A Framework for Determining Robust Context-Aware Attack-Detection Thresholds for Cyber-Physical Systems

• Process-aware attack detection plays a key role in securing cyber-physical systems. A process-aware detection system (PADS) identifies a baseline behaviour of the physical process in cyber-physical systems and continuously attempts to detect deviations from the baseline attributed to malicious modifications in the process operation. Typically, a PADS triggers an alarm whenever the detection score crosses a fixed and predetermined threshold. In this paper, we argue that in the context of securing cyber-physical systems, relying on a single fixed threshold can undermine the effectiveness of the PADS, and propose a context-aware framework for determining two-dimensional thresholds that enhance the sensibility and reliability of such detection systems by rendering them more robust to false detection. In addition, we propose an algorithm, out of many possible, within this framework as a practical example.

Ämnesord

NATURVETENSKAP  -- Data- och informationsvetenskap -- Annan data- och informationsvetenskap (hsv//swe)

NATURAL SCIENCES  -- Computer and Information Sciences -- Other Computer and Information Science (hsv//eng)

NATURVETENSKAP  -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)

NATURAL SCIENCES  -- Computer and Information Sciences -- Computer Sciences (hsv//eng)

TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Datorsystem (hsv//swe)

ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Computer Systems (hsv//eng)

Nyckelord

attack detection

cyber-physical systems

process-aware defense

threshold

Publikations- och innehållstyp

kon (ämneskategori)

ref (ämneskategori)