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Domain science applications and workflow processes are currently forced to view the network as an opaque infrastructure into which they inject data and hope that it emerges at the destination with an acceptable Quality of Experience. There…

网络与互联网体系结构 · 计算机科学 2020-04-14 Inder Monga , Chin Guok , John MacAuley , Alex Sim , Harvey Newman , Justas Balcas , Phil DeMar , Linda Winkler , Tom Lehman , Xi Yang

Networking data analytics is increasingly used for enhanced network visibility and controllability. We draw the similarities between the Software Defined Networking (SDN) architecture and the MapReduce programming model. Inspired by the…

网络与互联网体系结构 · 计算机科学 2016-09-13 Haoyu Song , Jun Gong , Hongfei Chen

Performance unpredictability is a major roadblock towards cloud adoption, and has performance, cost, and revenue ramifications. Predictable performance is even more critical as cloud services transition from monolithic designs to…

分布式、并行与集群计算 · 计算机科学 2019-05-06 Yu Gan , Yanqi Zhang , Kelvin Hu , Dailun Cheng , Yuan He , Meghna Pancholi , Christina Delimitrou

The evolution of software defined networking (SDN) has played a significant role in the development of next-generation networks (NGN). SDN as a programmable network having service provisioning on the fly has induced a keen interest both in…

网络与互联网体系结构 · 计算机科学 2020-01-29 Sanjeev Singh , Rakesh Kumar Jha

Software defined networking (SDN) represents a promising networking architecture that combines central management and network programmability. SDN separates the control plane from the data plane and moves the network management to a central…

人工智能 · 计算机科学 2019-05-09 Majd Latah , Levent Toker

In order to improve future network performance, this paper proposes scalable intelligence-enabled networking (SIEN) with eliminating traffic redundancy for audio-visual-tactile Internet in 5G scenarios such as enhanced mobile broadband,…

网络与互联网体系结构 · 计算机科学 2019-10-17 Yiqiang Sheng

Major cloud computing operators provide powerful monitoring tools to understand the current (and prior) state of the distributed systems deployed in their infrastructure. While such tools provide a detailed monitoring mechanism at scale,…

分布式、并行与集群计算 · 计算机科学 2017-09-21 Jörg Thalheim , Antonio Rodrigues , Istemi Ekin Akkus , Pramod Bhatotia , Ruichuan Chen , Bimal Viswanath , Lei Jiao , Christof Fetzer

Automatic network management strategies have become paramount for meeting the needs of innovative real-time and data-intensive applications, such as in the Internet of Things. However, meeting the ever-growing and fluctuating demands for…

分布式、并行与集群计算 · 计算机科学 2024-09-18 Fatemeh Banaie , Karim Djemame , Abdulaziz Alhindi , Vasilios Kelefouras

Software-defined networking is finding its way into optical networks. Here, it promises a simplification and unification of network management for optical networks allowing automation of operational tasks despite the highly diverse and…

网络与互联网体系结构 · 计算机科学 2018-02-07 Thomas Szyrkowiec , Achim Autenrieth , Wolfgang Kellerer

Data centres are growing in numbers and size, and their networks expanding to carry larger amounts of traffic. The traffic profile is constantly varying, particularly in cloud data centres where tenants arrive, leave, and may change their…

网络与互联网体系结构 · 计算机科学 2021-06-21 Jonathan Sherwin , Cormac J. Sreenan

Software-defined networking (SDN) can enable diverse network management applications such as traffic engineering, service chaining, network function outsourcing, and topology reconfiguration. Realizing the benefits of SDN for these…

网络与互联网体系结构 · 计算机科学 2015-04-30 Victor Heorhiadi , Michael K. Reiter , Vyas Sekar

Presence of a logically centralized controller in software-defined networks enables smart and fine-grained management of network traffic. Generally, traffic management includes measurement, analysis and control of traffic in order to…

网络与互联网体系结构 · 计算机科学 2017-03-14 Hamidreza Almasi , Hossein Ajorloo

There is an increasing demand for intelligent processing on emerging ultra-low-power internet of things (IoT) devices, and recent works have shown substantial efficiency boosts by executing inference tasks directly on the IoT device (node)…

信号处理 · 电气工程与系统科学 2022-04-29 Cyan Subhra Mishra , Jack Sampson , Mahmut Taylan Kandemir , Vijaykrishnan Narayanan

As network traffic monitoring software for cybersecurity, malware detection, and other critical tasks becomes increasingly automated, the rate of alerts and supporting data gathered, as well as the complexity of the underlying model,…

人工智能 · 计算机科学 2013-05-14 Kartik Talamadupula , Octavian Udrea , Anton Riabov , Anand Ranganathan

Sensing will be an important service of future wireless networks to assist innovative applications such as autonomous driving and environment monitoring. Perceptive mobile networks (PMNs) were proposed to add sensing capability to current…

信息论 · 计算机科学 2023-04-20 Lei Xie , Shenghui Song , Khaled B. Letaief

Traditional communication networks consist of large sets of vendor-specific manually configurable devices which are hardwired with specific control logic or algorithms. The resulting networks comprise distributed control plane architectures…

网络与互联网体系结构 · 计算机科学 2020-07-13 Ijaz Ahmad

In recent years, a number of major improvements were introduced in the area of computer networks, energy-efficient network protocols and network management systems. Software Defined Networking (SDN) as a new paradigm for managing complex…

网络与互联网体系结构 · 计算机科学 2016-09-20 Dimitar Minovski , Eric Rondeau , Jean-Philippe Georges

Network data mining has become an important area of study due to the large number of problems it can be applied to. This paper presents NOESIS, an open source framework for network data mining that provides a large collection of network…

社会与信息网络 · 计算机科学 2017-06-26 Víctor Martínez , Fernando Berzal , Juan-Carlos Cubero

Performance unpredictability in cloud services leads to poor user experience, degraded availability, and has revenue ramifications. Detecting performance degradation a posteriori helps the system take corrective action, but does not avoid…

分布式、并行与集群计算 · 计算机科学 2018-04-25 Yu Gan , Meghna Pancholi , Dailun Cheng , Siyuan Hu , Yuan He , Christina Delimitrou

Deploying Machine Learning (ML) algorithms within databases is a challenge due to the varied computational footprints of modern ML algorithms and the myriad of database technologies each with its own restrictive syntax. We introduce an…

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