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相关论文: Real-time Stream-based Monitoring

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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

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

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

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 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 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

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

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

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 Runtime Verification is a formal dynamic analysis technique that generalizes runtime verification algorithms from temporal logics like LTL to stream monitoring, allowing to compute richer verdicts than Booleans (including…

软件工程 · 计算机科学 2020-09-04 Martin Ceresa , Felipe Gorostiaga , Cesar Sanchez

Runtime verification is concerned with monitoring program traces. In particular, stream runtime verification (SRV) takes the program trace as input streams and incrementally derives output streams. SRV can check logical properties and…

形式语言与自动机理论 · 计算机科学 2018-09-03 Lukas Convent , Sebastian Hungerecker , Martin Leucker , Torben Scheffel , Malte Schmitz , Daniel Thoma

Stream-based monitoring assesses the health of safety-critical systems by transforming input streams of sensor measurements into output streams that determine a verdict. These inputs are often treated as accurate representations of the…

编程语言 · 计算机科学 2026-01-19 Bernd Finkbeiner , Martin Fränzle , Florian Kohn , Paul Kröger

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

Long-horizon robotic manipulation requires bridging the gap between high-level planning (System 2) and low-level control (System 1). Current Vision-Language-Action (VLA) models often entangle these processes, performing redundant multimodal…

机器人学 · 计算机科学 2026-02-10 Tongqing Chen , Hang Wu , Jiasen Wang , Xiaotao Li , Lu Fang

Multi-dimensional data streams, prevalent in applications like IoT, financial markets, and real-time analytics, pose significant challenges due to their high velocity, unbounded nature, and complex inter-dimensional dependencies. Sliding…

机器学习 · 计算机科学 2025-07-10 Abolfazl Zarghani , Sadegh Abedi

More and more, data is being produced in a streaming fashion. This has led to increased interest into how actionable insights can be extracted in real time from data streams through Stream Reasoning. Reasoning over data streams raises…

人工智能 · 计算机科学 2026-03-03 Cas Proost , Pieter Bonte

We show how to utilize machine learning approaches to improve sliding window algorithms for approximate frequency estimation problems, under the ``algorithms with predictions'' framework. In this dynamic environment, previous…

数据结构与算法 · 计算机科学 2024-09-19 Rana Shahout , Ibrahim Sabek , Michael Mitzenmacher

Super point is a special host in network which communicates with lots of other hosts in a certain time period. The number of hosts contacting with a super point is called as its cardinality. Cardinality estimating plays important roles in…

网络与互联网体系结构 · 计算机科学 2018-07-05 Jie Xu , Wei Ding , Jian Gong , Xiaoyan Hu

Vision-language models (VLMs) could power real-time assistants and autonomous agents, but they face a critical challenge: understanding near-infinite video streams without escalating latency and memory usage. Processing entire videos with…

计算机视觉与模式识别 · 计算机科学 2025-10-13 Ruyi Xu , Guangxuan Xiao , Yukang Chen , Liuning He , Kelly Peng , Yao Lu , Song Han

Rule-based temporal query languages provide the expressive power and flexibility required to capture in a natural way complex analysis tasks over streaming data. Stream processing applications, however, typically require near real-time…

人工智能 · 计算机科学 2018-11-16 Alessandro Ronca , Mark Kaminski , Bernardo Cuenca Grau , Ian Horrocks
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