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The proliferation of Internet of Things (IoT) devices has grown exponentially in recent years, introducing significant security challenges. Accurate identification of the types of IoT devices and their associated actions through network…

密码学与安全 · 计算机科学 2025-12-17 Reza Ryan , Napoleon Paciente , Cahil Youngs , Nickson Karie , Qian Li , Nasim Ferdosian

The proliferation of the Internet of Things (IoT) has led to an explosion of data generated by interconnected devices, presenting both opportunities and challenges for intelligent decision-making in complex environments. Traditional…

机器学习 · 计算机科学 2024-04-08 Gaith Rjoub , Saidul Islam , Jamal Bentahar , Mohammed Amin Almaiah , Rana Alrawashdeh

Deep Learning (DL) modeling has been a recent topic of interest. With the accelerating need to embed Deep Learning Networks (DLNs) to the Internet of Things (IoT) applications, many DL optimization techniques were developed to enable…

网络与互联网体系结构 · 计算机科学 2025-01-14 Samaa Elnagar , Kweku-Muata Osei-Bryson

This paper presents a security paradigm for edge devices to defend against various internal and external threats. The first section of the manuscript proposes employing machine learning models to identify MQTT-based (Message Queue Telemetry…

密码学与安全 · 计算机科学 2025-02-11 Sahar L. Qaddoori , Qutaiba I. Ali

Internet of Things (IoT) has gained widespread popularity, revolutionizing industries and daily life. However, it has also emerged as a prime target for attacks. Numerous efforts have been made to improve IoT security, and substantial IoT…

密码学与安全 · 计算机科学 2026-01-12 Ye Dong , Yan Lin Aung , Sudipta Chattopadhyay , Jianying Zhou

Nowadays, IoT devices have an enlarging scope of activities spanning from sensing, computing to acting and even more, learning, reasoning and planning. As the number of IoT applications increases, these objects are becoming more and more…

人工智能 · 计算机科学 2021-06-01 Hamed Rahimi , Iago Felipe Trentin , Fano Ramparany , Olivier Boissier

The increasing integration of machine learning across various domains has underscored the necessity for accessible systems that non-experts can utilize effectively. To address this need, the field of automated machine learning (AutoML) has…

人机交互 · 计算机科学 2024-10-24 Amr Gomaa , Michael Sargious , Antonio Krüger

Industrial Internet of Things (I-IoT) is a collaboration of devices, sensors, and networking equipment to monitor and collect data from industrial operations. Machine learning (ML) methods use this data to make high-level decisions with…

密码学与安全 · 计算机科学 2023-01-25 Onat Gungor , Tajana Rosing , Baris Aksanli

Industrial Internet-of-Things (IIoT) results from the addition of sensing and actuating capabilities to industrial environments to improve the overall manufacturing processes. Some of these systems have highly-complex tasks of…

软件工程 · 计算机科学 2020-09-15 Andreia Rodrigues , Jose Pedro Silva , Joao Pedro Dias , Hugo Sereno Ferreira

Software organizations are increasingly incorporating machine learning (ML) into their product offerings, driving a need for new data management tools. Many of these tools facilitate the initial development of ML applications, but…

软件工程 · 计算机科学 2022-07-19 Shreya Shankar , Aditya Parameswaran

Industrial AI is transitioning from traditional deep learning models to large-scale transformer-based architectures, with the Industrial Internet of Things (IIoT) playing a pivotal role. IIoT evolves from a simple data pipeline to an…

机器学习 · 计算机科学 2024-12-30 Jiao Chen , Jiayi He , Fangfang Chen , Zuohong Lv , Jianhua Tang , Weihua Li , Zuozhu Liu , Howard H. Yang , Guangjie Han

Despite the advantages of multi-agent reinforcement learning (MARL) for wireless use case such as medium access control (MAC), their real-world deployment in Internet of Things (IoT) is hindered by their sample inefficiency. To alleviate…

信息论 · 计算机科学 2025-11-14 Aswin Arun , Christo Kurisummoottil Thomas , Rimalpudi Sarvendranath , Walid Saad

Machine learning (ML) may improve and automate quality control (QC) in injection moulding manufacturing. As the labelling of extensive, real-world process data is costly, however, the use of simulated process data may offer a first step…

机器学习 · 计算机科学 2022-07-01 Steven Michiels , Cédric De Schryver , Lynn Houthuys , Frederik Vogeler , Frederik Desplentere

Fourth Industrial Revolution has brought in a new era of smart manufacturing, wherein, application of Internet of Things , and data-driven methodologies is revolutionizing the conventional maintenance. With the help of real-time data from…

系统与控制 · 电气工程与系统科学 2025-11-10 P. Vijaya Bharati , J. S. V. Siva Kumar , Sathish K Anumula , P Vamshi Krishna , Sangam Malla

For Internet of Things (IoT) systems operating in areas with limited network connectivity, reliable and safe functionality must be ensured. This can be done using special test cases which are examining system behavior in cases of network…

软件工程 · 计算机科学 2021-01-08 Matej Klima , Miroslav Bures

Intelligent IoT systems increasingly rely on large language models (LLMs) to generate task-execution methods for dynamic environments. However, existing approaches lack the ability to systematically produce new methods when facing…

计算与语言 · 计算机科学 2025-12-29 Hong Su

Consistency in product quality is of critical importance in manufacturing. However, achieving a target product quality typically involves balancing a large number of manufacturing attributes. Existing manufacturing practices for dealing…

Data is rapidly increasing in volume and velocity and the Internet of Things (IoT) is one important source of this data. The IoT is a collection of connected devices (things) which are constantly recording data from their surroundings using…

统计方法学 · 统计学 2016-09-05 Jonathan Law , Darren Wilkinson

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

The Internet of Things (IoT) is expected to require more effective and efficient wireless communications than ever before. For this reason, techniques such as spectrum sharing, dynamic spectrum access, extraction of signal intelligence and…

网络与互联网体系结构 · 计算机科学 2020-09-08 Jithin Jagannath , Nicholas Polosky , Anu Jagannath , Francesco Restuccia , Tommaso Melodia