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2024 Global Information Infrastructure and Networking Symposium (GIIS)最新文献

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Workshop 工作坊
2024 Global Information Infrastructure and Networking Symposium (GIIS) Pub Date : 2024-02-19 DOI: 10.1109/giis59465.2024.10449916
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引用次数: 0
Deep Learning based Intrusion Detection for IoT Networks 基于深度学习的物联网网络入侵检测
2024 Global Information Infrastructure and Networking Symposium (GIIS) Pub Date : 2024-02-19 DOI: 10.1109/GIIS59465.2024.10449910
Qihang Jiao, L. Mhamdi
{"title":"Deep Learning based Intrusion Detection for IoT Networks","authors":"Qihang Jiao, L. Mhamdi","doi":"10.1109/GIIS59465.2024.10449910","DOIUrl":"https://doi.org/10.1109/GIIS59465.2024.10449910","url":null,"abstract":"The Internet of Things (IoT) holds vast potential across a diverse range of applications, spanning from industrial automation to healthcare and defense networks. The security of an IoT network is crucial, as it directly impacts the overall security of the underlying computing and communication infrastructure. However, owing to resource constraints and limited computational capabilities, IoT networks usually using Message Queuing Telemetry Transport (MQTT) protocol are susceptible to various types of attacks and security threats. In this paper, we propose an Intrusion Detection System (IDS) for IoT networks that is based on Deep Learning concepts. In particular, we propose a Long Short Term Memory (LSTM) model for IoT intrusion detection and attack mitigation focusing on MQTT protocol. We have trained and tested our model on a typical IoT tailored dataset using optimal feature set. Extensive experiments have shown that, with less features, the proposed LSTM remains its ability with lower complexity.","PeriodicalId":518179,"journal":{"name":"2024 Global Information Infrastructure and Networking Symposium (GIIS)","volume":"33 4","pages":"1-6"},"PeriodicalIF":0.0,"publicationDate":"2024-02-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140527888","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Patrons 顾客
2024 Global Information Infrastructure and Networking Symposium (GIIS) Pub Date : 2024-02-19 DOI: 10.1109/giis59465.2024.10449914
{"title":"Patrons","authors":"","doi":"10.1109/giis59465.2024.10449914","DOIUrl":"https://doi.org/10.1109/giis59465.2024.10449914","url":null,"abstract":"","PeriodicalId":518179,"journal":{"name":"2024 Global Information Infrastructure and Networking Symposium (GIIS)","volume":"213 ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-02-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140527892","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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