Deepreach: A deep learning approach to high-dimensional reachability

S Bansal, CJ Tomlin - 2021 IEEE International Conference on …, 2021 - ieeexplore.ieee.org
Hamilton-Jacobi (HJ) reachability analysis is an important formal verification method for
guaranteeing performance and safety properties of dynamical control systems. Its …

Formal verification of unknown discrete-and continuous-time systems: A data-driven approach

A Nejati, A Lavaei, P Jagtap… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This article is concerned with a formal verification scheme for both discrete-and continuous-
time deterministic systems with unknown mathematical models. The main target is to verify …

Generating formal safety assurances for high-dimensional reachability

A Lin, S Bansal - 2023 IEEE International Conference on …, 2023 - ieeexplore.ieee.org
Providing formal safety and performance guarantees for autonomous systems is becoming
increasingly important. Hamilton-Jacobi (HJ) reachability analysis is a popular formal …

Formal Verification and Control of Stochastic Hybrid Systems: Model-based and Data-driven Techniques

A Nejati - 2023 - mediatum.ub.tum.de
This dissertation provides efficient (data-driven) techniques to design highly-reliable
stochastic hybrid systems with mathematical guarantees by bringing together …

A framework to measure the robustness of programs in the unpredictable environment

V Castiglioni, M Loreti, S Tini - Logical Methods in Computer …, 2023 - lmcs.episciences.org
Due to the diffusion of IoT, modern software systems are often thought to control and
coordinate smart devices in order to manage assets and resources, and to guarantee …

Introspective environment modeling

SA Seshia - … Verification: 19th International Conference, RV 2019 …, 2019 - Springer
Autonomous systems often operate in complex environments which can beextremely difficult
to model manually at design time. The set of agents and objects in the environment can be …

How adaptive and reliable is your program?

V Castiglioni, M Loreti, S Tini - International Conference on Formal …, 2021 - Springer
We consider the problem of modelling and verifying the behaviour of systems characterised
by a close interaction of a program with the environment. We propose to model the program …

A conformal mapping-based framework for robot-to-robot and sim-to-real transfer learning

S Gao, N Bezzo - 2021 IEEE/RSJ International Conference on …, 2021 - ieeexplore.ieee.org
This paper presents a novel method for transferring motion planning and control policies
between a teacher and a learner robot. With this work, we propose to reduce the sim-to-real …

Data-driven controller synthesis for abstract systems with regular language specifications

G Pola, T Masciulli, E De Santis, MD Di Benedetto - Automatica, 2021 - Elsevier
In this paper we address data-driven control design with regular language specifications for
plants described as abstract systems, ie as collections of input-state functions. The abstract …

Reachability problem considering running cost

W Liao, X Wei, J Lai - Asian Journal of Control, 2022 - Wiley Online Library
In this paper, we generalize the definition of reachable set. The classic definition of
reachable set is a set of system states that can be driven into the target set within a given …