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Stream-based runtime monitoring frameworks are safety assurance tools that check the runtime behavior of a system against a formal specification. This tutorial provides a hands-on introduction to RTLola, a real-time monitoring toolkit for…

计算机科学中的逻辑 · 计算机科学 2025-01-28 Jan Baumeister , Bernd Finkbeiner , Florian Kohn , Frederik Scheerer

Stream-based monitoring is a well-established runtime verification approach which relates input streams, representing sensor readings from the monitored system, with output streams that capture filtered or aggregated results. In such…

计算机科学中的逻辑 · 计算机科学 2025-07-29 Jan Baumeister , Bernd Finkbeiner , Frederik Scheerer

Unmanned Aircraft Systems (UAS) with autonomous decision-making capabilities are of increasing interest for a wide area of applications such as logistics and disaster recovery. In order to ensure the correct behavior of the system and to…

Runtime monitors that are specified in a stream-based monitoring language tend to be easier to understand, maintain, and reuse than those written in a standard programming language. Because of their formal semantics, such specification…

形式语言与自动机理论 · 计算机科学 2020-11-30 Jan Baumeister , Bernd Finkbeiner , Matthis Kruse , Maximilian Schwenger

Stream-based monitoring is a real-time safety assurance mechanism for complex cyber-physical systems such as unmanned aerial vehicles. The monitor aggregates streams of input data from sensors and other sources to give real-time statistics…

软件工程 · 计算机科学 2026-03-13 Jan Baumeister , Bernd Finkbeiner , Florian Kohn

Stream-based runtime monitors are used in safety-critical applications such as Unmanned Aerial Systems (UAS) to compute comprehensive statistics and logical assessments of system health that provide the human operator with critical…

形式语言与自动机理论 · 计算机科学 2022-05-26 Jan Baumeister , Bernd Finkbeiner , Stefan Gumhold , Malte Schledjewski

Stream-based monitoring is a real-time safety assurance mechanism for complex cyber-physical systems such as unmanned aerial vehicles. In this context, a monitor aggregates streams of input data from sensors and other sources to give…

编程语言 · 计算机科学 2025-09-09 Florian Kohn , Arthur Correnson , Jan Baumeister , Bernd Finkbeiner

An essential part of cyber-physical systems is the online evaluation of real-time data streams. Especially in systems that are intrinsically safety-critical, a dedicated monitoring component inspecting data streams to detect problems at…

分布式、并行与集群计算 · 计算机科学 2021-04-13 Jan Baumeister , Bernd Finkbeiner , Maximilian Schwenger , Hazem Torfah

Runtime monitoring is an essential part of guaranteeing the safety of cyber-physical systems. Recently, runtime monitoring frameworks based on formal specification languages gained momentum. These languages provide valuable abstractions for…

编程语言 · 计算机科学 2023-11-15 Bernd Finkbeiner , Florian Kohn , Malte Schledjewski

The Independent Configurable Architecture for Reliable Operations of Unmanned Systems (ICAROUS) is a software architecture incorporating a set of algorithms to enable autonomous operations of unmanned aircraft applications. This paper…

This paper reports on the integration of runtime monitoring into fully-electric aircraft designed by Volocopter, a German aircraft manufacturer of electric multi-rotor helicopters. The runtime monitor recognizes hazardous situations and…

Cyber-physical systems are inherently safety-critical. The deployment of a runtime monitor significantly increases confidence in their safety. The effectiveness of the monitor can be maximized by considering it an integral component during…

软件工程 · 计算机科学 2020-12-17 Maximilian Schwenger

This paper presents the design and validation of a retrieval-based assistant that supports safety assessment, certification activities, and regulatory compliance for unmanned aircraft systems. The work is motivated by the growing complexity…

计算与语言 · 计算机科学 2026-03-12 Gabriele Immordino , Andrea Vaiuso , Marcello Righi

Stream-based monitoring is a runtime verification approach where a monitor aggregates streams of input data from sensors and other sources to give real-time statistics and assessments of a system's health. One of the central challenges in…

编程语言 · 计算机科学 2026-05-27 Florian Kohn , Arthur Correnson , Jan Baumeister , Bernd Finkbeiner

This research considers the problem of identifying safety constraints and developing Run Time Assurance (RTA) for Deep Reinforcement Learning (RL) Tactical Autopilots that use neural network control systems (NNCS). This research studies a…

系统与控制 · 电气工程与系统科学 2023-03-28 Kerianne L. Hobbs , Benjamin K. Heiner , Lillian Busse , Kyle Dunlap , Jonathan Rowanhill , Ashlie B. Hocking , Aditya Zutshi

Autonomous racing has advanced rapidly, particularly on scaled platforms, and software stacks must evolve accordingly. In this work, AROLA is introduced as a modular, layered software architecture in which fragmented and monolithic designs…

机器人学 · 计算机科学 2026-02-04 Fam Shihata , Mohammed Abdelazim , Ahmed Hussein

Drone technology is proliferating in many industries, including agriculture, logistics, defense, infrastructure, and environmental monitoring. Vision-based autonomy is one of its key enablers, particularly for real-world applications. This…

Distributed systems are notoriously difficult to understand and analyze in order to assert their correction w.r.t. given properties. They often exhibit a huge number of different behaviors, as soon as the active entities (peers, agents,…

形式语言与自动机理论 · 计算机科学 2012-08-13 Volker Diekert , Anca Muscholl

A computational system is called autonomous if it is able to make its own decisions, or take its own actions, without human supervision or control. The capability and spread of such systems have reached the point where they are beginning to…

Stream-based runtime monitors are safety assurance tools that check at runtime whether the system's behavior satisfies a formal specification. Specifications consist of stream equations, which relate input streams, containing sensor…

计算机科学中的逻辑 · 计算机科学 2025-05-22 Jan Baumeister , Arthur Correnson , Bernd Finkbeiner , Frederik Scheerer
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