Vulnerability Detection of ICS Protocols via Cross-State Fuzzing

Abstract

Industrial control system (ICS) employs complex multistate protocols to realize high-reliability communication and intelligent control over automation equipment. ICS has been widely used in various embedded fields, such as autonomous vehicle systems, power automation systems, etc. However, in recent years, many attacks have been performed on ICS, especially its protocols, such as the hijacks over Jeep Uconnect and Tesla Autopilot autonomous systems, also the Stuxnet and DragonFly viruses over national infrastructures. It is important to guarantee the security of ICS protocols. In this article, we present <monospace xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">Charon</monospace> , an efficient fuzzing platform for the vulnerability detection of ICS protocol implementations. In <monospace xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">Charon</monospace> , we propose an innovative fuzzing strategy that leverages state guidance to maximize cross-state code coverage instead of focusing on isolated states during the fuzzing of ICS protocols. Moreover, we devise a novel feedback collection method that employs program status inferring to avoid the restart of the ICS protocol at each iteration, allowing for continuous fuzzing. We evaluate <monospace xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">Charon</monospace> on several popular ICS protocol implementations, including real-time publish subscribe, IEC61850-MMS, MQTT, etc. Compared with typical fuzzers, such as American fuzzy lop, Polar, AFLNET, Boofuzz, and Peach, it averagely improves branch coverage by 234.2%, 194.4%, 215.9%, 52.58%, and 35.18%, respectively. Moreover, it has already confirmed 21 previously unknown vulnerabilities (e.g., stack buffer overflow) among these ICS protocols, most of which are security critical and corresponding patches from vendors have been released accordingly.