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Security especially in the fields of IoT, industrial automation and critical infrastructure is paramount nowadays and a hot research topic. In order to ensure confidence in research results they need to be reproducible. In the past we…

硬件体系结构 · 计算机科学 2024-07-10 Dmytro Petryk , Ievgen Kabin , Peter Langendörfer , Zoya Dyka

Federated learning has been widely applied to enable decentralized devices, which each have their own local data, to learn a shared model. However, learning from real-world data can be challenging, as it is rarely identically and…

机器学习 · 计算机科学 2020-07-28 Kavya Kopparapu , Eric Lin , Jessica Zhao

Array codes have been widely employed in storage systems, such as Redundant Arrays of Inexpensive Disks (RAID). The row-diagonal parity (RDP) codes and EVENODD codes are two popular double-parity array codes. As the capacity of hard disks…

信息论 · 计算机科学 2018-03-12 Hanxu Hou , Yunghsiang S. Han , Kenneth W. Shum , Hui Li

The computing systems used by LHC experiments has historically consisted of the federation of hundreds to thousands of distributed resources, ranging from small to mid-size resource. In spite of the impressive scale of the existing…

分布式、并行与集群计算 · 计算机科学 2017-10-31 Danila Oleynik , Sergey Panitkin , Matteo Turilli , Alessio Angius , Kaushik De , Alexei Klimentov , Sarp H. Oral , Jack C. Wells , Shantenu Jha

The exponential growth of data necessitates distributed storage models, such as peer-to-peer systems and data federations. While distributed storage can reduce costs and increase reliability, the heterogeneity in storage capacity, I/O…

Energy-harvesting-powered computing offers intriguing and vast opportunities to dramatically transform the landscape of the Internet of Things (IoT) devices by utilizing ambient sources of energy to achieve battery-free computing. In order…

新兴技术 · 计算机科学 2019-04-25 Arman Roohi , Ronald F DeMara

Computing economics are changing. Today there is rough price parity between (1) one database access, (2) ten bytes of network traffic, (3) 100,000 instructions, (4) 10 bytes of disk storage, and (5) a megabyte of disk bandwidth. This has…

网络与互联网体系结构 · 计算机科学 2007-05-23 Jim Gray

Industrial cyber physical systems operate under heterogeneous sensing, stochastic dynamics, and shifting process conditions, producing data that are often incomplete, unlabeled, imbalanced, and domain shifted. High-fidelity datasets remain…

计算工程、金融与科学 · 计算机科学 2025-12-11 Qianyu Zhou

As applications continue to generate multi-dimensional data at exponentially increasing rates, fast analytics to extract meaningful results is becoming extremely important. The database community has developed array databases that alleviate…

数据库 · 计算机科学 2018-03-19 Weijie Zhao , Florin Rusu , Bin Dong , Kesheng Wu , Anna Y. Q. Ho , Peter Nugent

The rapid proliferation of Radio Frequency IDentification (RFID) systems realizes integration of physical world with the cyber ones. One of the most promising is the Internet of Things (IoT), a vision in which the Internet extends into our…

网络与互联网体系结构 · 计算机科学 2013-05-16 Ching-Hsien Hsu , Daqiang Zhang , Chao-Tung Yang , Hai-Cheng Chu

Large disk arrays are organized into storage nodes -- SNs or bricks with their own cashed RAID controller for multiple disks. Erasure coding at SN level is attained via parity or Reed-Solomon codes. Hierarchical RAID -- HRAID -- provides an…

分布式、并行与集群计算 · 计算机科学 2022-05-16 Alexander Thomasian

The broad sharing of research data is widely viewed as of critical importance for the speed, quality, accessibility, and integrity of science. Despite increasing efforts to encourage data sharing, both the quality of shared data, and the…

数字图书馆 · 计算机科学 2022-08-30 William Dempsey , Ian Foster , Scott Fraser , Carl Kesselman

Fusion energy will be the ultimate clean energy source for mankind. One of the most visible concerns of the future fusion device is the threat of deleterious runaway electrons (REs) produced during unexpected disruptions of the fusion…

等离子体物理 · 物理学 2016-11-09 Jian Liu , Hong Qin , Yulei Wang , Guangwen Yang , Jiangshan Zheng , Yicun Yao , Yifeng Zheng , Zhao Liu , Xin Liu

Deep learning models often require large amounts of data for training, leading to increased costs. It is particularly challenging in medical imaging, i.e., gathering distributed data for centralized training, and meanwhile, obtaining…

计算机视觉与模式识别 · 计算机科学 2023-06-27 Zhenyu Tang , Shaoting Zhang , Xiaosong Wang

A large portion of data mining and analytic services use modern machine learning techniques, such as deep learning. The state-of-the-art results by deep learning come at the price of an intensive use of computing resources. The leading…

机器学习 · 计算机科学 2017-11-07 Corentin Hardy , Erwan Le Merrer , Bruno Sericola

The High-Throughput Experimental Materials Database (HTEM-DB) is the endpoint repository for inorganic thin-film materials data collected during combinatorial experiments at the National Renewable Energy Laboratory (NREL). This unique data…

Interactivity, experimenting and performing laboratory practicals contribute much to the efficiency of natural science and engineering education. Computers represent a natural element for today's students, thus the use of computers in…

物理教育 · 物理学 2011-08-11 Robert Mingesz , Zoltan Gingl , Janos Mellar , Gergely Vadai

Training advanced AI models requires large investments in computational resources, or compute. Yet, as hardware innovation reduces the price of compute and algorithmic advances make its use more efficient, the cost of training an AI model…

计算机与社会 · 计算机科学 2024-02-15 Konstantin Pilz , Lennart Heim , Nicholas Brown

Federated adversarial training can effectively complement adversarial robustness into the privacy-preserving federated learning systems. However, the high demand for memory capacity and computing power makes large-scale federated…

机器学习 · 计算机科学 2023-04-27 Minxue Tang , Jianyi Zhang , Mingyuan Ma , Louis DiValentin , Aolin Ding , Amin Hassanzadeh , Hai Li , Yiran Chen

The D0 experiment at Fermilab's Tevatron will record several petabytes of data over the next five years in pursuing the goals of understanding nature and searching for the origin of mass. Computing resources required to analyze these data…

数据分析、统计与概率 · 物理学 2010-02-04 B. Abbott , P. Baringer , T. Bolton , Z. Greenwood , E. Gregores , H. Kim , C. Leangsuksun , D. Meyer , N. Mondal , S. Novaes , B. Quinn , H. Severini , P. Skubic , J. Snow , M. Sosebee , J. Yu