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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Format: | Article |
Language: | English |
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FRUCT
2022-04-01
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Series: | Proceedings of the XXth Conference of Open Innovations Association FRUCT |
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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. |
first_indexed | 2024-12-12T16:10:53Z |
format | Article |
id | doaj.art-0e385f93b14d46c5ae269a5199dd5378 |
institution | Directory Open Access Journal |
issn | 2305-7254 2343-0737 |
language | English |
last_indexed | 2024-12-12T16:10:53Z |
publishDate | 2022-04-01 |
publisher | FRUCT |
record_format | Article |
series | Proceedings of the XXth Conference of Open Innovations Association FRUCT |
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 |