Intelligent intrusion detection system for a group of UAVs
Today, the creation of UAV groups is becoming a very popular and relevant task. Nevertheless, the use of UAVs is not securely, since they are vulnerable not only to attacks by an intruder, but also to environmental influences. Thus, the occurrence of anomalies must be detected in time. This work is...
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स्वरूप: | Статья |
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Springer Science and Business Media Deutschland GmbH
2021
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ऑनलाइन पहुंच: | https://dspace.ncfu.ru/handle/20.500.12258/18063 |
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ir-20.500.12258-180632021-09-02T10:06:51Z Intelligent intrusion detection system for a group of UAVs Lapina, M. A. Лапина, М. А. Intrusion detection Unmanned aerial vehicles (UAV) Swarm intelligence Aircraft detection Today, the creation of UAV groups is becoming a very popular and relevant task. Nevertheless, the use of UAVs is not securely, since they are vulnerable not only to attacks by an intruder, but also to environmental influences. Thus, the occurrence of anomalies must be detected in time. This work is aimed at detecting anomalies in UAV groups and determining the type of attack. To accomplish this task, the authors have developed an experimental stand emulating traffic transmission in a UAV group. The study is based on the investigation of changes in traffic transmission patterns during normal operation and under attacks. Data sets for training a neural network were collected using an developed testbed 2021-09-02T10:05:47Z 2021-09-02T10:05:47Z 2021 Статья Basan, E.; Lapina, M.; Mudruk, N.; Abramov, E. Intelligent intrusion detection system for a group of UAVs // Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). - 2021. - Том 12690 LNCS. - Стр.: 230 - 240 http://hdl.handle.net/20.500.12258/18063 en Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) application/pdf Springer Science and Business Media Deutschland GmbH |
institution |
СКФУ |
collection |
Репозиторий |
language |
English |
topic |
Intrusion detection Unmanned aerial vehicles (UAV) Swarm intelligence Aircraft detection |
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Intrusion detection Unmanned aerial vehicles (UAV) Swarm intelligence Aircraft detection Lapina, M. A. Лапина, М. А. Intelligent intrusion detection system for a group of UAVs |
description |
Today, the creation of UAV groups is becoming a very popular and relevant task. Nevertheless, the use of UAVs is not securely, since they are vulnerable not only to attacks by an intruder, but also to environmental influences. Thus, the occurrence of anomalies must be detected in time. This work is aimed at detecting anomalies in UAV groups and determining the type of attack. To accomplish this task, the authors have developed an experimental stand emulating traffic transmission in a UAV group. The study is based on the investigation of changes in traffic transmission patterns during normal operation and under attacks. Data sets for training a neural network were collected using an developed testbed |
format |
Статья |
author |
Lapina, M. A. Лапина, М. А. |
author_facet |
Lapina, M. A. Лапина, М. А. |
author_sort |
Lapina, M. A. |
title |
Intelligent intrusion detection system for a group of UAVs |
title_short |
Intelligent intrusion detection system for a group of UAVs |
title_full |
Intelligent intrusion detection system for a group of UAVs |
title_fullStr |
Intelligent intrusion detection system for a group of UAVs |
title_full_unstemmed |
Intelligent intrusion detection system for a group of UAVs |
title_sort |
intelligent intrusion detection system for a group of uavs |
publisher |
Springer Science and Business Media Deutschland GmbH |
publishDate |
2021 |
url |
https://dspace.ncfu.ru/handle/20.500.12258/18063 |
work_keys_str_mv |
AT lapinama intelligentintrusiondetectionsystemforagroupofuavs AT lapinama intelligentintrusiondetectionsystemforagroupofuavs |
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