Applications for Monitoring and Visualizing Events from the Cloud or Fog Environment

This article discusses applications for monitoring and visualizing events from a cloud or fog environment. Applications where images are processed by machine learning algorithms for intelligent video surveillance systems are considered. A review of analogues of programs that implement the concept of...

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Main Authors: Nataly Zhukova, Alexey Subbotin
Format: Article
Language:English
Published: FRUCT 2022-04-01
Series:Proceedings of the XXth Conference of Open Innovations Association FRUCT
Subjects:
Online Access:https://www.fruct.org/publications/fruct31/files/Zhu.pdf
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author Nataly Zhukova
Alexey Subbotin
author_facet Nataly Zhukova
Alexey Subbotin
author_sort Nataly Zhukova
collection DOAJ
description This article discusses applications for monitoring and visualizing events from a cloud or fog environment. Applications where images are processed by machine learning algorithms for intelligent video surveillance systems are considered. A review of analogues of programs that implement the concept of the Internet of Things has been made. Examples of the real use of ready-made systems in various fields are considered. The problems of using systems with different architectures are discussed. A proposed solution is in the modification of the generalized architecture of the applications for monitoring and visualizing events. It allows improve events monitoring based on the ability to run applications on devices with different technical characteristics and under different operating systems. The solution is shown in the example of ensuring the safety of escalator equipment. Three applications have been developed for a smartphone, a desktop and a website for the visualization of events from a cloud or fog environment. The developed applications were tested on a large amount of data (video information). Specific examples are given.
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spelling doaj.art-0e385f93b14d46c5ae269a5199dd53782022-12-22T00:19:12ZengFRUCTProceedings of the XXth Conference of Open Innovations Association FRUCT2305-72542343-07372022-04-0131137137910.23919/FRUCT54823.2022.9770915Applications for Monitoring and Visualizing Events from the Cloud or Fog EnvironmentNataly Zhukova0Alexey Subbotin1Saint-Petersburg Federal Research Centre of the Russian Academy of Sciences, RussiaSaint Petersburg Electrotechnical University LETI, RussiaThis article discusses applications for monitoring and visualizing events from a cloud or fog environment. Applications where images are processed by machine learning algorithms for intelligent video surveillance systems are considered. A review of analogues of programs that implement the concept of the Internet of Things has been made. Examples of the real use of ready-made systems in various fields are considered. The problems of using systems with different architectures are discussed. A proposed solution is in the modification of the generalized architecture of the applications for monitoring and visualizing events. It allows improve events monitoring based on the ability to run applications on devices with different technical characteristics and under different operating systems. The solution is shown in the example of ensuring the safety of escalator equipment. Three applications have been developed for a smartphone, a desktop and a website for the visualization of events from a cloud or fog environment. The developed applications were tested on a large amount of data (video information). Specific examples are given.https://www.fruct.org/publications/fruct31/files/Zhu.pdfvisualization applicationsmachine learningescalator equipmentcloud or fog environmentevent monitoring
spellingShingle Nataly Zhukova
Alexey Subbotin
Applications for Monitoring and Visualizing Events from the Cloud or Fog Environment
Proceedings of the XXth Conference of Open Innovations Association FRUCT
visualization applications
machine learning
escalator equipment
cloud or fog environment
event monitoring
title Applications for Monitoring and Visualizing Events from the Cloud or Fog Environment
title_full Applications for Monitoring and Visualizing Events from the Cloud or Fog Environment
title_fullStr Applications for Monitoring and Visualizing Events from the Cloud or Fog Environment
title_full_unstemmed Applications for Monitoring and Visualizing Events from the Cloud or Fog Environment
title_short Applications for Monitoring and Visualizing Events from the Cloud or Fog Environment
title_sort applications for monitoring and visualizing events from the cloud or fog environment
topic visualization applications
machine learning
escalator equipment
cloud or fog environment
event monitoring
url https://www.fruct.org/publications/fruct31/files/Zhu.pdf
work_keys_str_mv AT natalyzhukova applicationsformonitoringandvisualizingeventsfromthecloudorfogenvironment
AT alexeysubbotin applicationsformonitoringandvisualizingeventsfromthecloudorfogenvironment