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Specification-based monitoring of cyber-physical systems: a survey on theory, tools and applications
Abstract The term Cyber-Physical Systems (CPS) typically refers to engineered, physical
and biological systems monitored and/or controlled by an embedded computational core …
and biological systems monitored and/or controlled by an embedded computational core …
Runtime verification of autonomous driving systems in CARLA
Urban driving simulators, such as CARLA, provide 3-D environments and useful tools to
easily simulate sensorimotor control systems in scenarios with complex multi-agent …
easily simulate sensorimotor control systems in scenarios with complex multi-agent …
Rtamt–runtime robustness monitors with application to cps and robotics
In this paper, we present the Real-Time Analog Monitoring Tool (RTAMT), a tool for
quantitative monitoring of Signal Temporal Logic (STL) specifications. The library …
quantitative monitoring of Signal Temporal Logic (STL) specifications. The library …
Structured reward sha** using signal temporal logic specifications
Deep reinforcement learning has become a popular technique to train autonomous agents
to learn control policies that enable them to accomplish complex tasks in uncertain …
to learn control policies that enable them to accomplish complex tasks in uncertain …
Interpretable classification of time-series data using efficient enumerative techniques
Cyber-physical system applications such as autonomous vehicles, wearable devices, and
avionic systems generate a large volume of time-series data. Designers often look for tools …
avionic systems generate a large volume of time-series data. Designers often look for tools …
Position paper on the challenges posed by modern applications to cyber-physical systems theory
Cyber-physical systems theory offers a powerful framework for modeling, analyzing, and
designing real engineering systems integrating communication, control, and computation …
designing real engineering systems integrating communication, control, and computation …
Logical clustering and learning for time-series data
In order to effectively analyze and build cyberphysical systems (CPS), designers today have
to combat the data deluge problem, ie, the burden of processing intractably large amounts of …
to combat the data deluge problem, ie, the burden of processing intractably large amounts of …
Clairvoyant monitoring for signal temporal logic
In this paper, we consider the problem of monitoring temporal patterns expressed in Signal
Temporal Logic (STL) over time-series data in a clairvoyant fashion. Existing offline or online …
Temporal Logic (STL) over time-series data in a clairvoyant fashion. Existing offline or online …
Learning from demonstrations using signal temporal logic
Learning-from-demonstrations is an emerging paradigm to obtain effective robot control
policies for complex tasks via reinforcement learning without the need to explicitly design …
policies for complex tasks via reinforcement learning without the need to explicitly design …
Model-bounded monitoring of hybrid systems
Monitoring of hybrid systems attracts both scientific and practical attention. However,
monitoring algorithms suffer from the methodological difficulty of only observing sampled …
monitoring algorithms suffer from the methodological difficulty of only observing sampled …