ñ DAS Ð¸ Ð²ÑÐ¿Ð¾Ð»Ð½ÐµÐ½Ð¸Ðµ Ð¿ÑÐµÐ´Ð¿Ð¾Ð´Ð³Ð¾ÑÐ¾Ð²ÐºÐ¸ Ð´Ð°Ð½Ð½ÑÑ, Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½ÑÑ Ñ Ð½ÐµÐ³Ð¾, Ð´Ð»Ñ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð¾Ð¹ ÑÐµÑÐ¸ Ð´Ð»Ñ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ ÑÐ¾Ð±ÑÑÐ¸Ð¹ Ñ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸ÐµÐ¼ ÑÐ¸Ð»ÑÑÑÐ°ÑÐ¸Ð¸ Ð´Ð°Ð½Ð½ÑÑ. DAS (Distributed acoustic sensing) â ÑÑÐ¾ ÑÐ°ÑÐ¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ð½Ð°Ñ Ð°ÐºÑÑÑÐ¸ÑÐµÑÐºÐ°Ñ ÑÐ¸ÑÑÐµÐ¼Ð° Ð¼Ð¾Ð½Ð¸ÑÐ¾ÑÐ¸Ð½Ð³Ð°. ÐÐµÑÐ¾Ð´ Ð¾ÑÐ½Ð¾Ð²Ð°Ð½ Ð½Ð° ÑÐ»Ð°Ð²Ð»Ð¸Ð²Ð°Ð½Ð¸Ð¸ Ð²Ð¸Ð±ÑÐ°ÑÐ¸Ð¸ Ð²Ð¾Ð»Ð¾ÐºÐ½Ð° Ð¿ÑÐ¸ Ð°ÐºÑÑÑÐ¸ÑÐµÑÐºÐ¾Ð¼ Ð²Ð¾Ð·Ð´ÐµÐ¹ÑÑÐ²Ð¸Ð¸, Ð²ÑÐ·Ð²Ð°Ð½Ð½Ð¾Ð¼, Ð½Ð°Ð¿ÑÐ¸Ð¼ÐµÑ, Ð¿ÑÐ¾ÑÑÐ²Ð¾Ð¼ ÑÑÑÐ±Ð¾Ð¿ÑÐ¾Ð²Ð¾Ð´Ð°, Ð½ÐµÑÐ°Ð½ÐºÑÐ¸Ð¾Ð½Ð¸ÑÐ¾Ð²Ð°Ð½Ð½ÑÐ¼ Ð´ÐµÐ¹ÑÑÐ²Ð¸ÐµÐ¼ Ð¸ Ñ.Ð´. Ð ÐµÐ³Ð¾ Ð¾ÑÐ½Ð¾Ð²Ðµ Ð»ÐµÐ¶Ð¸Ñ ÑÐ°Ð·Ð¾ÑÑÐ²ÑÑÐ²Ð¸ÑÐµÐ»ÑÐ½ÑÐ¹ Ð¾Ð¿ÑÐ¸ÑÐµÑÐºÐ¸Ð¹ ÐºÐ¾Ð³ÐµÑÐµÐ½ÑÐ½ÑÐ¹ ÑÐµÑÐ»ÐµÐºÑÐ¾Ð¼ÐµÑÑ, ÑÐ°Ð±Ð¾ÑÐ°ÑÑÐ¸Ð¹ Ð¿Ð¾ Ð¿ÑÐ¸Ð½ÑÐ¸Ð¿Ñ Ð¾Ð¿ÑÐ¸ÑÐµÑÐºÐ¾Ð³Ð¾ ÑÐµÑÐ»ÐµÐºÑÐ¾Ð¼ÐµÑÑÐ°. ÐÐ°Ð»ÑÐ½ÐµÐ¹ÑÐµÐ¹ Ð¿ÐµÑÑÐ¿ÐµÐºÑÐ¸Ð²Ð¾Ð¹ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½Ð¾Ð¹ ÑÐµÑÐ¸ ÑÐ²Ð»ÑÐµÑÑÑ ÑÐ²ÐµÐ»Ð¸ÑÐµÐ½Ð¸Ðµ Ð¾Ð±Ð¾Ð±ÑÐ°ÑÑÐµÐ¹ ÑÐ¿Ð¾ÑÐ¾Ð±Ð½Ð¾ÑÑÐ¸ Ð¼Ð¾Ð´ÐµÐ»ÐµÐ¹, ÑÑÐ¾ Ð¿Ð¾Ð·Ð²Ð¾Ð»Ð¸Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÑ Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½ÑÐµ Ð´Ð°Ð½Ð½ÑÐµ Ñ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¼Ð¾Ð½Ð¸ÑÐ¾ÑÐ¸Ð½Ð³Ð° Ñ Ð¾Ð´Ð½Ð¾Ð³Ð¾ Ð¿Ð¾Ð»Ð¸Ð³Ð¾Ð½Ð°, Ð¾ÑÑÐ¸Ð»ÑÑÑÐ¾Ð²Ð°ÑÑ Ð¸Ñ Ð¸ Ð¿ÑÐ¾ÑÐµÑÑÐ¸ÑÐ¾Ð²Ð°ÑÑ Ð½Ð° Ð´ÑÑÐ³Ð¾Ð¼ Ð¿Ð¾Ð»Ð¸Ð³Ð¾Ð½Ðµ. Ð¢Ð°ÐºÐ¾Ð¹ Ð¿Ð¾Ð´ÑÐ¾Ð´ Ð¿Ð¾Ð·Ð²Ð¾Ð»Ð¸Ñ Ð·Ð½Ð°ÑÐ¸ÑÐµÐ»ÑÐ½Ð¾ ÑÐ¿ÑÐ¾ÑÑÐ¸ÑÑ Ð¸ ÑÐ´ÐµÑÐµÐ²Ð¸ÑÑ Ð¿ÑÐ¾ÑÐµÑÑ Ð¿ÑÑÐºÐ¾Ð½Ð°Ð»Ð°Ð´ÐºÐ¸ Ð¾Ð±Ð¾ÑÑÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð½Ð° Ð¾Ð±ÑÐµÐºÑÐ°Ñ ÐºÑÐ¸ÑÐ¸ÑÐµÑÐºÐ¾Ð¹ Ð¸Ð½ÑÑÐ°ÑÑÑÑÐºÑÑÑÑ Ð·Ð° ÑÑÐµÑ ÑÐ¾Ð·Ð´Ð°Ð½Ð¸Ñ Ð¼Ð¾Ð´ÐµÐ»ÐµÐ¹ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ Ð½ÐµÐ±Ð¾Ð»ÑÑÐ¾Ð³Ð¾ ÐºÐ¾Ð»Ð¸ÑÐµÑÑÐ²Ð° Ð´Ð°Ð½Ð½ÑÑ, Ð¿Ð¾Ð»ÑÑÐµÐ½Ð½ÑÑ Ñ Ð¾Ð¿ÑÐ¾Ð²Ð¾Ð»Ð¾ÐºÐ¾Ð½Ð½Ð¾Ð³Ð¾ ÐºÐ°Ð±ÐµÐ»Ñ.
description: his paper presents material on the operation of the DAS system and the pre-preparation of data obtained from it for the development of a neural network for classifying events using data filtering. DAS (Distributed acoustic sensing) is a distributed acoustic monitoring system. The method is based on the capture of fiber vibration during acoustic exposure caused, for example, by a pipeline break, unauthorized action, etc. It is based on a phase-sensitive optical coherent reflectometer operating on the principle of an optical reflectometer. A further perspective of the neural network is to increase the generalizing ability of models, which will allow using the data obtained from the monitoring system from one polygon, filtering them out and testing them at another polygon. This approach will significantly simplify and reduce the cost of commissioning equipment at critical infrastructure facilities by creating models based on a small amount of data obtained.