Systematic Literature Review on IoT-Based Botnet Attack

被引:39
作者
Ali, Ihsan [1 ]
Ahmed, Abdelmuttlib Ibrahim Abdalla [1 ]
Almogren, Ahmad [2 ]
Raza, Muhammad Ahsan [3 ]
Shah, Syed Attique [4 ]
Khan, Anwar [5 ]
Gani, Abdullah [1 ,6 ]
机构
[1] Univ Malaya, Fac Comp Sci & Informat Technol, Dept Comp Syst & Technol, Kuala Lumpur 50603, Malaysia
[2] King Saud Univ, Coll Comp & Informat Sci, Dept Comp Sci, Chair Cyber Secur, Riyadh 11633, Saudi Arabia
[3] Bahauddin Zakariya Univ, Dept Informat Technol, Multan 60000, Pakistan
[4] Balochistan Univ IT Engn & Management Sci, Dept Comp Sci, Quetta 87300, Pakistan
[5] Univ Peshawar, Dept Elect, Peshawar 25120, Pakistan
[6] Univ Malaysia Sabah, Fac Comp & Informat, Labuan 88400, Malaysia
关键词
Botnet; Systematics; Forensics; Internet of Things; Measurement; Computer science; Bibliographies; IoT; botnet; systematic review; CHALLENGES; INTERNET; THINGS;
D O I
10.1109/ACCESS.2020.3039985
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 adoption of the Internet of Things (IoT) technology is expanding exponentially because of its capability to provide a better service. This technology has been successfully implemented on various devices. The growth of IoT devices is massive at present. However, security is becoming a major challenge with this growth. Attacks, such as IoT-based botnet attacks, are becoming frequent and have become popular amongst attackers.IoT has a resource constraint and heterogeneous environments, such as low computational power and memory. Hence, these constraints create problems in implementing a security solution in IoT devices. Therefore, various kind of attacks are possible due to this vulnerability, with IoT-based botnet attack being one of the most popular.In this study, we conducted a comprehensive systematic literature review on IoT-based botnet attacks. Existing state of the art in the area of study was presented and discussed in detail. A systematic methodology was adopted to ensure the coverage of all important studies. This methodology was detailed and repeatable. The review outlined the existing proposed contributions, datasets utilised, network forensic methods utilised and research focus of the primary selected studies. The demographic characteristics of primary studies were also outlined.The result of this review revealed that research in this domain is gaining momentum, particularly in the last 3 years (2018-2020). Nine key contributions were also identified, with Evaluation, System, and Model being the most conducted.
引用
收藏
页码:212220 / 212232
页数:13
相关论文
共 44 条
  • [1] Modelling the Spread of Botnet Malware in IoT-Based Wireless Sensor Networks
    Acarali, Dilara
    Rajarajan, Muttukrishnan
    Komninos, Nikos
    Zarpelao, B. B.
    [J]. SECURITY AND COMMUNICATION NETWORKS, 2019, 2019
  • [2] Unsupervised intelligent system based on one class support vector machine and Grey Wolf optimization for IoT botnet detection
    Al Shorman, Amaal
    Faris, Hossam
    Aljarah, Ibrahim
    [J]. JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2020, 11 (07) : 2809 - 2825
  • [3] Alhajri R, 2019, INT J APPL ENG RES, V14, P2417
  • [4] Bahsi H, 2018, I C CONT AUTOMAT ROB, P1857, DOI 10.1109/ICARCV.2018.8581205
  • [5] Improving IoT Botnet Investigation Using an Adaptive Network Layer
    Ceron, Joao Marcelo
    Steding-Jessen, Klaus
    Hoepers, Cristine
    Granville, Lisandro Zambenedetti
    Margi, Cintia Borges
    [J]. SENSORS, 2019, 19 (03):
  • [6] IoT Botnet: The Largest Threat to the IoT Network
    Dange, Smita
    Chatterjee, Madhumita
    [J]. DATA COMMUNICATION AND NETWORKS, GUCON 2019, 2020, 1049 : 137 - 157
  • [7] Modeling, Analysis, and Mitigation of Dynamic Botnet Formation in Wireless IoT Networks
    Farooq, Muhammad Junaid
    Zhu, Quanyan
    [J]. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2019, 14 (09) : 2412 - 2426
  • [8] Gardner M.T., 2017, Proceedings of the 13th International Conference on the Design of Reliable Communication Networks (DRCN), P1
  • [9] Collaborative agent-based detection of DDoS IoT botnets
    Giachoudis, Nikolaos
    Damiris, Georgios-Paraskevas
    Theodoridis, Georgios
    Spathoulas, Georgios
    [J]. 2019 15TH INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING IN SENSOR SYSTEMS (DCOSS), 2019, : 205 - 211
  • [10] Gopal TS, 2018, 2018 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), P2226, DOI 10.1109/ICACCI.2018.8554643