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Network Function Virtualization (NFV) platforms consume significant energy, introducing high operational costs in edge and data centers. This paper presents a novel framework called GreenNFV that optimizes resource usage for network…

Networking and Internet Architecture · Computer Science 2023-10-18 MD S Q Zulkar Nine , Tevfik Kosar , Fatih Bulut , Jinho Hwang

Fault detection in rotating machinery is a complex task, particularly in small and heterogeneous dataset scenarios. Variability in sensor placement, machinery configurations, and structural differences further increase the complexity of the…

Machine Learning · Computer Science 2025-03-25 Praveen Chopra , Himanshu Kumar , Sandeep Yadav

Existing FNNs are mostly developed under a shallow network configuration having lower generalization power than those of deep structures. This paper proposes a novel self-organizing deep FNN, namely DEVFNN. Fuzzy rules can be automatically…

Artificial Intelligence · Computer Science 2019-12-10 Mahardhika Pratama , Witold Pedrycz , Geoffrey I. Webb

It is expected that the next generation cellular networks provide a connected society with fully mobility to empower the socio-economic transformation. Several other technologies will benefits of this evolution, such as Internet of Things,…

Networking and Internet Architecture · Computer Science 2020-10-21 Guto Leoni Santos , Patricia Takako Endo

The ever increasing demand for computing resources has led to the creation of hyperscale datacentres with tens of thousands of servers. As demand continues to rise, new technologies must be incorporated to ensure high quality services can…

Networking and Internet Architecture · Computer Science 2020-02-03 Joseph Billingsley , Ke Li , Wang Miao , Geyong Min , Nektarios Georgalas

Network Virtualization (NV) is an emerging network dynamic planning technique to overcome network rigidity. As its necessary challenge, Virtual Network Embedding (VNE) enhances the scalability and flexibility of the network by decoupling…

Networking and Internet Architecture · Computer Science 2022-05-31 Peiying Zhang , Ning Chen , Shibao Li , Kim-Kwang Raymond Choo , Chunxiao Jiang

Network Functions Virtualization, or NFV, enables telecommunications infrastructure providers to replace special-purpose networking equipment with commodity servers running virtualized network functions (VNFs). A service provider utilizing…

Networking and Internet Architecture · Computer Science 2016-06-13 Freddy C. Chua , Julie Ward , Ying Zhang , Puneet Sharma , Bernardo A. Huberman

Network Functions Virtualization (NFV) aims to support service providers to deploy various services in a more agile and cost-effective way. However, the softwarization and cloudification of network functions can result in severe congestion…

Networking and Internet Architecture · Computer Science 2017-02-24 Tuan-Minh Pham , Thi-Thuy-Lien Nguyen , Serge Fdida , Huynh Thi Thanh Binh

The prompt and accurate detection of faults and abnormalities in electric transmission lines is a critical challenge in smart grid systems. Existing methods mostly rely on model-based approaches, which may not capture all the aspects of…

Machine Learning · Computer Science 2020-09-16 Peyman Tehrani , Marco Levorato

Network function virtualization is the key to developing elastically scalable and fault-tolerant network functions (e.g. load balancer, firewall etc.). By integrating NFV and SDN technologies, it is feasible to dynamically reroute traffic…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-01 Md Mahir Shahriyar , Gourab Saha , Bishwajit Bhattacharjee , Rezwana Reaz

Software Defined Networking (SDN) promises greater flexibility for directing packet flows, and Network Function Virtualization promises to enable dynamic management of software-based network functions. However, the current divide between an…

Networking and Internet Architecture · Computer Science 2016-06-09 Wei Zhang , Guyue Liu , Timothy Wood , K. K. Ramakrishnan , Jinho Hwang

Efficient network management is one of the key challenges of the constantly growing and increasingly complex wide area networks (WAN). The paradigm shift towards virtualized (NFV) and software defined networks (SDN) in the next generation…

Networking and Internet Architecture · Computer Science 2018-04-17 Julian Ahrens , Mathias Strufe , Lia Ahrens , Hans D. Schotten

In cloud computing environments with many virtual machines, containers, and other systems, an epidemic of malware can be highly threatening to business processes. In this vision paper, we introduce a hierarchical approach to performing…

Cryptography and Security · Computer Science 2020-01-01 Josh Payne , Ashish Kundu

Network Function Virtualization (NFV) is a vital player of modern networks providing different types of services such as traffic optimization, content filtering, and load balancing. More precisely, NFV is a provisioning technology aims at…

Networking and Internet Architecture · Computer Science 2020-04-21 Abolfazl Ghazizadeh , Behzad Akbari , Mohammad Mahdi Tajiki

Traditional evaluation metrics for learned models that report aggregate scores over a test set are insufficient for surfacing important and informative patterns of failure over features and instances. We introduce and study a method aimed…

Computer Vision and Pattern Recognition · Computer Science 2021-06-15 Sahil Singla , Besmira Nushi , Shital Shah , Ece Kamar , Eric Horvitz

Future mobile networks supporting Internet of Things are expected to provide both high throughput and low latency to user-specific services. One way to overcome this challenge is to adopt Network Function Virtualization (NFV) and…

Networking and Internet Architecture · Computer Science 2019-06-26 Emmanouil Fountoulakis , Qi Liao , Nikolaos Pappas

As Deep Learning (DL) systems are widely deployed for mission-critical applications, debugging such systems becomes essential. Most existing works identify and repair suspicious neurons on the trained Deep Neural Network (DNN), which,…

Software Engineering · Computer Science 2022-05-05 Jialun Cao , Meiziniu Li , Xiao Chen , Ming Wen , Yongqiang Tian , Bo Wu , Shing-Chi Cheung

Although Deep Learning (DL) methods becoming increasingly popular in vulnerability detection, their performance is seriously limited by insufficient training data. This is mainly because few existing software organizations can maintain a…

Software Engineering · Computer Science 2024-11-26 Peiheng Zhou , Ming Hu , Xingrun Quan , Yawen Peng , Xiaofei Xie , Yanxin Yang , Chengwei Liu , Yueming Wu , Mingsong Chen

Network function virtualization (NFV) fosters innovation in the networking field and reduces the complexity involved in managing modern-day conventional networks. Via NFV, the provisioning of a network service becomes more agile, whereby…

Networking and Internet Architecture · Computer Science 2020-02-11 Omar Alhussein , Weihua Zhuang

FPGAs have shown great potential in providing low-latency and energy-efficient solutions for deep neural network (DNN) inference applications. Currently, the majority of FPGA-based DNN accelerators in the cloud run in a time-division…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-30 Shulin Zeng , Guohao Dai , Hanbo Sun , Kai Zhong , Guangjun Ge , Kaiyuan Guo , Yu Wang , Huazhong Yang
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