Defense against Joint Poison and Evasion Attacks: A Case Study of DERMS

arXiv:2405.02989v1 Announce Type: new
Abstract: There is an upward trend of deploying distributed energy resource management systems (DERMS) to control modern power grids. However, DERMS controller communication lines are vulnerable to cyberattacks that could potentially impact operational reliability. While a data-driven intrusion detection system (IDS) can potentially thwart attacks during deployment, also known as the evasion attack, the training of the detection algorithm may be corrupted by adversarial data injected into the database, also known as the poisoning attack. In …

arxiv attacks can case communication control controller cs.cr cs.sy cyberattacks data data-driven defense detection distributed distributed energy eess.sy energy evasion evasion attacks ids impact intrusion intrusion detection intrusion detection system management management systems operational operational reliability power power grids reliability resource study system systems trend vulnerable