[HTML][HTML] Computational modeling, formal analysis, and tools for systems biology

E Bartocci, P Lió - PLoS computational biology, 2016 - journals.plos.org
As the amount of biological data in the public domain grows, so does the range of modeling
and analysis techniques employed in systems biology. In recent years, a number of …

[图书][B] Formal methods for discrete-time dynamical systems

C Belta, B Yordanov, EA Gol - 2017 - Springer
In control theory, complex models of physical processes, such as systems of differential or
difference equations, are usually checked against simple specifications, such as stability …

Specification-based monitoring of cyber-physical systems: a survey on theory, tools and applications

E Bartocci, J Deshmukh, A Donzé, G Fainekos… - Lectures on Runtime …, 2018 - Springer
Abstract The term Cyber-Physical Systems (CPS) typically refers to engineered, physical
and biological systems monitored and/or controlled by an embedded computational core …

Robust online monitoring of signal temporal logic

JV Deshmukh, A Donzé, S Ghosh, X Jin… - Formal Methods in …, 2017 - Springer
Signal temporal logic (STL) is a formalism used to rigorously specify requirements of
cyberphysical systems (CPS), ie, systems mixing digital or discrete components in …

A decision tree approach to data classification using signal temporal logic

G Bombara, CI Vasile, F Penedo, H Yasuoka… - Proceedings of the 19th …, 2016 - dl.acm.org
This paper introduces a framework for inference of timed temporal logic properties from data.
The dataset is given as a finite set of pairs of finite-time system traces and labels, where the …

A roadmap toward the resilient internet of things for cyber-physical systems

D Ratasich, F Khalid, F Geissler, R Grosu… - IEEE …, 2019 - ieeexplore.ieee.org
The Internet of Things (IoT) is a ubiquitous system connecting many different devices-the
things-which can be accessed from the distance. The cyber-physical systems (CPSs) …

Conformal prediction for stl runtime verification

L Lindemann, X Qin, JV Deshmukh… - Proceedings of the ACM …, 2023 - dl.acm.org
We are interested in predicting failures of cyber-physical systems during their operation.
Particularly, we consider stochastic systems and signal temporal logic specifications, and we …

[HTML][HTML] A survey of challenges for runtime verification from advanced application domains (beyond software)

C Sánchez, G Schneider, W Ahrendt, E Bartocci… - Formal Methods in …, 2019 - Springer
Runtime verification is an area of formal methods that studies the dynamic analysis of
execution traces against formal specifications. Typically, the two main activities in runtime …

Offline and online learning of signal temporal logic formulae using decision trees

G Bombara, C Belta - ACM Transactions on Cyber-Physical Systems, 2021 - dl.acm.org
In this article, we focus on inferring high-level descriptions of a system from its execution
traces. Specifically, we consider a classification problem where system behaviors are …

Falsification of cyber-physical systems using deep reinforcement learning

T Akazaki, S Liu, Y Yamagata, Y Duan… - … , FM 2018, Held as Part of …, 2018 - Springer
With the rapid development of software and distributed computing, Cyber-Physical Systems
(CPS) are widely adopted in many application areas, eg, smart grid, autonomous …