English
Related papers

Related papers: Edge Computing for IoT

200 papers

The significant computational requirements of deep learning present a major bottleneck for its large-scale adoption on hardware-constrained IoT-devices. Here, we envision a new paradigm called EdgeAI to address major impediments associated…

Machine Learning · Computer Science 2019-10-24 Kartikeya Bhardwaj , Naveen Suda , Radu Marculescu

In recent years, the number of Internet of Things (IoT) devices/sensors has increased to a great extent. To support the computational demand of real-time latency-sensitive applications of largely geo-distributed IoT devices/sensors, a new…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-24 Redowan Mahmud , Ramamohanarao Kotagiri , Rajkumar Buyya

In various scenarios, achieving security between IoT devices is challenging since the devices may have different dedicated communication standards, resource constraints as well as various applications. In this article, we first provide…

Cryptography and Security · Computer Science 2017-09-20 Ruei-Hau Hsu , Jemin Lee , Tony Q. S. Quek , Jyh-Cheng Chen

Soon after realizing that Cloud Computing could indeed help several industries overcome classical product-centric approaches in favor of more affordable service-oriented business models, we are witnessing the rise of a new disruptive…

Networking and Internet Architecture · Computer Science 2019-09-04 Mattia Antonini , Massimo Vecchio , Fabio Antonelli

The Internet and computer commercialization have transformed the computing systems area over the past sixty years, affecting society. Computer systems have evolved to meet diverse social needs thanks to technological advances. The Internet…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-08-06 Muhammed Golec , Sukhpal Singh Gill

Edge computing has emerged as a distributed computing paradigm to overcome practical scalability limits of cloud computing. The main principle of edge computing is to leverage on computational resources outside of the cloud for performing…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-10-07 João Leitão , Pedro Ákos Costa , Maria Cecília Gomes , Nuno Preguiça

Edge computing and artificial intelligence (AI), especially deep learning for nowadays, are gradually intersecting to build a novel system, called edge intelligence. However, the development of edge intelligence systems encounters some…

Machine Learning · Computer Science 2021-12-07 Di Liu , Hao Kong , Xiangzhong Luo , Weichen Liu , Ravi Subramaniam

Internet of Things (IoT), the emerging computing infrastructure that refers to the networked interconnection of physical objects, incorporates a plethora of digital systems that are being developed by means of a large number of…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-24 Asad Javed , Keijo Heljanko , Andrea Buda , Kary Främling

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

As the Internet of Things (IoT) becomes a part of our daily life, there is a rapid growth in connected devices. A well-established approach based on cloud computing technologies cannot provide the necessary quality of service in such an…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-23 Alexandra A. Kirsanova , Gleb I. Radchenko , Andrei N. Tchernykh

The rapid technological advances in the Internet of Things (IoT) allows the blueprint of Smart Cities to become feasible by integrating heterogeneous cloud/fog/edge computing paradigms to collaboratively provide variant smart services in…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-07 Qian Qu , Ronghua Xu , Seyed Yahya Nikouei , Yu Chen

Computing at the edge is increasingly important as Internet of Things (IoT) devices at the edge generate massive amounts of data and pose challenges in transporting all that data to the Cloud where they can be analyzed. On the other hand,…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-28 Christian Makaya , Keith Grueneberg , Bongjun Ko , David Wood , Nirmit Desai , Xiping Wang

The fifth generation (5G) mobile network will enable the Internet of Things (IoT) to take a large leap into the age of future computing. As a result of extended connectivity, high speed, reduced latency services being provided by 5G, IoT…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-07-09 Sejuti Banik , Irvin Steve Cardenas , Jong Hoon Kim

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

Edge Artificial Intelligence (AI) incorporates a network of interconnected systems and devices that receive, cache, process, and analyze data in close communication with the location where the data is captured with AI technology. Recent…

Owing to the large volume of sensed data from the enormous number of IoT devices in operation today, centralized machine learning algorithms operating on such data incur an unbearable training time, and thus cannot satisfy the requirements…

Signal Processing · Electrical Eng. & Systems 2020-07-21 Shashank Jere , Qiang Fan , Bodong Shang , Lianjun Li , Lingjia Liu

Edge computing has become a promising computing paradigm for building IoT (Internet of Things) applications, particularly for applications with specific constraints such as latency or privacy requirements. Due to resource constraints at the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-15 Fei Hu , Kunal Mehta , Shivakant Mishra , Mohammad AlMutawa

Emerging technologies like the Internet of Things (IoT) require latency-aware computation for real-time application processing. In IoT environments, connected things generate a huge amount of data, which are generally referred to as big…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-12-18 Ranesh Kumar Naha , Saurabh Garg , Dimitrios Georgakopoulos , Prem Prakash Jayaraman , Longxiang Gao , Yong Xiang , Rajiv Ranjan

Mobile edge computing (MEC) has been considered as a promising technique for internet of things (IoT). By deploying edge servers at the proximity of devices, it is expected to provide services and process data at a relatively low delay by…

Networking and Internet Architecture · Computer Science 2020-04-30 Shuo Wan , Jiaxun Lu , Pingyi Fan , Khaled B. Letaief

The edge-cloud continuum has emerged as a transformative paradigm that meets the growing demand for low-latency, scalable, end-to-end service delivery by integrating decentralized edge resources with centralized cloud infrastructures.…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-04 Loris Belcastro , Fabrizio Marozzo , Alessio Orsino , Domenico Talia , Paolo Trunfio