Advances, Systems and Applications
Table 1 A comparison of state-of-the-art surveys in IoT technology for intrusion detection
Paper | Year | Contribution | Technol. | Intrusion Detection | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
CEP | IoT | Type | Technique | |||||||
Cyber | Physical | CEP | ML | DL | CEP + ML | |||||
[17] Tawsif et al. | 2018 | Review CEP solutions in the market from 2010 to 2017. Authors found majority of available CEP solutions are query-based and only a few work with ML. | ✓ | ✓ | ✘ | ✘ | ✘ | ✘ | ✘ | ✘ |
[18] Wanner et al. | 2019 | Synthesis of research on the integration of CEP and ML identifying supervised learning as the predominant approach, and transfer of potentials for the use in smart factories. | ✓ | ✓ | ✘ | ✘ | ✓ | ✓ | ✘ | ✓ |
[16] Hanif et al. | 2020 | Highlight challenges and issues of conventional event processing systems used in smart building, and present recommendations for advanced CEP systems. | ✓ | ✓ | ✘ | ✘ | ✘ | ✘ | ✘ | ✘ |
[19] Al-Garadi et al. | 2020 | Provide surveys on ML techniques and recent advances in DL techniques that can be used for enhancing security techniques for IoT applications. | ✘ | ✓ | ✓ | ✓ | ✘ | ✓ | ✓ | ✘ |
[20] Mishra et al. | 2021 | Discussion on cyber security issues in IoT such as DDoS, their impact and solutions based on anomaly detection using ML and DL. | ✘ | ✓ | ✓ | ✘ | ✘ | ✓ | ✓ | ✘ |
Our paper | 2022 | Overview of physical and cyber threats to the datacentre, the potential of integration IoT with CEP, or CEP+ML. A comprehensive review of Intrusion detection based on CEP. | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ |