Cyber physical system (CPS)-based industry 4.0: A survey

Y Lu - Journal of Industrial Integration and Management, 2017 - World Scientific
Cyber Physical System (CPS) has provided an outstanding foundation to build advanced
industrial systems and applications by integrating innovative functionalities through Internet …

Provably safe reinforcement learning via action projection using reachability analysis and polynomial zonotopes

N Kochdumper, H Krasowski, X Wang… - IEEE Open Journal …, 2023 - ieeexplore.ieee.org
While reinforcement learning produces very promising results for many applications, its main
disadvantage is the lack of safety guarantees, which prevents its use in safety-critical …

VCom: Secure and efficient vehicle-to-vehicle message communication protocol

T Limbasiya, D Das - IEEE Transactions on Network and …, 2020 - ieeexplore.ieee.org
Vehicles are especially capable of exchanging pertinent information with nearby vehicles.
However, there are multiple challenges like secure data exchange, fast message …

[HTML][HTML] : Boosting Scenario Verification Using Symmetry Abstractions

H Sibai, Y Li, S Mitra - International Conference on Computer Aided …, 2021 - Springer
Abstract We present SceneChecker SceneChecker, a tool for verifying scenarios involving
vehicles executing complex plans in large cluttered workspaces. SceneChecker …

Searching for Optimal Runtime Assurance via Reachability and Reinforcement Learning

K Miller, CK Zeitler, W Shen, K Hobbs, S Mitra… - arXiv preprint arXiv …, 2023 - arxiv.org
A runtime assurance system (RTA) for a given plant enables the exercise of an untrusted or
experimental controller while assuring safety with a backup (or safety) controller. The …

Verifying cyber-physical systems by combining software model checking with hybrid systems reachability

S Bak, S Chaki - Proceedings of the 13th International Conference on …, 2016 - dl.acm.org
Cyber-physical systems (CPS) span the communication, computation and control domains.
Creating a single, complete, and detailed model of a CPS is not only difficult, but, in terms of …

Formal modeling and performance evaluation for hybrid systems: a probabilistic hybrid process algebra-based approach

F Wang, Z Cao, L Tan, Z Li - International Journal of Software …, 2022 - World Scientific
Probabilistic behavior is omnipresent in computer-controlled systems, in particular, so-called
safety-critical hybrid systems, due to various reasons, like uncertain environments or …

[HTML][HTML] 基于隐马尔科夫模型的随机系统运行时安全性验证

房丙午, 黄志球, 李勇, 王勇 - 2018 - jsuese.cnjournals.com
随机系统运行时验证中, 由于可靠地传感系统运行状态的成本非常高以及一些事件的监控严重
影响系统时间相关的行为, 因此, 复杂随机系统在运行时其状态是难以观测的 …

Software tools for scenario verification of autonomous systems exploiting dynamical symmetries

Y Li - 2021 - ideals.illinois.edu
In this thesis, we discuss using formal verification techniques to ensure the safety of
autonomous systems. We present a particular type of verification problem called scenario …

[PDF][PDF] Optimal Runtime Assurance via Reinforcement Learning

K Miller, CK Zeitler, W Shen, K Hobbs, J Schierman… - mitras.ece.illinois.edu
AI and Machine Learning could enhance autonomous systems, provided the risk of safety
violations could be mitigated. Specific instances of runtime assurance (RTA) have been …