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In the wake of disruptive IoT technologies generating massive amounts of diverse data, Machine Learning (ML) will play a crucial role in bringing intelligence to Internet of Things (IoT) networks. This paper provides a comprehensive…

网络与互联网体系结构 · 计算机科学 2024-12-30 Zhengdong Li

Artificial intelligence (AI) has witnessed a substantial breakthrough in a variety of Internet of Things (IoT) applications and services, spanning from recommendation systems to robotics control and military surveillance. This is driven by…

分布式、并行与集群计算 · 计算机科学 2022-08-30 Emna Baccour , Naram Mhaisen , Alaa Awad Abdellatif , Aiman Erbad , Amr Mohamed , Mounir Hamdi , Mohsen Guizani

In the era of the Internet of Things (IoT), an enormous amount of sensing devices collect and/or generate various sensory data over time for a wide range of fields and applications. Based on the nature of the application, these devices will…

网络与互联网体系结构 · 计算机科学 2018-06-06 Mehdi Mohammadi , Ala Al-Fuqaha , Sameh Sorour , Mohsen Guizani

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

The use of deep learning (DL) on Internet of Things (IoT) and mobile devices offers numerous advantages over cloud-based processing. However, such devices face substantial energy constraints to prolong battery-life, or may even operate…

机器学习 · 计算机科学 2025-05-20 Josh Millar , Hamed Haddadi , Anil Madhavapeddy

Internet-of-Things (IoT) refers to a massively heterogeneous network formed through smart devices connected to the Internet. In the wake of disruptive IoT with a huge amount and variety of data, Machine Learning (ML) and Deep Learning (DL)…

网络与互联网体系结构 · 计算机科学 2019-07-23 Fatima Hussain , Syed Ali Hassan , Rasheed Hussain , Ekram Hossain

The Internet of Things (IoT) integrates billions of smart devices that can communicate with one another with minimal human intervention. It is one of the fastest developing fields in the history of computing, with an estimated 50 billion…

密码学与安全 · 计算机科学 2018-07-31 Mohammed Ali Al-Garadi , Amr Mohamed , Abdulla Al-Ali , Xiaojiang Du , Mohsen Guizani

Energy efficiency has emerged as a defining constraint in the evolution of sustainable Internet of Things (IoT) networks. This work moves beyond simulation-based or device-centric studies to deliver measurement-driven, network-level smart…

网络与互联网体系结构 · 计算机科学 2025-10-14 Mohammud J. Bocus , Senhui Qiu , Robert J. Piechocki , Kerstin Eder

The recent advancements in the Internet of Things (IoT) are giving rise to the proliferation of interconnected devices, enabling various smart applications. These enormous number of IoT devices generates a large capacity of data that…

信号处理 · 电气工程与系统科学 2020-08-18 Ruhul Amin Khalil , Nasir Saeed , Yasaman Moradi Fard , Tareq Y. Al-Naffouri , Mohamed-Slim Alouini

In the Internet of Things (IoT) era, billions of sensors and devices collect and process data from the environment, transmit them to cloud centers, and receive feedback via the internet for connectivity and perception. However, transmitting…

人工智能 · 计算机科学 2020-11-18 Jing Zhang , Dacheng Tao

The Internet of Things (IoT) has become integral to modern technology, enhancing daily life and industrial processes through seamless connectivity. However, the rapid expansion of IoT systems presents significant sustainability challenges,…

系统与控制 · 电气工程与系统科学 2026-01-19 Luisa Schuhmacher , Jimmy Fernandez Landivar , Ihsane Gryech , Hazem Sallouha , Michele Rossi , Sofie Pollin

This work provides a comparative analysis illustrating how Deep Learning (DL) surpasses Machine Learning (ML) in addressing tasks within Internet of Things (IoT), such as attack classification and device-type identification. Our approach…

密码学与安全 · 计算机科学 2023-12-04 Mounia Hamidouche , Eugeny Popko , Bassem Ouni

Advances in mobile computing capabilities and an increasing number of Internet of Things (IoT) devices have enriched the possibilities of the IoT but have also increased the cognitive load required of IoT users. Existing context-aware…

计算机与社会 · 计算机科学 2020-02-04 Jie Hua , Chenguang Liu , Tomasz Kalbarczyk , Catherine Wright , Gruia-Catalin Roman , Christine Julien

In real-time Industrial Internet of Things (IIoT), e.g., monitoring and control scenarios, the freshness of data is crucial to maintain the system functionality and stability. In this paper, we propose an AoI-Aware Deep Learning (AA-DL)…

网络与互联网体系结构 · 计算机科学 2023-11-23 Hossam Farag , Mohamed Ragab , Cedomir Stefanovic

The Internet of Things (IoT) extends the Internet connectivity into billions of IoT devices around the world, where the IoT devices collect and share information to reflect status of the physical world. The Autonomous Control System (ACS),…

机器学习 · 计算机科学 2020-04-14 Lei Lei , Yue Tan , Kan Zheng , Shiwen Liu , Kuan Zhang , Xuemin , Shen

The integration of the Internet of Things (IoT) and modern Artificial Intelligence (AI) has given rise to a new paradigm known as the Artificial Intelligence of Things (AIoT). In this survey, we provide a systematic and comprehensive review…

网络与互联网体系结构 · 计算机科学 2024-10-29 Shakhrul Iman Siam , Hyunho Ahn , Li Liu , Samiul Alam , Hui Shen , Zhichao Cao , Ness Shroff , Bhaskar Krishnamachari , Mani Srivastava , Mi Zhang

With the wide spread of sensors and smart devices in recent years, the data generation speed of the Internet of Things (IoT) systems has increased dramatically. In IoT systems, massive volumes of data must be processed, transformed, and…

机器学习 · 计算机科学 2022-09-19 Li Yang , Abdallah Shami

Machine learning (ML) technologies are emerging in the Internet of Things (IoT) to provision intelligent services. This survey moves beyond existing ML algorithms and cloud-driven design to investigate the less-explored systems, scaling and…

计算机与社会 · 计算机科学 2020-12-02 Wiebke Toussaint , Aaron Yi Ding

Internet of Intelligent Things (IoIT), an emerging field, combines the utility of Internet of Things (IoT) devices with the innovation of embedded AI algorithms. However, it does not come without challenges, and struggles regarding…

网络与互联网体系结构 · 计算机科学 2025-09-16 Vadim Allayev , Mahbubur Rahman

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…

机器学习 · 计算机科学 2021-01-13 Emmanuel Raj , Magnus Westerlund , Leonardo Espinosa-Leal
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