title: ÐÑÐ¾Ð³Ð½Ð¾Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ ÑÐ±Ð¾ÐµÐ² Ð² Ð¿ÑÐ¾Ð¼ÑÑÐ»ÐµÐ½Ð½ÑÑ ÑÐ¸ÑÑÐµÐ¼Ð°Ñ Ð½Ð° Ð¾ÑÐ½Ð¾Ð²Ðµ ÑÐµÑ Ð½Ð¾Ð»Ð¾Ð³Ð¸Ð¸ HTM
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Failure prediction in industrial systems based on HTM technology
Creators: name: ÐÐµÑÐ¸Ð¶Ð½Ð¸ÐºÐ¾Ð², ÐÐ¸ÑÐ°Ð¸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¿ÑÐ¾Ð³Ð½Ð¾Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ ÑÐ±Ð¾ÐµÐ²
Ð¿ÑÐ¾Ð¼ÑÑÐ»ÐµÐ½Ð½ÑÐµ ÑÐ¸ÑÑÐµÐ¼Ñ
Ð¸ÐµÑÐ°ÑÑ Ð¸ÑÐµÑÐºÐ°Ñ Ð²ÑÐµÐ¼ÐµÐ½Ð½Ð°Ñ Ð¿Ð°Ð¼ÑÑÑ
Ð¾Ð±Ð½Ð°ÑÑÐ¶ÐµÐ½Ð¸Ðµ Ð°Ð½Ð¾Ð¼Ð°Ð»Ð¸Ð¹
fault prediction
industrial systems
hierarchical temporary memory
anomaly detection

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description: Topic of the graduation thesis: Â«Failure prediction in industrial systems based on HTM technologyÂ». The aim of the work is to improve the accuracy of failure prediction in industrial systems using hierarchical temporary memory technology. The subject of the study is the methods of predicting failures. The research set the following tasks: 1. Analysis of methods for predicting failures in industrial systems. 2. Development of a method for predicting failures in industrial systems based on the technology of hierarchical temporary memory. 3. Evaluation of failure prediction accuracy when using the developed method based on the technology of hierarchical temporary memory. During the work, methods for predicting failures in industrial systems were analyzed. As a result of the work, a method for predicting failures in industrial systems was developed based on the technology of hierarchical temporary memory. The developed prototype of the failure prediction system provides continuous learning on unlabeled data sets in real time, takes into account the current network context, and also applies the accumulated experience by supporting the memory mechanism. The results obtained can be used to create systems for maintaining the sustainable functioning of the components of the industrial Internet of things.