RTAMT -- Runtime Robustness Monitors with Application to CPS and Robotics

Fuente: arXiv
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Main Authors: Yamaguchi, Tomoya, Hoxha, Bardh, Nickovic, Dejan
Format: Preprint
Published: 2025
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author Yamaguchi, Tomoya
Hoxha, Bardh
Nickovic, Dejan
author_facet Yamaguchi, Tomoya
Hoxha, Bardh
Nickovic, Dejan
contents In this paper, we present Real-Time Analog Monitoring Tool (RTAMT), a tool for quantitative monitoring of Signal Temporal Logic (STL) specifications. The library implements a flexible architecture that supports: (1) various environments connected by an Application Programming Interface (API) in Python, (2) various flavors of temporal logic specification and robustness notion such as STL, including an interface-aware variant that distinguishes between input and output variables, and (3) discrete-time and dense-time interpretation of STL with generation of online and offline monitors. We specifically focus on robotics and Cyber-Physical Systems (CPSs) applications, showing how to integrate RTAMT with (1) the Robot Operating System (ROS) and (2) MATLAB/Simulink environments. We evaluate the tool by demonstrating several use scenarios involving service robotic and avionic applications.
format Preprint
id arxiv_https___arxiv_org_abs_2501_18608
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle RTAMT -- Runtime Robustness Monitors with Application to CPS and Robotics
Yamaguchi, Tomoya
Hoxha, Bardh
Nickovic, Dejan
Logic in Computer Science
Robotics
In this paper, we present Real-Time Analog Monitoring Tool (RTAMT), a tool for quantitative monitoring of Signal Temporal Logic (STL) specifications. The library implements a flexible architecture that supports: (1) various environments connected by an Application Programming Interface (API) in Python, (2) various flavors of temporal logic specification and robustness notion such as STL, including an interface-aware variant that distinguishes between input and output variables, and (3) discrete-time and dense-time interpretation of STL with generation of online and offline monitors. We specifically focus on robotics and Cyber-Physical Systems (CPSs) applications, showing how to integrate RTAMT with (1) the Robot Operating System (ROS) and (2) MATLAB/Simulink environments. We evaluate the tool by demonstrating several use scenarios involving service robotic and avionic applications.
title RTAMT -- Runtime Robustness Monitors with Application to CPS and Robotics
topic Logic in Computer Science
Robotics
url https://arxiv.org/abs/2501.18608