TY - CPAPER
AU - Erol Gelenbe
AU - Piotr Fröhlich
AU - Mateusz Nowak
AU - Stavros Papadopoulos
AU - Aikaterini Protogerou
AU - Anastasis Drosou
AU - Dimitrios Tzovaras
AB - Cyberattacks on the Internet of Things (IoT) can cause major economic and physical damage, and disrupt production lines, manufacturing processes, supply chains, impact the physical safety of vehicles, and damage the health of human beings. Thus we describe and evaluate a distributed and robust attack detection and mitigation system for network environments where communicating decision agents use Graph Neural Networks to provide attack alerts. We also present an attack mitigation system that uses a Reinforcement Learning driven Software Defined Network to process the alerts generated by the attack detection system, together with Quality of Service measurements, so as to re-route sensitive traffic away from compromised network paths using. Experimental results illustrate both the detection and re-routing scheme.

BT - The 9th Mediterranean Conference on Embedded Computing (MECO'2020)
CY - Budva, Montenegro
DA - June 2020
DO - 10.1109/MECO49872.2020.9134241
LA - eng
N2 - Cyberattacks on the Internet of Things (IoT) can cause major economic and physical damage, and disrupt production lines, manufacturing processes, supply chains, impact the physical safety of vehicles, and damage the health of human beings. Thus we describe and evaluate a distributed and robust attack detection and mitigation system for network environments where communicating decision agents use Graph Neural Networks to provide attack alerts. We also present an attack mitigation system that uses a Reinforcement Learning driven Software Defined Network to process the alerts generated by the attack detection system, together with Quality of Service measurements, so as to re-route sensitive traffic away from compromised network paths using. Experimental results illustrate both the detection and re-routing scheme.

PP - Budva, Montenegro
PY - 2020
T2 - The 9th Mediterranean Conference on Embedded Computing (MECO'2020)
TI - IoT Network Attack Detection and Mitigation
UR - https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9134241&isnumber=9134063
ER -