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Tiny Machine Learning enables real-time, energy-efficient data processing directly on microcontrollers, making it ideal for Internet of Things sensor networks. This paper presents a compact TinyML pipeline for detecting anomalies in…

Machine Learning · Computer Science 2026-03-30 Amar Almaini , Jakob Folz , Ghadeer Ashour

Data-driven decision making is becoming an integral part of manufacturing companies. Data is collected and commonly used to improve efficiency and produce high quality items for the customers. IoT-based and other forms of object tracking…

Artificial Intelligence · Computer Science 2022-10-05 Peter Baumgartner , Daniel Smith , Mashud Rana , Reena Kapoor , Elena Tartaglia , Andreas Schutt , Ashfaqur Rahman , John Taylor , Simon Dunstall

The emerging field of artificial intelligence of things (AIoT, AI+IoT) is driven by the widespread use of intelligent infrastructures and the impressive success of deep learning (DL). With the deployment of DL on various intelligent…

Machine Learning · Computer Science 2023-09-28 Sicong Liu , Bin Guo , Cheng Fang , Ziqi Wang , Shiyan Luo , Zimu Zhou , Zhiwen Yu

With the recent advances in radio-frequency identification (RFID), low-cost wireless sensor devices, and Web technologies, the Internet of Things (IoT) approach has gained momentum in connecting everyday objects to the Internet and…

With the proliferation of the Internet and smart devices, IoT technology has seen significant advancements and has become an integral component of smart homes, urban security, smart logistics, and other sectors. IoT facilitates real-time…

Cryptography and Security · Computer Science 2024-12-12 Yining Pang , Chenghan Li

The increasing demands for sustainable and efficient manufacturing systems have driven the integration of Internet of Things (IoT) technologies into smart manufacturing. This study investigates IoT-enabled systems designed to enhance energy…

Networking and Internet Architecture · Computer Science 2025-02-06 Bazigu Alex , Mwebaze Johnson

The rapid advancement of artificial intelligence (AI) is changing our lives in many ways. One application domain is data science. New techniques in automating the creation of AI, known as AutoAI or AutoML, aim to automate the work practices…

Human-Computer Interaction · Computer Science 2019-09-06 Dakuo Wang , Justin D. Weisz , Michael Muller , Parikshit Ram , Werner Geyer , Casey Dugan , Yla Tausczik , Horst Samulowitz , Alexander Gray

The Internet of Underwater Things (IoUT) is becoming a critical infrastructure for ocean observation, marine resource management, and climate science. Its development is hindered by severe acoustic attenuation, propagation delays far…

Systems and Control · Electrical Eng. & Systems 2026-03-10 Kenechi Omeke , Attai Abubakar , Michael Mollel , Lei Zhang , Qammer H. Abbasi , Muhammad Ali Imran

Modern approach to artificial intelligence (AI) aims to design algorithms that learn directly from data. This approach has achieved impressive results and has contributed significantly to the progress of AI, particularly in the sphere of…

Machine Learning · Computer Science 2024-03-20 Alhassan Mumuni , Fuseini Mumuni

Over the last decade, the long-running endeavour to automate high-level processes in machine learning (ML) has risen to mainstream prominence, stimulated by advances in optimisation techniques and their impact on selecting ML…

Machine Learning · Computer Science 2022-03-30 David Jacob Kedziora , Katarzyna Musial , Bogdan Gabrys

Number of IoT devices is constantly increasing which results in greater complexity of computations and high data velocity. One of the approach to process sensor data is dataflow programming. It enables the development of reactive software…

Networking and Internet Architecture · Computer Science 2020-05-25 Tomasz Szydlo , Joanna Sendorek , Robert Brzoza-Woch , Mateusz Windak

Current research on Internet of Things (IoT) mainly focuses on how to enable general objects to see, hear, and smell the physical world for themselves, and make them connected to share the observations. In this paper, we argue that only…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-11-19 Guoru Ding , Long Wang , Qihui Wu

The Internet of Things (IoT) is one of the fastest-growing computing industries. By the end of 2027, more than 29 billion devices are expected to be connected. These smart devices can communicate with each other with and without human…

Cryptography and Security · Computer Science 2024-10-21 Rami Darwish , Mahmoud Abdelsalam , Sajad Khorsandroo

Data science (DS) projects often follow a lifecycle that consists of laborious tasks for data scientists and domain experts (e.g., data exploration, model training, etc.). Only till recently, machine learning(ML) researchers have developed…

Human-Computer Interaction · Computer Science 2021-01-15 Dakuo Wang , Josh Andres , Justin Weisz , Erick Oduor , Casey Dugan

In recent years we have witnessed a boom in Internet of Things (IoT) device deployments, which has resulted in big data and demand for low-latency communication. This shift in the demand for infrastructure is also enabling real-time…

Machine Learning · Computer Science 2021-01-13 Emmanuel Raj , Magnus Westerlund , Leonardo Espinosa-Leal

Clouds gather a vast volume of telemetry from their networked systems which contain valuable information that can help solve many of the problems that continue to plague them. However, it is hard to extract useful information from such raw…

Networking and Internet Architecture · Computer Science 2020-04-28 Behnaz Arzani , Bita Rouhani

The large increase in the number of Internet of Things (IoT) devices have revolutionised the way data is processed, which added to the current trend from cloud to edge computing has resulted in the need for efficient and reliable data…

Networking and Internet Architecture · Computer Science 2024-03-15 Jose-Carlos Gamazo-Real , Raul Torres Fernandez , Adrian Murillo Armas

IoT as a domain has grown so much in the last few years that it rivals that of the mobile network environments in terms of data volumes as well as cybersecurity threats. The confidentiality and privacy of data within IoT environments have…

Cryptography and Security · Computer Science 2023-10-18 Vishal Karanam

Machine learning (ML) methods have been developing rapidly, but configuring and selecting proper methods to achieve a desired performance is increasingly difficult and tedious. To address this challenge, automated machine learning (AutoML)…

Artificial Intelligence · Computer Science 2024-02-28 Zhenqian Shen , Yongqi Zhang , Lanning Wei , Huan Zhao , Quanming Yao

IoT platforms, particularly smart home platforms providing significant convenience to people's lives such as Apple HomeKit and Samsung SmartThings, allow users to create automation rules through trigger-action programming. However, some…

Cryptography and Security · Computer Science 2024-11-19 Ye Cheng , Minghui Xu , Yue Zhang , Kun Li , Ruoxi Wang , Lian Yang
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