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The exponential growth of Internet-connected devices has presented challenges to traditional centralized computing systems due to latency and bandwidth limitations. Edge computing has evolved to address these difficulties by bringing…

The advent of Large Language Models (LLMs) has profoundly transformed our lives, revolutionizing interactions with AI and lowering the barrier to AI usage. While LLMs are primarily designed for natural language interaction, the extensive…

Computation and Language · Computer Science 2025-03-10 Leming Shen , Qiang Yang , Yuanqing Zheng , Mo Li

Machine Learning (ML), particularly deep learning, has seen vast advancements, leading to the rise of Machine Learning-Enabled Systems (MLS). However, numerous software engineering challenges persist in propelling these MLS into production,…

Software Engineering · Computer Science 2023-08-22 Shubham Kulkarni , Arya Marda , Karthik Vaidhyanathan

The dynamic environment context necessitates harnessing digital technologies, including artificial intelligence and the Internet of Things, to supply high-resolution, real-time meteorological data to support agricultural decision-making and…

Other Computer Science · Computer Science 2025-01-28 Suman Kumar Das , Pujyasmita Nayak

Federated Learning (FL) has recently become an effective approach for cyberattack detection systems, especially in Internet-of-Things (IoT) networks. By distributing the learning process across IoT gateways, FL can improve learning…

IoT systems face significant challenges in adapting to user needs, which are often under-specified and evolve with changing environmental contexts. To address these complexities, users should be able to explore possibilities, while IoT…

Software Engineering · Computer Science 2025-02-04 Bassam Adnan , Sathvika Miryala , Aneesh Sambu , Karthik Vaidhyanathan , Martina De Sanctis , Romina Spalazzese

IoT systems have been facing increasingly sophisticated technical problems due to the growing complexity of these systems and their fast deployment practices. Consequently, IoT managers have to judiciously detect failures (anomalies) in…

Machine Learning · Computer Science 2021-02-12 Mustafa Abdallah , Wo Jae Lee , Nithin Raghunathan , Charilaos Mousoulis , John W. Sutherland , Saurabh Bagchi

This research focused on the development of a cost-effective IoT solution for energy and environment monitoring geared towards manufacturing industries. The proposed system is developed using open-source software that can be easily deployed…

Systems and Control · Electrical Eng. & Systems 2026-02-24 Nitol Saha , Md Masruk Aulia , Md. Mostafizur Rahman , Mohammed Shafiul Alam Khan

Multilinear Compressive Learning (MCL) is an efficient signal acquisition and learning paradigm for multidimensional signals. The level of signal compression affects the detection or classification performance of a MCL model, with higher…

Computer Vision and Pattern Recognition · Computer Science 2021-09-06 Dat Thanh Tran , Moncef Gabbouj , Alexandros Iosifidis

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

Address Resolution Protocol (ARP) spoofing remains a critical threat to IoT networks, enabling attackers to intercept, modify, or disrupt data transmission by exploiting ARP's lack of authentication. The decentralized and…

Cryptography and Security · Computer Science 2025-07-30 Anas Ali , Mubashar Husain , Peter Hans

Resource-constrained IoT devices, such as sensors and actuators, have become ubiquitous in recent years. This has led to the generation of large quantities of data in real-time, which is an appealing target for AI systems. However,…

Machine Learning · Computer Science 2021-10-07 M. G. Sarwar Murshed , Christopher Murphy , Daqing Hou , Nazar Khan , Ganesh Ananthanarayanan , Faraz Hussain

The fiercely competitive business environment and increasingly personalized customization needs are driving the digital transformation and upgrading of the manufacturing industry. IIoT intelligence, which can provide innovative and…

Artificial Intelligence · Computer Science 2024-02-23 Yujiao Hu , Qingmin Jia , Yuao Yao , Yong Lee , Mengjie Lee , Chenyi Wang , Xiaomao Zhou , Renchao Xie , F. Richard Yu

This paper identifies and analyzes applications in which Large Language Models (LLMs) can make Internet of Things (IoT) networks more intelligent and responsive through three case studies from critical topics: DDoS attack detection,…

Artificial Intelligence · Computer Science 2024-10-28 Mingyu Zong , Arvin Hekmati , Michael Guastalla , Yiyi Li , Bhaskar Krishnamachari

Tiny machine learning (TinyML) is a fast-growing research area committed to democratizing deep learning for all-pervasive microcontrollers (MCUs). Challenged by the constraints on power, memory, and computation, TinyML has achieved…

Machine Learning · Computer Science 2021-04-13 Haoyu Ren , Darko Anicic , Thomas Runkler

The convergence of Large Language Models (LLMs) and Internet of Things (IoT) networks open new opportunities for building intelligent, responsive, and user-friendly systems. This work presents an edge-centric framework that integrates LLMs…

Networking and Internet Architecture · Computer Science 2025-07-25 Alakesh Kalita

Internet of Things (IoT) devices can apply mobile-edge computing (MEC) and energy harvesting (EH) to provide the satisfactory quality of experiences for computation intensive applications and prolong the battery lifetime. In this article,…

Networking and Internet Architecture · Computer Science 2017-12-27 Minghui Min , Dongjin Xu , Liang Xiao , Yuliang Tang , Di Wu

The rapid increase in computing power and the ability to store Big Data in the infrastructure has enabled predictions in a large variety of domains by Machine Learning. However, in many cases, existing Machine Learning tools are considered…

Machine Learning · Computer Science 2025-07-02 Nikolaos-Lysias Kosioris , Sotirios Nikoletseas , Gavrilis Filios , Stefanos Panagiotou

The Social Internet of Things (SIoT), is revolutionizing how we interact with our everyday lives. By adding the social dimension to connecting devices, the SIoT has the potential to drastically change the way we interact with smart devices.…

Social and Information Networks · Computer Science 2024-04-16 Amar Khelloufi , Huansheng Ning , Abdenacer Naouri , Abdelkarim Ben Sada , Attia Qammar , Abdelkader Khalil , Sahraoui Dhelim , Lingfeng Mao

Laser Additive Manufacturing (LAM) presents unparalleled opportunities for fabricating complex, high-performance structures and components with unique material properties. Despite these advancements, achieving consistent part quality and…

Signal Processing · Electrical Eng. & Systems 2024-04-24 Lequn Chen , Guijun Bi , Xiling Yao , Jinlong Su , Chaolin Tan , Wenhe Feng , Michalis Benakis , Youxiang Chew , Seung Ki Moon