A Survey of Public IoT Datasets for Network Security Research

被引:20
作者
De Keersmaeker, Francois [1 ]
Cao, Yinan [1 ]
Ndonda, Gorby Kabasele [1 ]
Sadre, Ramin [1 ]
机构
[1] UCLouvain, ICTEAM INGI, B-1348 Ottignies Louvain La Neuv, Belgium
来源
IEEE COMMUNICATIONS SURVEYS AND TUTORIALS | 2023年 / 25卷 / 03期
关键词
IoT; network; security; datasets; taxonomy; traffic generation; INDUSTRIAL INTERNET; INTRUSION DETECTION; DETECTION SYSTEMS; THINGS; BLUETOOTH; ANALYTICS; ATTACKS;
D O I
10.1109/COMST.2023.3288942
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Publicly available datasets are an indispensable tool for researchers, as they allow testing new algorithms on a wide range of different scenarios and making scientific experiments verifiable and reproducible. Research in IoT security is no exception. In particular, the design of traffic classification and intrusion detection solutions for network security relies on network traces obtained from real networks or realistic testbeds. In this paper, we provide a detailed survey on the existing datasets containing IoT network traffic. We classify them according to several features that help researchers quickly find the datasets that fit their specific needs. In total, we survey 74 datasets that we found by analyzing more than 100 scientific articles. We also discuss the weaknesses of existing datasets, identify challenges, and point to future directions for creating new IoT datasets.
引用
收藏
页码:1808 / 1840
页数:33
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