SDN-based Predictive Alarm Manager for Security Attacks Detection at the IoT Gateways
| Title | SDN-based Predictive Alarm Manager for Security Attacks Detection at the IoT Gateways |
| Publication Type | Conference Paper |
| Year of Publication | 2021 |
| Authors | Thorat, Pankaj, Dubey, Niraj Kumar, Khetan, Kunal, Challa, Rajesh |
| Conference Name | 2021 IEEE 18th Annual Consumer Communications Networking Conference (CCNC) |
| Keywords | Alarm manager, composability, Human Behavior, IoT, IoT security, Logic gates, machine learning, Metrics, Network security, Packet loss, Planning, Predictive models, pubcrawl, Resiliency, Scalability, SDN, SDN security, security, Servers, software defined networking |
| Abstract | The growing adoption of IoT devices is creating a huge positive impact on human life. However, it is also making the network more vulnerable to security threats. One of the major threats is malicious traffic injection attack, where the hacked IoT devices overwhelm the application servers causing large-scale service disruption. To address such attacks, we propose a Software Defined Networking based predictive alarm manager solution for malicious traffic detection and mitigation at the IoT Gateway. Our experimental results with the proposed solution confirms the detection of malicious flows with nearly 95% precision on average and at its best with around 99% precision. |
| DOI | 10.1109/CCNC49032.2021.9369623 |
| Citation Key | thorat_sdn-based_2021 |