SYROAug 31, 2018

Minimum Violation Control Synthesis on Cyber-Physical Systems under Attacks

arXiv:1809.00975v17 citations
Originality Incremental advance
AI Analysis

This addresses the challenge of maintaining system functionality in cyber-physical systems under attacks for security-critical applications, representing an incremental advance in attack-resilient control synthesis.

The paper tackles the problem of synthesizing controllers for cyber-physical systems under adversarial attacks when specifications cannot be fully satisfied, proposing a minimum violation strategy that prioritizes important tasks and violating less critical ones, with a heuristic algorithm developed to reduce computational effort and demonstrated in a numerical case study.

Cyber-physical systems are conducting increasingly complex tasks, which are often modeled using formal languages such as temporal logic. The system's ability to perform the required tasks can be curtailed by malicious adversaries that mount intelligent attacks. At present, however, synthesis in the presence of such attacks has received limited research attention. In particular, the problem of synthesizing a controller when the required specifications cannot be satisfied completely due to adversarial attacks has not been studied. In this paper, we focus on the minimum violation control synthesis problem under linear temporal logic constraints of a stochastic finite state discrete-time system with the presence of an adversary. A minimum violation control strategy is one that satisfies the most important tasks defined by the user while violating the less important ones. We model the interaction between the controller and adversary using a concurrent Stackelberg game and present a nonlinear programming problem to formulate and solve for the optimal control policy. To reduce the computation effort, we develop a heuristic algorithm that solves the problem efficiently and demonstrate our proposed approach using a numerical case study.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

Your Notes