Monitoring IoT networks for botnet activity

被引:0
|
作者
Chawathe, Sudarshan S. [1 ]
机构
[1] Univ Maine, Sch Comp & Informat Sci, Orono, ME 04469 USA
基金
美国国家科学基金会;
关键词
Internet of Things (IoT); botnets; network monitoring; machine learning;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The Internet of Things (IoT) has rapidly transitioned from a novelty to a common, and often critical, part of residential, business, and industrial environments. Security vulnerabilities and exploits in the IoT realm have been well documented. In many cases, improving the security of an IoT device by hardening its software is not a realistic option, especially in the cost-sensitive consumer market or in legacy-bound industrial settings. As part of a multifaceted defense against botnet activity on the IoT, this paper explores a method based on monitoring the network activity of IoT devices. A notable benefit of this approach is that it does not require any special access to the devices and adapts well to the addition of new devices. The method is evaluated on a publicly available dataset drawn from a real IoT network.
引用
收藏
页数:8
相关论文
共 50 条
  • [41] In-Depth Feature Selection for the Statistical Machine Learning-Based Botnet Detection in IoT Networks
    Kalakoti, Rajesh
    Nomm, Sven
    Bahsi, Hayretdin
    IEEE ACCESS, 2022, 10 : 94518 - 94535
  • [42] Enhanced botnet detection in IoT networks using zebra optimization and dual-channel GAN classification
    Shareef, S. K. Khaja
    Chaitanya, R. Krishna
    Chennupalli, Srinivasulu
    Chokkakula, Devi
    Kiran, K. V. D.
    Pamula, Udayaraju
    Vatambeti, Ramesh
    SCIENTIFIC REPORTS, 2024, 14 (01):
  • [43] An Automated and Comprehensive Framework for IoT Botnet Detection and Analysis (IoT-BDA)
    Trajanovski, Tolijan
    Zhang, Ning
    IEEE ACCESS, 2021, 9 : 124360 - 124383
  • [44] MedBIoT: Generation of an IoT Botnet Dataset in a Medium-sized IoT Network
    Guerra-Manzanares, Alejandro
    Medina-Galindo, Jorge
    Bahsi, Hayretdin
    Nomm, Sven
    ICISSP: PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON INFORMATION SYSTEMS SECURITY AND PRIVACY, 2020, : 207 - 218
  • [45] Towards Detection of Botnet Communication through Social Media by Monitoring User Activity
    Burghouwt, Pieter
    Spruit, Marcel
    Sips, Henk
    INFORMATION SYSTEMS SECURITY, 2011, 7093 : 131 - 143
  • [46] Botnet Detection Using Label Propagation and Batch K-means Clustering for Securing IoT Networks
    Almiani, Muder
    AbuGhazleh, Alia
    Mughaid, Ala
    Jararweh, Yaser
    2023 EIGHTH INTERNATIONAL CONFERENCE ON FOG AND MOBILE EDGE COMPUTING, FMEC, 2023, : 167 - 174
  • [47] Mirai Botnet Attacks on IoT Applications: Challenges and Controls
    Sripriyanka, G.
    Mahendran, Anand
    INFORMATION SYSTEMS AND MANAGEMENT SCIENCE, ISMS 2021, 2023, 521 : 49 - 67
  • [48] IoT botnet detection with feature reconstruction and interval optimization
    Yang, Hongyu
    Wang, Zelin
    Zhang, Liang
    Cheng, Xiang
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2022, 37 (12) : 12009 - 12034
  • [49] Editorial for Computer Networks special issue on "Botnet Activity: Analysis, Detection and Shutdown"
    Salles, Ronaldo
    Gu, Guofei
    Swimmer, Morton
    COMPUTER NETWORKS, 2013, 57 (02) : 375 - 377
  • [50] Analysis of IoT Botnet Architectures and Recent Defense Proposals
    Mendes, Lucas D. P.
    Aloi, James
    Pimenta, Tales C.
    31ST INTERNATIONAL CONFERENCE ON MICROELECTRONICS (IEEE ICM 2019), 2019, : 186 - 189