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Deep neural networks can be trained to be efficient and effective controllers for dynamical systems; however, the mechanics of deep neural networks are complex and difficult to guarantee. This work presents a general approach for providing…

系统与控制 · 计算机科学 2019-06-05 Kyle D. Julian , Mykel J. Kochenderfer

We revisit the problem of real-time verification with dense dynamics using timeout and calendar based models and simplify this to a finite state verification problem. To overcome the complexity of verification of real-time systems with…

计算机科学中的逻辑 · 计算机科学 2010-08-12 Indranil Saha , Janardan Misra , Suman Roy

Affine systems reachability is the basis of many verification methods. With further computation, methods exist to reason about richer models with inputs, nonlinear differential equations, and hybrid dynamics. As such, the scalability of…

数值分析 · 计算机科学 2019-03-07 Stanley Bak , Hoang-Dung Tran , Taylor T. Johnson

Neural networks have become increasingly popular in controller design due to their versatility and efficiency. However, their integration into feedback systems can pose stability challenges, particularly in the presence of uncertainties.…

最优化与控制 · 数学 2025-03-04 Yuhao Zhang , Xiangru Xu

Software changes frequently. To efficiently deal with such frequent changes, software verification tools must be incremental. Most of today's approaches for incremental verification consider one specific verification approach. One exception…

计算机科学中的逻辑 · 计算机科学 2023-09-06 Marie-Christine Jakobs , Tim Pollandt

Many important properties of cyber-physical systems (CPS) are defined upon the relationship between multiple executions simultaneously in continuous time. Examples include probabilistic fairness and sensitivity to modeling errors (i.e.,…

计算机科学中的逻辑 · 计算机科学 2019-08-07 Yu Wang , Mojtaba Zarei , Borzoo Bonakdarpour , Miroslav Pajic

Hyperproperties are properties over sets of traces (or runs) of a system, as opposed to properties of just one trace. They were introduced in 2010 and have been much studied since, in particular via an extension of the temporal logic LTL…

计算机科学中的逻辑 · 计算机科学 2024-10-16 Nicolas Waldburger , Chana Weil-Kennedy , Pierre Ganty , César Sánchez

Control Invariant (CI) sets are instrumental in certifying the safety of dynamical systems. Control Barrier Functions (CBFs) are effective tools to compute such sets, since the zero sublevel sets of CBFs are CI sets. However, computing CBFs…

系统与控制 · 电气工程与系统科学 2025-09-05 Sampath Kumar Mulagaleti , Andrea Del Prete

We consider the problem of under and over-approximating the image of general vector-valued functions over bounded sets, and apply the proposed solution to the estimation of reachable sets of uncertain non-linear discrete-time dynamical…

系统与控制 · 电气工程与系统科学 2021-01-28 Eric Goubault , Sylvie Putot

In this paper, we compare several representative barrier-like conditions from the literature for infinite-horizon reach-avoid verification of stochastic discrete-time systems. Our comparison examines both their theoretical properties and…

系统与控制 · 电气工程与系统科学 2025-12-08 Zhipeng Cao , Peixin Wang , Luke Ong , Đorđe Žikelić , Dominik Wagner , Bai Xue

In this paper we address the problem of uncertainty management for robust design, and verification of large dynamic networks whose performance is affected by an equally large number of uncertain parameters. Many such networks (e.g. power,…

统计计算 · 统计学 2011-10-12 Amit Surana , Tuhin Sahai , Andrzej Banaszuk

Safety-critical control tasks with high levels of uncertainty are becoming increasingly common. Typically, techniques that guarantee safety during learning and control utilize constraint-based safety certificates, which can be leveraged to…

系统与控制 · 电气工程与系统科学 2023-11-07 Alexandre Capone , Ryan Cosner , Aaron Ames , Sandra Hirche

Inverse problems play a key role in modern image/signal processing methods. However, since they are generally ill-conditioned or ill-posed due to lack of observations, their solutions may have significant intrinsic uncertainty. Analysing…

信号处理 · 电气工程与系统科学 2019-09-09 Xiaohao Cai , Marcelo Pereyra , Jason D. McEwen

Cyber-Physical Systems (CPS) pose new challenges to verification and validation that go beyond the proof of functional correctness based on high-level models. Particular challenges are, in particular for formal methods, its heterogeneity…

软件工程 · 计算机科学 2017-05-02 Carna Radojicic , Christoph Grimm , Axel Jantsch , Michael Rathmair

Control architectures are often implemented in a layered fashion, combining independently designed blocks to achieve complex tasks. Providing guarantees for such hierarchical frameworks requires considering the capabilities and limitations…

机器人学 · 计算机科学 2024-11-21 Noel Csomay-Shanklin , Aaron D. Ames

Motivated by the need to simultaneously guarantee safety and stability of safety-critical dynamical systems, we construct permissive barrier certificates in this paper that explicitly maximize the region where the system can be stabilized…

最优化与控制 · 数学 2018-02-27 Li Wang , Dongkun Han , Magnus Egerstedt

We survey some results on the automatic verification of parameterized programs without identities. These are systems composed of arbitrarily many components, all of them running exactly the same finite-state program. We discuss the…

计算机科学中的逻辑 · 计算机科学 2014-05-09 Javier Esparza

In this paper we study reachability verification problems of stochastic discrete-time dynamical systems over the infinite time horizon. The reachability verification of interest in this paper is to certify specified lower and upper bounds…

系统与控制 · 电气工程与系统科学 2023-02-21 Bai Xue

This paper establishes the equivalence between robust safety and the existence of a barrier function certificate for differential inclusions. More precisely, for a robustly-safe differential inclusion, a barrier function is constructed as…

最优化与控制 · 数学 2024-08-05 Mohamed Maghenem , Masoumeh Ghanbarpour

A hyperproperty relates executions of a program and is used to formalize security objectives such as confidentiality, non-interference, privacy, and anonymity. Formally, a hyperproperty is a collection of allowable sets of executions. A…

计算机科学中的逻辑 · 计算机科学 2023-01-30 Ali Bajwa , Minjian Zhang , Rohit Chadha , Mahesh Viswanathan