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Space-time adaptive processing (STAP) is one of the most effective approaches to suppressing ground clutters in airborne radar systems. It basically takes two forms, i.e., full-dimension STAP (FD-STAP) and reduced-dimension STAP (RD-STAP).…

信息论 · 计算机科学 2022-02-11 Di Song , Shengyao Chen , Feng Xi , Zhong Liu

In networks today, the data plane handles forwarding---sending a packet to the next device in the path---and the control plane handles routing---deciding the path of the packet in the network. This architecture has limitations. First, when…

网络与互联网体系结构 · 计算机科学 2019-12-06 Kausik Subramanian , Anubhavnidhi Abhashkumar , Loris D'Antoni , Aditya Akella

Near-data processing (NDP) refers to augmenting memory or storage with processing power. Despite its potential for acceleration computing and reducing power requirements, only limited progress has been made in popularizing NDP for various…

硬件体系结构 · 计算机科学 2017-05-01 Hyeokjun Choe , Seil Lee , Hyunha Nam , Seongsik Park , Seijoon Kim , Eui-Young Chung , Sungroh Yoon

Dataflow programming is a popular and convenient programming paradigm in systems modelling, optimisation, and machine learning. It has a number of advantages, for instance the lacks of control flow allows computation to be carried out in…

编程语言 · 计算机科学 2021-03-03 Steven W. T. Cheung , Dan R. Ghica , Koko Muroya

Many algorithms for congestion control, scheduling, network measurement, active queue management, security, and load balancing require custom processing of packets as they traverse the data plane of a network switch. To run at line rate,…

网络与互联网体系结构 · 计算机科学 2016-02-02 Anirudh Sivaraman , Mihai Budiu , Alvin Cheung , Changhoon Kim , Steve Licking , George Varghese , Hari Balakrishnan , Mohammad Alizadeh , Nick McKeown

Software Defined Networking (SDN) has gained huge popularity in replacing traditional network by offering flexible and dynamic network management. It has drawn significant attention of the researchers from both academia and industries.…

网络与互联网体系结构 · 计算机科学 2019-03-25 Khalid Hasan , Xin-Wen Wu , Kamanashis Biswas , Khandakar Ahmed

Software Defined Networking (SDN) is a new networking architecture which aims to provide better decoupling between network control (control plane) and data forwarding functionalities (data plane). This separation introduces several…

网络与互联网体系结构 · 计算机科学 2015-02-10 Moreno Ambrosin , Mauro Conti , Fabio De Gaspari , Radha Poovendran

Employing deep neural networks (DNNs) to directly learn filters for multi-channel speech enhancement has potentially two key advantages over a traditional approach combining a linear spatial filter with an independent tempo-spectral…

音频与语音处理 · 电气工程与系统科学 2022-06-23 Kristina Tesch , Nils-Hendrik Mohrmann , Timo Gerkmann

Deep neural networks (DNN) are increasingly being accelerated on application-specific hardware such as the Google TPU designed especially for deep learning. Timing speculation is a promising approach to further increase the energy…

机器学习 · 计算机科学 2018-07-03 Jeff Zhang , Siddharth Garg

Improving the performance and reducing the cost of cloud data systems is increasingly challenging. Data processing units (DPUs) are a promising solution, but utilizing them for data processing needs characterizing the new hardware and…

分布式、并行与集群计算 · 计算机科学 2024-07-30 Jiasheng Hu , Philip A. Bernstein , Jialin Li , Qizhen Zhang

Despite the numerous uses of semidefinite programming (SDP) and its universal solvability via interior point methods (IPMs), it is rarely applied to practical large-scale problems. This mainly owes to the computational cost of IPMs that…

最优化与控制 · 数学 2024-03-19 Yifan Ran , Stefan Vlaski , Wei Dai

We describe two applications of machine learning in the context of IP/Optical networks. The first one allows agile management of resources at a core IP/Optical network by using machine learning for short-term and long-term prediction of…

网络与互联网体系结构 · 计算机科学 2018-06-13 Gagan Choudhury , David Lynch , Gaurav Thakur , Simon Tse

Auto-scheduling for tensor programs is a process where a search algorithm automatically explores candidate schedules (program transformations) for a given program on a target hardware platform to improve its performance. However this can be…

机器学习 · 计算机科学 2022-09-08 Perry Gibson , José Cano

The ngdp framework is intended to provide a base for the data acquisition (DAQ) system software. The ngdp's design key features are: high modularity and scalability; usage of the kernel context (particularly kernel threads) of the operating…

仪器与探测器 · 物理学 2010-04-27 A. Yu. Isupov

This work proposes a novel process of using pen tip and tail 3D trajectory for air signature. To acquire the trajectories we developed a new pen tool and a stereo camera was used. We proposed SliT-CNN, a novel 2D spatial-temporal…

计算机视觉与模式识别 · 计算机科学 2024-01-08 Saurabh Atreya , Maheswar Bora , Aritra Mukherjee , Abhijit Das

IP networks with a hybrid control plane deploy a distributed routing protocol like OSPF and the centralized paradigm of SDN in parallel. The advantages and disadvantages of a hybrid control plane have already been extensively discussed in…

网络与互联网体系结构 · 计算机科学 2016-10-27 Marcel Caria , Admela Jukan

Software Defined Networks (SDNs) have dramatically simplified network management. However, enabling pure SDNs to respond in real-time while handling massive amounts of data still remains a challenging task. In contrast, fog computing has…

分布式、并行与集群计算 · 计算机科学 2021-06-01 Adnan Akhunzada , Sherali Zeadally , Saif ul Islam

The emergence of various technologies has since pushed researchers to develop new protocols that support high density data transmissions in Wide Area Networks. Many of these protocols are TCP protocol variants, which have demonstrated…

网络与互联网体系结构 · 计算机科学 2010-10-26 Danilo Valeros Bernardo , Doan B Hoang

The concept of Software Defined Networking (SDN) represents a modern approach to networking that separates the control plane from the data plane through network abstraction, resulting in a flexible, programmable and dynamic architecture…

机器学习 · 计算机科学 2023-03-14 Ahmad Hamarshe , Huthaifa I. Ashqar , Mohammad Hamarsheh

With the fast development of various positioning techniques such as Global Position System (GPS), mobile devices and remote sensing, spatio-temporal data has become increasingly available nowadays. Mining valuable knowledge from…

机器学习 · 计算机科学 2019-06-25 Senzhang Wang , Jiannong Cao , Philip S. Yu