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相关论文: IoT Miner: Intelligent Extraction of Event Logs fr…

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Modern technologies such as the Internet of Things (IoT) are becoming increasingly important in various domains, including Business Process Management (BPM) research. One main research area in BPM is process mining, which can be used to…

数据库 · 计算机科学 2022-09-08 Lukas Malburg , Joscha Grüger , Ralph Bergmann

Process mining is a research field focused on the analysis of event data with the aim of extracting insights related to dynamic behavior. Applying process mining techniques on data from smart home environments has the potential to provide…

机器学习 · 计算机科学 2017-11-01 Niek Tax , Emin Alasgarov , Natalia Sidorova , Wil M. P. van der Aalst , Reinder Haakma

The IoT and Business Process Management (BPM) communities co-exist in many shared application domains, such as manufacturing and healthcare. The IoT community has a strong focus on hardware, connectivity and data; the BPM community focuses…

The continuous flow of data collected by Internet of Things (IoT) devices, has revolutionised our ability to understand and interact with the world across various applications. However, this data must be prepared and transformed into event…

数据库 · 计算机科学 2025-02-25 Mohsen Shirali , Mohammadreza Fani Sani , Zahra Ahmadi , Estefania Serral

Process mining is a research field focused on the analysis of event data with the aim of extracting insights in processes. Applying process mining techniques on data from smart home environments has the potential to provide valuable…

统计方法学 · 统计学 2016-09-13 Niek Tax , Emin Alasgarov , Natalia Sidorova , Reinder Haakma

Modern Internet of Things (IoT) systems are equipped with a large quantity of sensors providing real-time data about the current operations of their components, which is crucial for the systems' internal control systems and processes.…

软件工程 · 计算机科学 2026-01-09 Ronny Seiger , Daniel Locher , Marco Kaufmann , Aaron F. Kurz

The IoT market is diverse and characterized by a multitude of vendors that support different device functions (e.g., speaker, camera, vacuum cleaner, etc.). Within this market, IoT security and observability systems use real-time…

密码学与安全 · 计算机科学 2024-03-05 Bar Meyuhas , Anat Bremler-Barr , Tal Shapira

Process mining is of great importance for both data-centric and process-centric systems. Process mining receives so-called process logs which are collections of partially-ordered events. An event has to possess at least three attributes,…

其他计算机科学 · 计算机科学 2020-04-22 Iman M. A. Helal , Ahmed Awad

Recent advancements in IoT technologies have underscored the importance of using sensor data to understand environmental contexts effectively. This paper introduces a novel embedded system designed to autonomously label sensor data directly…

机器学习 · 计算机科学 2024-07-17 Tianheng Ling , Islam Mansour , Chao Qian , Gregor Schiele

Process mining focuses on the analysis of recorded event data in order to gain insights about the true execution of business processes. While foundational process mining techniques treat such data as sequences of abstract events, more…

计算与语言 · 计算机科学 2021-03-23 Adrian Rebmann , Han van der Aa

Process management and process orchestration/execution are currently hot topics; prevalent trends such as automation and Industry 4.0 require solutions which allow domain-experts to easily model and execute processes in various domains,…

Integrating Internet of Things (IoT) data with business process event logs is crucial for analysing IoT-enhanced processes, yet remains challenging due to differences in abstraction levels and the separation of data sources. Simply…

软件工程 · 计算机科学 2026-03-10 Jia Wei , Xin Su , Chun Ouyang

Process analytics aims to gain insights into the behaviour and performance of business processes through the analysis of event logs, which record the execution of processes. With the widespread use of the Internet of Things (IoT), IoT data…

数据库 · 计算机科学 2022-12-06 Jia Wei , Chun Ouyang , Arthur H. M. ter Hofstede , Catarina Moreira

Process mining is moving beyond mining traditional event logs and nowadays includes, for example, data sourced from sensors in the Internet of Things (IoT). The volume and velocity of data generated by such sensors makes it increasingly…

数据库 · 计算机科学 2024-10-15 Julia Andersen , Patrick Rathje , Christian Imenkamp , Agnes Koschmider , Olaf Landsiedel

Internet of Things (IoT) sensors are ubiquitous technologies deployed across smart cities, industrial sites, and healthcare systems. They continuously generate time series data that enable advanced analytics and automation in industries.…

机器学习 · 计算机科学 2025-09-24 Muhammad Sakib Khan Inan , Kewen Liao

Process mining techniques aim to extract insights in processes from event logs. One of the challenges in process mining is identifying interesting and meaningful event labels that contribute to a better understanding of the process. Our…

数据库 · 计算机科学 2017-12-20 Niek Tax , Natalia Sidorova , Reinder Haakma , Wil M. P. van der Aalst

Automated process discovery from event logs is a key component of process mining, allowing companies to acquire meaningful insights into their business processes. Despite significant research, present methods struggle to balance important…

数据库 · 计算机科学 2024-12-10 Ali Nour Eldin , Benjamin Dalmas , Walid Gaaloul

Process mining traditionally assumes centralized event data collection and analysis. However, modern Industrial Internet of Things systems increasingly operate over distributed, resource-constrained edge-cloud infrastructures. This paper…

Large Language Models excel in textual tasks but often struggle with physical-world reasoning tasks. Inspired by human cognition, where perception is fundamental to reasoning, we explore augmenting LLMs with enhanced perception abilities…

人工智能 · 计算机科学 2025-12-02 Tuo An , Yunjiao Zhou , Han Zou , Jianfei Yang

Enterprise information systems allow companies to maintain detailed records of their business process executions. These records can be extracted in the form of event logs, which capture the execution of activities across multiple instances…

软件工程 · 计算机科学 2021-05-14 Adriano Augusto , Marlon Dumas , Marcello La Rosa
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