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The advent of a new breed of enhanced multimedia services has put network operators into a position where they must support innovative services while ensuring both end-to-end Quality of Service requirements and profitability. Recently,…

Networking and Internet Architecture · Computer Science 2023-07-14 Mouhamad Dieye , Wael Jaafar , Halima Elbiaze , Roch Glitho

Management of network resources in advanced IoT applications is a challenging topic due to their distributed nature from the Edge to the Cloud, and the heavy demand of real-time data from many sources to take action in the deployment.…

Networking and Internet Architecture · Computer Science 2023-12-15 Juan José López Escobar , Manuel Ricardo , Rui Campos , Felipe Gil-Castiñeira , Rebeca P. Díaz-Redondo

The Internet of Things is transforming our society by monitoring users and infrastructures' behavior to enable new services that will improve life quality and resource management. These applications require a vast amount of localized…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-06 Román Cárdenas , Patricia Arroba , Roberto Blanco , Pedro Malagón , José L. Risco-Martín , José M. Moya

Cloud computing datacenters provide millions of virtual machines in actual cloud markets. In this context, Virtual Machine Placement (VMP) is one of the most challenging problems in cloud infrastructure management, considering the large…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-01-11 Jammily Ortigoza , Fabio Lopez-Pires , Benjamın Baran

Modern deep neural networks increasingly make use of features such as dynamic control flow, data structures and dynamic tensor shapes. Existing deep learning systems focus on optimizing and executing static neural networks which assume a…

Programming Languages · Computer Science 2021-03-15 Haichen Shen , Jared Roesch , Zhi Chen , Wei Chen , Yong Wu , Mu Li , Vin Sharma , Zachary Tatlock , Yida Wang

Recently, Deep Neural Networks (DNNs) have emerged as the dominant model across various AI applications. In the era of IoT and mobile systems, the efficient deployment of DNNs on embedded platforms is vital to enable the development of…

Computer Vision and Pattern Recognition · Computer Science 2018-06-25 Stylianos I. Venieris , Alexandros Kouris , Christos-Savvas Bouganis

Migration and replication of virtual network functions (VNFs) are well-known mechanisms to face dynamic resource requests in Internet Service Provider (ISP) edge networks. They are not only used to reallocate resources in carrier networks,…

Networking and Internet Architecture · Computer Science 2022-08-18 Francisco Carpio , Wolfgang Bziuk , Admela Jukan

The Network Function Virtualization (NFV) paradigm is enabling flexibility, programmability and implementation of traditional network functions into generic hardware, in form of Virtual Network Functions (VNFs). To provide services, the…

Networking and Internet Architecture · Computer Science 2017-11-27 Francisco Carpio , Admela Jukan

Mathematical modeling is an essential step, for example, to analyze the transient behavior of a dynamical process and to perform engineering studies such as optimization and control. With the help of first-principles and expert knowledge, a…

Machine Learning · Computer Science 2021-03-30 Pawan Goyal , Peter Benner

With the growing demand for openness, scalability, and granularity, mobile network function virtualization (NFV) has emerged as a key enabler for most mobile network operators. NFV decouples network functions from hardware devices. This…

Networking and Internet Architecture · Computer Science 2022-04-04 Wissal Attaoui , Essaid Sabir , Halima Elbiaze , Mohsen Guizani

Network softwarization is one of the major paradigm shifts in the next generation of networks. It enables programmable and flexible management and deployment of the network. Network function virtualization (NFV) is referred to the…

Networking and Internet Architecture · Computer Science 2019-11-18 Mohammad Karimzadeh Farshbafan , Vahid Shah-Mansouri , Dusit Niyato

Machine learning (ML) techniques are being increasingly used in mobile networks for network planning, operation, management, optimisation and much more. These techniques are realised using a set of logical nodes known as ML pipeline. A…

Networking and Internet Architecture · Computer Science 2021-07-20 Abhishek Dandekar

This paper presents a concept for a software system called RAIL representing industrial indoor environments in a dynamic spatial model, aimed at easing development and provision of location-based services. RAIL integrates data from…

Robotics · Computer Science 2021-12-23 Arne Wendt , Michael Brand , Thorsten Schüppstuhl

Transactional Stream Processing Engines (TSPEs) form the backbone of modern stream applications handling shared mutable states. Yet, the full potential of these systems, specifically in exploiting parallelism and implementing dynamic…

Databases · Computer Science 2023-07-25 Yancan Mao , Jianjun Zhao , Zhonghao Yang , Shuhao Zhang , Haikun Liu , Volker Markl

Nowadays the number of available processing cores within computing nodes which are used in recent clustered environments, are growing up with a rapid rate. Despite this trend, the number of available network interfaces in such computing…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-07-13 Mohsen Soryani , Morteza Analoui , Ghobad Zarrinchian

This report presents a first sketch of the Service Provider DevOps concept including four major management processes to support the roles of both service and VNF developers as well as the operator in a more agile manner. The sketch is based…

The recent advances in virtualization technology have enabled the sharing of computing and networking resources of cloud data centers among multiple users. Virtual Network Embedding (VNE) is highly important and is an integral part of the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-05 Hiren Kumar Thakkar , Chinmaya Kumar Dehury , Prasan Kumar Sahoo

The record-breaking achievements of deep neural networks (DNNs) in image classification and detection tasks resulted in a surge of new computer vision applications during the past years. However, their computational complexity is…

Image and Video Processing · Electrical Eng. & Systems 2021-06-25 Petar Jokic , Stephane Emery , Luca Benini

This study addresses the challenge of real-time metaverse applications by proposing an in-network placement and task-offloading solution for delay-constrained computing tasks in next-generation networks. The metaverse, envisioned as a…

Networking and Internet Architecture · Computer Science 2025-01-22 Sulaiman Muhammad Rashid , Ibrahim Aliyu , Il-Kwon Jeong , Tai-Won Um , Jinsul Kim