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相关论文: Efficient Secure State Estimation against Sparse I…

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Network-based attacks on control systems may alter sensor data delivered to the controller, effectively causing degradation in control performance. As a result, having access to accurate state estimates, even in the presence of attacks on…

系统与控制 · 电气工程与系统科学 2020-05-19 Amir Khazraei , Miroslav Pajic

The development of algorithms for secure state estimation in vulnerable cyber-physical systems has been gaining attention in the last years. A consolidated assumption is that an adversary can tamper a relatively small number of sensors. In…

最优化与控制 · 数学 2024-05-31 Vito Cerone , Sophie M. Fosson , Diego Regruto , Francesco Ripa

We address the problem of detecting and mitigating the effect of malicious attacks to the sensors of a linear dynamical system. We develop a novel, efficient algorithm that uses a Satisfiability-Modulo-Theory approach to isolate the…

This paper proposes a secure state estimation scheme with non-periodic asynchronous measurements for linear continuous-time systems under false data attacks on the measurement transmit channel. After sampling the output of the system, a…

系统与控制 · 电气工程与系统科学 2023-03-31 Zishuo Li , Anh Tung Nguyen , André Teixeira , Yilin Mo , Karl H. Johansson

We address the problem of state estimation, attack isolation, and control of discrete-time linear time-invariant systems under (potentially unbounded) actuator and sensor false data injection attacks. Using a bank of unknown input…

系统与控制 · 计算机科学 2019-04-10 Tianci Yang , Carlos Murguia , Margreta Kuijper , Dragan Nesic

Maintaining the security of control systems in the presence of integrity attacks is a significant challenge. In literature, several possible attacks against control systems have been formulated including replay, false data injection, and…

系统与控制 · 计算机科学 2017-06-27 Sean Weerakkody , Bruno Sinopoli

Cyber-physical systems can be subject to sensor attacks, e.g., sensor spoofing, leading to unsafe behaviors. This paper addresses this problem in the context of linear systems when an omniscient attacker can spoof several system sensors at…

系统与控制 · 电气工程与系统科学 2024-09-16 Xiao Tan , Pio Ong , Paulo Tabuada , Aaron D. Ames

Gaussian graphical models are widely used to represent correlations among entities but remain vulnerable to data corruption. In this work, we introduce a modified trimmed-inner-product algorithm to robustly estimate the covariance in an…

机器学习 · 计算机科学 2023-09-19 Tong Yao , Shreyas Sundaram

In this paper, we consider a secure distributed filtering problem for linear time-invariant systems with bounded noises and unstable dynamics under compromised observations. A malicious attacker is able to compromise a subset of the agents…

系统与控制 · 计算机科学 2019-03-19 Xingkang He , Xiaoqiang Ren , Henrik Sandberg , Karl Henrik Johansson

We propose methodology for statistical inference for low-dimensional parameters of sparse precision matrices in a high-dimensional setting. Our method leads to a non-sparse estimator of the precision matrix whose entries have a Gaussian…

统计理论 · 数学 2015-08-13 Jana Jankova , Sara van de Geer

A resilient state estimation scheme for uniformly observable nonlinear systems, based on a method for local identification of sensor attacks, is presented. The estimation problem is combinatorial in nature, and so many methods require…

系统与控制 · 电气工程与系统科学 2023-04-19 Junsoo Kim , Jin Gyu Lee , Henrik Sandberg , Karl H. Johansson

Incremental stability is a property of dynamical systems that ensures the convergence of trajectories with respect to each other rather than a fixed equilibrium point or a fixed trajectory. In this paper, we introduce a related stability…

系统与控制 · 电气工程与系统科学 2025-10-14 P Sangeerth , David Smith Sundarsingh , Bhabani Shankar Dey , Pushpak Jagtap

We address the problem of state estimation and attack isolation for general discrete-time nonlinear systems when sensors are corrupted by (potentially unbounded) attack signals. For a large class of nonlinear plants and observers, we…

系统与控制 · 计算机科学 2019-04-10 Tianci Yang , Carlos Murguia , Margreta Kuijper , Dragan Nesic

This paper presents a detection algorithm for sensor attacks and a resilient state estimation scheme for a class of uniformly observable nonlinear systems. An adversary is supposed to corrupt a subset of sensors with the possibly unbounded…

系统与控制 · 计算机科学 2021-01-11 Junsoo Kim , Chanhwa Lee , Hyungbo Shim , Yongsoon Eun , Jin Heon Seo

We propose a new recursive estimator for linear dynamical systems under Gaussian process noise and non-Gaussian measurement noise. Specifically, we develop an approximate maximum a posteriori (MAP) estimator using dynamic programming and…

系统与控制 · 电气工程与系统科学 2025-09-09 Mohammad Hussein Yoosefian Nooshabadi , Laurent Lessard

In this work, we focus on analyzing vulnerability of nonlinear dynamical control systems to stealthy false data injection attacks on sensors. We start by defining the stealthiness notion in the most general form where an attack is…

系统与控制 · 电气工程与系统科学 2023-10-10 Amir Khazraei , Miroslav Pajic

We develop a data-driven framework for assessing the resilience of linear time-invariant systems against malicious false-data-injection sensor attacks. Leveraging sparse observability, we propose data-driven resilience metrics and derive…

系统与控制 · 电气工程与系统科学 2026-03-24 Takumi Shinohara , Karl Henrik Johansson , Henrik Sandberg

This paper studies attack-resilient estimation of a class of switched nonlinear systems subject to stochastic noises. The systems are threatened by both of signal attacks and switching attacks. The problem is formulated as the joint…

最优化与控制 · 数学 2017-05-09 Hunmin Kim , Pinyao Guo , Minghui Zhu , Peng Liu

We address the problem of robust state estimation of a class of discrete-time nonlinear systems with positive-slope nonlinearities when the sensors are corrupted by (potentially unbounded) attack signals and bounded measurement noise. We…

信号处理 · 电气工程与系统科学 2018-09-21 Tianci Yang , Carlos Murguia , Margreta Kuijper , Dragan Nešić

We propose a technique to assess the vulnerability of the power system state estimator. We aim at identifying measurements that have a high potential of being the target of false data injection attacks. From an adversary's point of view,…

最优化与控制 · 数学 2020-07-01 Gonzalo E. Constante-Flores , Antonio J. Conejo , Jiankang Wang