Neural network technology for processing of signals from technical objects control means
The paper presents a technology based on an ensemble of neural networks that solves the problem of predicting a multidimensional time series of telemetry data. A distinctive feature of this is the possibility of additional training in the case of analyzing parameters in a non-stationary environment,...
| Main Authors: | , |
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| Format: | Article |
| Language: | Russian |
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Educational institution «Belarusian State University of Informatics and Radioelectronics»
2019-06-01
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| Series: | Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki |
| Subjects: | |
| Online Access: | https://doklady.bsuir.by/jour/article/view/1016 |
| _version_ | 1797881023994789888 |
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| author | A. A. Doudkin Y. Y. Marushko |
| author_facet | A. A. Doudkin Y. Y. Marushko |
| author_sort | A. A. Doudkin |
| collection | DOAJ |
| description | The paper presents a technology based on an ensemble of neural networks that solves the problem of predicting a multidimensional time series of telemetry data. A distinctive feature of this is the possibility of additional training in the case of analyzing parameters in a non-stationary environment, providing operational processing of the entire set of telemetry parameters of the technical object, increasing the accuracy of identification and prediction of the state of the object by telemetric information with incomplete and noisy input data. This reduces the costs of monitoring the status and behavior of the control object. |
| first_indexed | 2024-04-10T03:13:30Z |
| format | Article |
| id | doaj.art-8b68b053ac144b98a4f78f47dcdbf168 |
| institution | Directory Open Access Journal |
| issn | 1729-7648 |
| language | Russian |
| last_indexed | 2024-04-10T03:13:30Z |
| publishDate | 2019-06-01 |
| publisher | Educational institution «Belarusian State University of Informatics and Radioelectronics» |
| record_format | Article |
| series | Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki |
| spelling | doaj.art-8b68b053ac144b98a4f78f47dcdbf1682023-03-13T07:33:18ZrusEducational institution «Belarusian State University of Informatics and Radioelectronics»Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki1729-76482019-06-010585911015Neural network technology for processing of signals from technical objects control meansA. A. Doudkin0Y. Y. Marushko1Объединенный институт проблем информатики НАН Беларуси, Республика БеларусьОбъединенный институт проблем информатики НАН Беларуси, Республика БеларусьThe paper presents a technology based on an ensemble of neural networks that solves the problem of predicting a multidimensional time series of telemetry data. A distinctive feature of this is the possibility of additional training in the case of analyzing parameters in a non-stationary environment, providing operational processing of the entire set of telemetry parameters of the technical object, increasing the accuracy of identification and prediction of the state of the object by telemetric information with incomplete and noisy input data. This reduces the costs of monitoring the status and behavior of the control object.https://doklady.bsuir.by/jour/article/view/1016neural networksensemble of neural networkstelemetry datastate prediction |
| spellingShingle | A. A. Doudkin Y. Y. Marushko Neural network technology for processing of signals from technical objects control means Doklady Belorusskogo gosudarstvennogo universiteta informatiki i radioèlektroniki neural networks ensemble of neural networks telemetry data state prediction |
| title | Neural network technology for processing of signals from technical objects control means |
| title_full | Neural network technology for processing of signals from technical objects control means |
| title_fullStr | Neural network technology for processing of signals from technical objects control means |
| title_full_unstemmed | Neural network technology for processing of signals from technical objects control means |
| title_short | Neural network technology for processing of signals from technical objects control means |
| title_sort | neural network technology for processing of signals from technical objects control means |
| topic | neural networks ensemble of neural networks telemetry data state prediction |
| url | https://doklady.bsuir.by/jour/article/view/1016 |
| work_keys_str_mv | AT aadoudkin neuralnetworktechnologyforprocessingofsignalsfromtechnicalobjectscontrolmeans AT yymarushko neuralnetworktechnologyforprocessingofsignalsfromtechnicalobjectscontrolmeans |