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Information and Communication Technology (ICT) infrastructures play a key role in the evolution from traditional power systems to Smart Grids. Increasingly fluctuating power flows, sparked by the transition towards sustainable energy…

Networking and Internet Architecture · Computer Science 2018-10-19 Nils Dorsch , Fabian Kurtz , Christian Wietfeld

Spiking Neural Networks (SNNs) have emerged as a promising approach to improve the energy efficiency of machine learning models, as they naturally implement event-driven computations while avoiding expensive multiplication operations. In…

Neural and Evolutionary Computing · Computer Science 2024-10-31 Anagha Nimbekar , Prabodh Katti , Chen Li , Bashir M. Al-Hashimi , Amit Acharyya , Bipin Rajendran

The Internet, at large, remains under the control of service providers and autonomous systems. The Internet of Things (IoT) and edge computing provide an increasing demand and potential for more user control for their web service workflows.…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-05-15 Pradeeban Kathiravelu , Peter Van Roy , Luís Veiga , Elhadj Benkhelifa

Software Defined Networking or SDN is an architectural approach to managing the network where the control and forwarding are different planes that are controlled through an application interface.

Networking and Internet Architecture · Computer Science 2025-02-05 Amer T. Ali , Qutaiba I. Ali

In Software-Defined Networking (SDN), network applications use the logically centralized network view provided by the controller to remotely orchestrate the network switches. To avoid the controller being a single point of failure,…

Networking and Internet Architecture · Computer Science 2019-02-06 André Mantas , Fernando M. V. Ramos

VoIP is becoming a low-priced and efficient replacement for PSTN in communication industries. With a widely growing adoption rate, SIP is an application layer signaling protocol, standardized by the IETF, for creating, modifying, and…

Networking and Internet Architecture · Computer Science 2017-09-06 Ahmadreza Montazerolghaem , Mohammad Hossein Yaghmaee , Alberto Leon-Garcia

Software-defined networking (SDN) eases network management by centralizing the control plane and separating it from the data plane. The separation of planes in SDN, however, introduces new vulnerabilities in SDN networks since the…

Cryptography and Security · Computer Science 2015-12-22 Heng Cui , Ghassan O. Karame , Felix Klaedtke , Roberto Bifulco

Software-Defined Networking (SDN) allows to control the available network resources by an intelligent and centralized authority in order to optimize traffic flows in a flexible manner. However, centralized control may face scalability…

Networking and Internet Architecture · Computer Science 2014-08-29 Benjamin J. van Asten , Niels L. M. van Adrichem , Fernando A. Kuipers

In software-defined networking (SDN), as data plane scale expands, scalability and reliability of the control plane have become major concerns. To mitigate such concerns, two kinds of solutions have been proposed separately. One is multi-…

Networking and Internet Architecture · Computer Science 2017-09-07 Xi Huang , Simeng Bian , Ziyu Shao , Hong Xu

The importance of HTTP in today's networks isundisputed. As a solution to enhance QoS and enhance scalability CDN networks have been designed and deployed. Recently, anew paradigm known as ICN has been envisioned focusing the network…

Networking and Internet Architecture · Computer Science 2020-05-22 Jordi Ortiz , Antonio Skarmeta

The flexible and programmable architectural model offered by Software-Defined Networking (SDN) has re-imagined modern networks. Supported by powerful hardware and high-speed communications between devices and the controller, SDN provides a…

Networking and Internet Architecture · Computer Science 2021-06-08 Miheer Kulkarni , Michael Baddeley , Israat Haque

Software defined networks offer global visibility, yet centralized control loops are too slow for transient congestion and bursty traffic dynamics. Existing learned traffic control schemes often rely on offline training, making them fragile…

Networking and Internet Architecture · Computer Science 2026-05-12 Wenyang Jia , Jingjing Wang , Ziwei Yan , Tanren Liu , Yakun Ren , Kai Lei

Spiking neural networks (SNNs) have gained attention in recent years due to their ability to handle sparse and event-based data better than regular artificial neural networks (ANNs). Since the structure of SNNs is less suited for typically…

Signal Processing · Electrical Eng. & Systems 2023-11-27 Daniel Windhager , Bernhard A. Moser , Michael Lunglmayr

Spiking Neural Networks (SNN) are third-generation Artificial Neural Networks (ANN) which are close to the biological neural system. In recent years SNN has become popular in the area of robotics and embedded applications, therefore, it has…

Neural and Evolutionary Computing · Computer Science 2020-10-06 Shikhar Gupta , Arpan Vyas , Gaurav Trivedi

We propose a distributed system based on lowpower embedded FPGAs designed for edge computing applications focused on exploring distributing scheduling optimizations for Deep Learning (DL) workloads to obtain the best performance regarding…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-31 Hans Johnson , Tianyang Fang , Alejandro Perez-Vicente , Jafar Saniie

Today, artificial neural networks are one of the major innovators pushing the progress of machine learning. This has particularly affected the development of neural network accelerating hardware. However, since most of these architectures…

Hardware Architecture · Computer Science 2021-02-12 Simon Pfenning , Philipp Holzinger , Marc Reichenbach

Fast and reliable optimal power flow (OPF) approximation is essential for reliable smart-grid operation, yet many learning-based surrogates either flatten the native heterogeneous structure of power networks, target a limited set of grid…

Machine Learning · Computer Science 2026-05-25 Massimiliano Lupo Pasini , Yijiang Li , Kibaek Kim , Teja Kuruganti

In this paper we propose a hybrid softwarized architecture of Network Function Virtualization (NFV) where Software-Defined Networking (SDN) and Software-Defined Radio (SDR) components are integrated to form a cloud-based communication…

Networking and Internet Architecture · Computer Science 2023-02-06 Beiran Chen , Frank Slyne , Marco Ruffini

In this paper, we propose a destination-aware adaptive traffic flow rule aggregation (DATA) mechanism for facilitating traffic flow monitoring in SDN-based networks. This method adapts the number of flow table entries in SDN switches…

Networking and Internet Architecture · Computer Science 2019-09-10 Trung V. Phan , Mehrdad Hajizadeh , Nguyen Tuan Khai , Thomas Bauschert

Information-Centric Networking (ICN) has emerged as an interesting approach to overcome many of the limitations of legacy IP-based networks. However, the drastic changes to legacy infrastructure required to realise an ICN have significantly…

Networking and Internet Architecture · Computer Science 2017-07-07 George Petropoulos , Konstantinos V. Katsaros , Maria-Evgenia Xezonaki
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