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This paper presents a methodology for simulating the Internet of Things (IoT) using multi-level simulation models. With respect to conventional simulators, this approach allows us to tune the level of detail of different parts of the model…

Performance · Computer Science 2018-08-08 Stefano Ferretti , Gabriele D'Angelo , Vittorio Ghini , Moreno Marzolla

The majority of IoT devices like smartwatches, smart plugs, HVAC controllers, etc., are powered by hardware with a constrained specification (low memory, clock speed and processor) which is insufficient to accommodate and execute large,…

Low-Latency IoT applications such as autonomous vehicles, augmented/virtual reality devices and security applications require high computation resources to make decisions on the fly. However, these kinds of applications cannot tolerate…

Networking and Internet Architecture · Computer Science 2022-01-31 Amine Abouaomar , Soumaya Cherkaoui , Zoubeir Mlika , Abdellatif Kobbane

This paper introduces an innovative design for robotic operating platforms, underpinned by a transformative Internet of Things (IoT) architecture, seamlessly integrating cutting-edge technologies such as large language models (LLMs),…

Networking and Internet Architecture · Computer Science 2025-07-01 Huiwen Han

Artificial Intelligence/Machine Learning techniques have been widely used in software engineering to improve developer productivity, the quality of software systems, and decision-making. However, such AI/ML models for software engineering…

Software Engineering · Computer Science 2020-12-04 Chakkrit Tantithamthavorn , Jirayus Jiarpakdee , John Grundy

Mobile devices have become an indispensable component of Internet of Things (IoT). However, these devices have resource constraints in processing capabilities, battery power, and storage space, thus hindering the execution of…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-25 Abdullah Yousafzai , Ibrar Yaqoob , Muhammad Imran , Abdullah Gani , Rafidah Md Noor

Tiny machine learning (TinyML), executing AI workloads on resource and power strictly restricted systems, is an important and challenging topic. This brief firstly presents an extremely tiny backbone to construct high efficiency CNN models…

Image and Video Processing · Electrical Eng. & Systems 2023-06-02 Kunran Xu , Huawei Zhang , Yishi Li , Yuhao Zhang , Rui Lai , Yi Liu

A large number of emerging IoT applications rely on machine learning routines for analyzing data. Executing such tasks at the user devices improves response time and economizes network resources. However, due to power and computing…

Networking and Internet Architecture · Computer Science 2020-03-10 A. Galanopoulos , A. G. Tasiopoulos , G. Iosifidis , T. Salonidis , D. J. Leith

With the rapid advances in IoT, edge and cloud computing solutions, it is critical to educate and train students in computer science and engineering in various aspects of IoT-edge-cloud (IoT-E-C) system architecture implementations. We…

Networking and Internet Architecture · Computer Science 2021-04-27 Jasenka Dizdarevic , Admela Jukan

Malware intrusion is problematic for Internet of Things (IoT) and Artificial Intelligence of Things (AIoT) devices as they often reside in an ecosystem of connected devices, such as a smart home. If any devices are infected, the whole…

Cryptography and Security · Computer Science 2024-04-09 Felicia Lo , Shin-Ming Cheng , Rafael Kaliski

Machine learning (ML) is transforming modern physics research, but practical, hands-on experience with ML techniques remains limited due to cost and complexity barriers. To address this gap, we introduce an affordable, autonomous,…

Physics Education · Physics 2026-04-16 Yang Liu , Qianjie Lei , Xiaolong He , Yizhe Xue , Kexin He , Haitao Yang , Yong Wang , Xian Zhang , Li Yang , Yichun Zhou , Ruiqi Hu , Yong Xie

Machine learning (ML) and artificial intelligence (AI) have recently made a significant impact on improving the operations of wireless networks and establishing intelligence at the edge. In return, rare efforts were made to explore how…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-16 Sameh Sorour , Umair Mohammad , Amr Abutuleb , Hossam Hassanein

Machine learning (ML) and artificial intelligence (AI) techniques have now become commonplace in software products and services. When threat modelling a system, it is therefore important that we consider threats unique to ML and AI…

Cryptography and Security · Computer Science 2024-01-17 Vimal Kumar , Juliette Mayo , Khadija Bahiss

Extreme edge devices or Internet-of-thing nodes require both ultra-low power always-on processing as well as the ability to do on-demand sampling and processing. Moreover, support for IoT applications like voice recognition, machine…

Hardware Architecture · Computer Science 2023-01-24 Vikram Jain , Sebastian Giraldo , Jaro De Roose , Linyan Mei , Bert Boons , Marian Verhelst

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…

Machine Learning · Computer Science 2024-12-30 Jiao Chen , Jiayi He , Fangfang Chen , Zuohong Lv , Jianhua Tang , Weihua Li , Zuozhu Liu , Howard H. Yang , Guangjie Han

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…

This paper deals with the problem of properly simulating the Internet of Things (IoT). Simulating an IoT allows evaluating strategies that can be employed to deploy smart services over different kinds of territories. However, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-09-21 Gabriele D'Angelo , Stefano Ferretti , Vittorio Ghini

Nowadays, Neural Networks represent a major expectation for the realization of powerful Deep Learning algorithms, which can determine several physical systems' behaviors and operations. Computational resources required for model, training,…

Machine Learning · Computer Science 2021-03-02 Giulia Crocioni , Giambattista Gruosso , Danilo Pau , Davide Denaro , Luigi Zambrano , Giuseppe di Giore

Internet of Things (IoT) devices are progressively being utilised in a variety of edge applications to monitor and control home and industry infrastructure. Due to the limited compute and energy resources, active security protections are…

Cryptography and Security · Computer Science 2022-10-10 Liam Daly Manocchio , Siamak Layeghy , Marius Portmann

Internet of Things (IoT) promises to bring ease of monitoring, better efficiency and innovative services across many domains with connected devices around us. With information from critical parts of infrastructure and powerful cloud-based…

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