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The adoption of Software Defined Networking (SDN) within traditional networks has provided operators the ability to manage diverse resources and easily reconfigure networks as requirements change. Recent research has extended this concept…

Networking and Internet Architecture · Computer Science 2019-05-30 Michael Baddeley , Usman Raza , Aleksandar Stanoev , George Oikonomou , Reza Nejabati , Mahesh Sooriyabandara , Dimitra Simeonidou

We propose a novel spatio-temporal service composition framework for crowdsourcing multiple IoT energy services to cater to multiple energy requests. We define a new energy service model to leverage the wearable-based energy and wireless…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-22 Amani Abusafia , Abdallah Lakhdari , Athman Bouguettaya

In-storage computing with modern solid-state drives (SSDs) enables developers to offload programs from the host to the SSD. It has been proven to be an effective approach to alleviating the I/O bottleneck. To facilitate in-storage…

Cryptography and Security · Computer Science 2022-05-16 Yuqi Xue , Luyi Kang , Weiwei Jia , Xiaohao Wang , Jongryool Kim , Changhwan Youn , Myeong Joon Kang , Hyung Jin Lim , Bruce Jacob , Jian Huang

The rapid growth of IoT devices has led to an enormous amount of sensor data that requires transmission to cloud servers for processing, resulting in excessive network congestion, increased latency and high energy consumption. This is…

Machine Learning · Computer Science 2025-11-25 Dora Krekovic , Mario Kusek , Ivana Podnar Zarko , Danh Le-Phuoc

Similarly to elsewhere on the Internet, practical security in the Internet of Things (IoT) is achieved by combining an array of mechanisms, at work at all layers of the protocol stack, in system software, and in hardware. Standard protocols…

Cryptography and Security · Computer Science 2020-12-11 Gabriele Restuccia , Hannes Tschofenig , Emmanuel Baccelli

Service function chaining (SFC) is promising to implement flexible and scalable virtual network infrastructure for the Internet of Things (IoT). Edge computing is envisioned to be an effective solution to process huge amount of IoT…

Networking and Internet Architecture · Computer Science 2020-06-16 Jing Liu , Guochu Shou , Qingtian Wang , Yaqiong Liu , Yihong Hu , Zhigang Guo

This paper proposes a hierarchical solution to scale streaming services across quality and resource dimensions. Modern scenarios, like smart cities, heavily rely on the continuous processing of IoT data to provide real-time services and…

Performance · Computer Science 2025-03-07 Boris Sedlak , Andrea Morichetta , Philipp Raith , Víctor Casamayor Pujol , Schahram Dustdar

An increasing number of low-power Internet of Things (IoT) devices will be widely deployed in the near future. Considering the short-range communication of low-power devices, multi-hop transmissions will become an important transmission…

Networking and Internet Architecture · Computer Science 2019-08-28 Yuna Jiang , Xiaohu Ge , Yi Zhong , Guoqiang Mao , Yonghui Li

Hierarchical edge-cloud computing-aided Internet of Things (IoT) networks offer low-latency and cost-efficient services to a growing number of data-intensive IoT devices. However, optimizing service placement, which involves determining the…

Applications in cyber-physical systems are increasingly coupled with online instruments to perform long running, continuous data processing. Such "always on" dataflow applications are dynamic, where they need to change the applications…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-06-24 Yogesh Simmhan , Alok Kumbhare

Next-generation IoT applications increasingly span across autonomous administrative entities, necessitating silo-cooperative scheduling to leverage diverse computational resources while preserving data privacy. However, realizing efficient…

Machine Learning · Computer Science 2026-03-17 Zhiyu Wang , Mohammad Goudarzi , Mingming Gong , Rajkumar Buyya

With the advent of the Internet of Things (IoT) and 5G networks, edge computing is offering new opportunities for business model and use cases innovations. Service providers can now virtualize the cloud beyond the data center to meet the…

Networking and Internet Architecture · Computer Science 2022-01-13 Boubakr Nour , Soumaya Cherkaoui

The use of lightweight machine learning (ML) models in internet of things (IoT) networks enables resource constrained IoT devices to perform on-device inference for several critical applications. However, the inference accuracy deteriorates…

Machine Learning · Computer Science 2025-12-16 Henrik C. M. Frederiksen , Junya Shiraishi , Cedomir Stefanovic , Hei Victor Cheng , Shashi Raj Pandey

Fog computing is a promising computing paradigm for time-sensitive Internet of Things (IoT) applications. It helps to process data close to the users, in order to deliver faster processing outcomes than the Cloud; it also helps to reduce…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-02 Ranesh Kumar Naha , Saurabh Garg , Sudheer Kumar Battula , Muhammad Bilal Amin , Dimitrios Georgakopoulos

Applications in the Internet of Things (IoT) utilize machine learning to analyze sensor-generated data. However, a major challenge lies in the lack of targeted intelligence in current sensing systems, leading to vast data generation and…

Machine Learning · Computer Science 2024-02-08 Wenjun Huang , Arghavan Rezvani , Hanning Chen , Yang Ni , Sanggeon Yun , Sungheon Jeong , Mohsen Imani

This paper studies an edge intelligence-based IoT network in which a set of edge servers learn a shared model using federated learning (FL) based on the datasets uploaded from a multi-technology-supported IoT network. The data uploading…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-01 Yong Xiao , Yingyu Li , Guangming Shi , H. Vincent Poor

Current cloud-based smart systems suffer from weaknesses such as high response latency, limited network bandwidth and the restricted computing power of smart end devices which seriously affect the system's QoS (Quality of Service).…

Software Engineering · Computer Science 2021-02-02 Xuejun Li , Ran Ding , Xiao Liu , Jia Xu , Yun Yang , John Grundy

In recent years, there has been a significant expansion in the Internet of Things (IoT), with a growing number of devices being connected to the internet. This has led to an increase in data collection and analysis as well as the…

Networking and Internet Architecture · Computer Science 2024-04-26 Mohammed A. Alshahrani , Ahmad Adnan Qidan , Taisir E. H. El-Gorashi , Jaafar M. H. Elmirghani

The current hardware landscape and application scale is driving performance engineers towards writing bespoke optimizations. Verifying such optimizations, and generating minimal failing cases, is important for robustness in the face of…

Software Engineering · Computer Science 2023-06-29 Philipp Schaad , Timo Schneider , Tal Ben-Nun , Alexandru Calotoiu , Alexandros Nikolaos Ziogas , Torsten Hoefler

IoT devices have limited hardware capabilities and are often deployed in remote areas. Consequently, advanced vision models surpass such devices' processing and storage capabilities, requiring offloading of such tasks to the cloud. However,…

Computer Vision and Pattern Recognition · Computer Science 2025-04-21 Ali Hojjat , Janek Haberer , Tayyaba Zainab , Olaf Landsiedel