Journal: Sensors (Basel, Switzerland)

Article Title: IoTDS: A One-Class Classification Approach to Detect Botnets in Internet of Things Devices

doi: 10.3390/s19143188

Figure Lengend Snippet: List of infections made in the Raspberry Pi profiles.

Article Snippet: The scenario with the best results for this classifier was in the SC profile with the Aidra botnet, and the worst was the same profile with the infection type 3 (Mirai, Doflo, Tsunami, and Wroba).

Techniques:

Journal: Scientific Reports

Article Title: A survey on performance evaluation of artificial intelligence algorithms for improving IoT security systems

doi: 10.1038/s41598-023-46640-9

Figure Lengend Snippet: A comparative study between the most recent IoT datasets.

Article Snippet: The evaluation results of showed that the proposed framework on four datasets including (1) IoT data set collected on their Mirai botnet (Mirai-CCU), (2) USTC-TFC2016, (3) ISCX2012, and (4) IoT data set from Robert Gordon University (Mirai-RGU), can achieve near 100% accuracy as well as precision in detecting malicious packets.

Techniques: Labeling, Injection

Journal: Scientific Reports

Article Title: A survey on performance evaluation of artificial intelligence algorithms for improving IoT security systems

doi: 10.1038/s41598-023-46640-9

Figure Lengend Snippet: A comparative analysis between AI classification methods limited to IoT security.

Article Snippet: The evaluation results of showed that the proposed framework on four datasets including (1) IoT data set collected on their Mirai botnet (Mirai-CCU), (2) USTC-TFC2016, (3) ISCX2012, and (4) IoT data set from Robert Gordon University (Mirai-RGU), can achieve near 100% accuracy as well as precision in detecting malicious packets.

Techniques: Injection, Diagnostic Assay, Derivative Assay, Variant Assay, Extraction

Journal: Mobile Networks and Applications

Article Title: Methodology for Detecting Cyber Intrusions in e-Learning Systems during COVID-19 Pandemic

doi: 10.1007/s11036-021-01789-3

Figure Lengend Snippet: Sequential UML diagram of the Mirai botnet working principle

Article Snippet: The characteristics of DDoS attacks using the Mirai botnet are shown in Table .

Techniques:

Journal: Mobile Networks and Applications

Article Title: Methodology for Detecting Cyber Intrusions in e-Learning Systems during COVID-19 Pandemic

doi: 10.1007/s11036-021-01789-3

Figure Lengend Snippet: The most significant DDoS attacks conducted through the Mirai botnet

Article Snippet: The characteristics of DDoS attacks using the Mirai botnet are shown in Table .

Techniques:

Journal: Mobile Networks and Applications

Article Title: Methodology for Detecting Cyber Intrusions in e-Learning Systems during COVID-19 Pandemic

doi: 10.1007/s11036-021-01789-3

Figure Lengend Snippet: Malicious software used to create an IoT botnet to generate DDoS traffic [ 46 ]

Article Snippet: The characteristics of DDoS attacks using the Mirai botnet are shown in Table .

Techniques: Software, Generated, Amplification

Journal: Sensors (Basel, Switzerland)

Article Title: Systematic Literature Review of IoT Botnet DDOS Attacks and Evaluation of Detection Techniques

doi: 10.3390/s24113571

Figure Lengend Snippet: Research focus areas of literature reviews conducted.

Article Snippet: 2023 , The evolution of Mirai botnet scans over a six-year period [ ] , 0 , ✓ , ✓ , ✓ , ✓ , ✗ , ✗ , ✗ , ✓ , ✗ , ✗.

Techniques:

Journal: Sensors (Basel, Switzerland)

Article Title: Systematic Literature Review of IoT Botnet DDOS Attacks and Evaluation of Detection Techniques

doi: 10.3390/s24113571

Figure Lengend Snippet: Mirai botnet architecture .

Article Snippet: 2023 , The evolution of Mirai botnet scans over a six-year period [ ] , 0 , ✓ , ✓ , ✓ , ✓ , ✗ , ✗ , ✗ , ✓ , ✗ , ✗.

Techniques:

Journal: Sensors (Basel, Switzerland)

Article Title: Systematic Literature Review of IoT Botnet DDOS Attacks and Evaluation of Detection Techniques

doi: 10.3390/s24113571

Figure Lengend Snippet: The evolution of Mirai botnet (2016–2023).

Article Snippet: 2023 , The evolution of Mirai botnet scans over a six-year period [ ] , 0 , ✓ , ✓ , ✓ , ✓ , ✗ , ✗ , ✗ , ✓ , ✗ , ✗.

Techniques: