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Industry 4.0 and Internet of Things (IoT) technologies unlock unprecedented amount of data from factory production, posing big data challenges in volume and variety. In that context, distributed computing solutions such as cloud systems are…

Artificial Intelligence · Computer Science 2023-08-03 Baifan Zhou , Nikolay Nikolov , Zhuoxun Zheng , Xianghui Luo , Ognjen Savkovic , Dumitru Roman , Ahmet Soylu , Evgeny Kharlamov

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…

Machine Learning · Computer Science 2024-07-17 Tianheng Ling , Islam Mansour , Chao Qian , Gregor Schiele

The most important goal of customer services is to keep the customer satisfied. However, service resources are always limited and must be prioritized. Therefore, it is important to identify customers who potentially become unsatisfied and…

Data from Internet of Things (IoT) sensors has emerged as a key contributor to decision-making processes in various domains. However, the quality of the data is crucial to the effectiveness of applications built on it, and assessment of the…

Information Theory · Computer Science 2025-01-14 Novoneel Chakraborty , Abhay Sharma , Jyotirmoy Dutta , Hari Dilip Kumar

This paper presents IoT Miner, a novel framework for automatically creating high-level event logs from raw industrial sensor data to support process mining. In many real-world settings, such as mining or manufacturing, standard event logs…

Software Engineering · Computer Science 2025-09-09 Edyta Brzychczy , Urszula Jessen , Krzysztof Kluza , Sridhar Sriram , Manuel Vargas Nettelnstroth

Time series (TS) are present in many fields of knowledge, research, and engineering. The processing and analysis of TS are essential in order to extract knowledge from the data and to tackle forecasting or predictive maintenance tasks among…

Computation and Language · Computer Science 2022-02-02 Manuel Parra-Royón , Francisco Baldan , Ghislain Atemezing , J. M. Benitez

Today, data is growing at a tremendous rate and, according to the International Data Corporation, it is expected to reach 175 zettabytes by 2025. The International Data Corporation also forecasts that more than 150B devices will be…

Databases · Computer Science 2021-07-09 Valentina Janev

With the popularity of Internet of Things (IoT), edge computing and cloud computing, more and more stream analytics applications are being developed including real-time trend prediction and object detection on top of IoT sensing data. One…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-16 Xin Wang , Azim Khan , Jianwu Wang , Aryya Gangopadhyay , Carl E. Busart , Jade Freeman

Time Series Data Server (TSDS) is a software package for implementing a server that provides fast super-setting, sub-setting, filtering, and uniform gridding of time series-like data. TSDS was developed to respond quickly to requests for…

Databases · Computer Science 2010-05-06 R. S. Weigel , D. M. Lindholm , A. Wilson , J. Faden

A novel semantic approach to data selection and compression is presented for the dynamic adaptation of IoT data processing and transmission within "wireless islands", where a set of sensing devices (sensors) are interconnected through…

Networking and Internet Architecture · Computer Science 2017-02-21 Igor Burago , Marco Levorato , Sameer Singh

The growing trends in automation, Internet of Things, big data and cloud computing technologies have led to the fourth industrial revolution (Industry 4.0), where it is possible to visualize and identify patterns and insights, which results…

Artificial Intelligence · Computer Science 2024-01-19 Idoia Berges , Víctor Julio Ramírez-Durán , Arantza Illarramendi

Semantic communication has emerged as a promising paradigm to tackle the challenges of massive growing data traffic and sustainable data communication. It shifts the focus from data fidelity to goal-oriented or task-oriented semantic…

Machine Learning · Computer Science 2025-09-22 Guoyou Sun , Panagiotis Karras , Qi Zhang

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.…

Machine Learning · Computer Science 2025-09-24 Muhammad Sakib Khan Inan , Kewen Liao

Recognizing the promise of natural language interfaces to databases, prior studies have emphasized the development of text-to-SQL systems. While substantial progress has been made in this field, existing research has concentrated on…

Timeseries partitioning is an essential step in most machine-learning driven, sensor-based IoT applications. This paper introduces a sample-efficient, robust, time-series segmentation model and algorithm. We show that by learning a…

Machine Learning · Computer Science 2022-08-03 Tahiya Chowdhury , Murtadha Aldeer , Shantanu Laghate , Jorge Ortiz

Data analysis in the Internet of Things (IoT) requires us to combine event streams from a huge amount of sensors. This combination (join) of events is usually based on the time stamps associated with the events. We address two challenges in…

Databases · Computer Science 2019-12-11 Jonas Traub , Julius Hülsmann , Sebastian Breß , Tilmann Rabl , Volker Markl

Securing the Internet of Things (IoT) is a necessary milestone toward expediting the deployment of its applications and services. In particular, the functionality of the IoT devices is extremely dependent on the reliability of their message…

Information Theory · Computer Science 2017-11-07 Aidin Ferdowsi , Walid Saad

Advanced systems such as IoT comprise many heterogeneous, interconnected, and autonomous entities operating in often highly dynamic environments. Due to their large scale and complexity, large volumes of monitoring data are generated and…

Software Engineering · Computer Science 2020-04-09 Lucas Sakizloglou , Sona Ghahremani , Thomas Brand , Matthias Barkowsky , Holger Giese

Sensors are present in various forms all around the world such as mobile phones, surveillance cameras, smart televisions, intelligent refrigerators and blood pressure monitors. Usually, most of the sensors are a part of some other system…

Databases · Computer Science 2019-07-18 Cihan Küçükkeçeci , Adnan Yazıcı

In the sensing as a service paradigm, Internet of Things (IoT) Middleware platforms allow data consumers to retrieve the data they want without knowing the underlying technical details of IoT resources (i.e. sensors and data processing…

Networking and Internet Architecture · Computer Science 2016-06-30 Charith Perera , Athanasios V. Vasilakos