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Pipelined Krylov subspace methods (also referred to as communication-hiding methods) have been proposed in the literature as a scalable alternative to classic Krylov subspace algorithms for iteratively computing the solution to a large…

数值分析 · 计算机科学 2019-05-16 Siegfried Cools , Jeffrey Cornelis , Wim Vanroose

Efficient utilization of licensed spectrum in the cognitive radio network is challenging due to lack of coordination among the Secondary Users (SUs). Distributed algorithms proposed in the literature aim to maximize the network throughput…

信号处理 · 电气工程与系统科学 2018-11-19 Suneet Sawant , Rohit Kumar , Manjesh K. Hanawal , Sumit J. Darak

Nowadays more and more data are gathered for detecting and preventing cyber attacks. In cyber security applications, data analytics techniques have to deal with active adversaries that try to deceive the data analytics models and avoid…

机器学习 · 统计学 2024-11-25 Wutao Wei , Nikhil Gupta , Bowei Xi

Hacking and false data injection from adversaries can threaten power grids' everyday operations and cause significant economic loss. Anomaly detection in power grids aims to detect and discriminate anomalies caused by cyber attacks against…

机器学习 · 计算机科学 2023-03-14 Xijuan Sun , Di Wu , Arnaud Zinflou , Benoit Boulet

System performance for networks composed of interconnected subsystems can be increased if the traditionally separated subsystems are jointly optimized. Recently, parallel and distributed optimization methods have emerged as a powerful tool…

最优化与控制 · 数学 2013-02-14 Ion Necoara , Valentin Nedelcu , Ioan Dumitrache

The ability to differentiate through optimization problems has unlocked numerous applications, from optimization-based layers in machine learning models to complex design problems formulated as bilevel programs. It has been shown that…

最优化与控制 · 数学 2024-03-05 Lucas Fuentes Valenzuela , Robin Brown , Marco Pavone

To improve the utility of learning applications and render machine learning solutions feasible for complex applications, a substantial amount of heavy computations is needed. Thus, it is essential to delegate the computations among several…

分布式、并行与集群计算 · 计算机科学 2022-04-29 Homa Esfahanizadeh , Alejandro Cohen , Muriel Medard

The submodular maximization problem is widely applicable in many engineering problems where objectives exhibit diminishing returns. While this problem is known to be NP-hard for certain subclasses of objective functions, there is a greedy…

分布式、并行与集群计算 · 计算机科学 2020-07-01 Haoyuan Sun , David Grimsman , Jason R Marden

A recent study characterizing failures in computer networks shows that transient single element (node/link) failures are the dominant failures in large communication networks like the Internet. Thus, having the routing paths globally…

分布式、并行与集群计算 · 计算机科学 2008-11-11 Amit M. Bhosle , Teofilo F. Gonzalez

With recent advances in reverse engineering, attackers can reconstruct a netlist to counterfeit chips by opening the die and scanning all layers of authentic chips. This relatively easy counterfeiting is made possible by the use of the…

密码学与安全 · 计算机科学 2020-03-03 Grace Li Zhang , Bing Li , Meng Li , Bei Yu , David Z. Pan , Michaela Brunner , Georg Sigl , Ulf Schlichtmann

In distributed computing, slower nodes (stragglers) usually become a bottleneck. Gradient Coding (GC), introduced by Tandon et al., is an efficient technique that uses principles of error-correcting codes to distribute gradient computation…

机器学习 · 计算机科学 2023-06-29 M. Nikhil Krishnan , MohammadReza Ebrahimi , Ashish Khisti

While digitization of distribution grids through information and communications technology brings numerous benefits, it also increases the grid's vulnerability to serious cyber attacks. Unlike conventional systems, attacks on many…

密码学与安全 · 计算机科学 2022-11-22 Ömer Sen , Chijioke Eze , Andreas Ulbig , Antonello Monti

We consider a parallel system of $m$ identical machines prone to unpredictable crashes and restarts, trying to cope with the continuous arrival of tasks to be executed. Tasks have different computational requirements (i.e., processing time…

分布式、并行与集群计算 · 计算机科学 2016-03-21 Elli Zavou , Antonio Fernández Anta

Real-time scheduling and locking protocols are fundamental facilities to construct time-critical systems. For parallel real-time tasks, predictable locking protocols are required when concurrent sub-jobs mutually exclusive access to shared…

操作系统 · 计算机科学 2020-07-03 Maolin Yang , Zewei Chen , Xu Jiang , Nan Guan , Hang Lei

Electrical power grids are vulnerable to cascading failures that can lead to large blackouts. Detection and prevention of cascading failures in power grids is impor- tant. Currently, grid operators mainly monitor the state (loading level)…

物理与社会 · 物理学 2015-07-20 Martijn Warnier , Stefan Dulman , Yakup Koç , Eric Pauwels

We consider the framework of distributed aggregation of Distributed Energy Resources (DERs) in power networks to provide ancillary services to the power grid. Existing aggregation schemes work under the assumption of trust and honest…

系统与控制 · 电气工程与系统科学 2024-10-01 Vivek Khatana , Soham Chakraborty , Govind Saraswat , Sourav Patel , Murti V. Salapaka

Leak detection in urban water distribution networks (WDNs) is challenging given their scale, complexity, and limited instrumentation. We present an algorithm for leak detection in WDNs, which involves making additional flow measurements…

数据结构与算法 · 计算机科学 2016-06-07 Aravind Rajeswaran , Sridharakumar Narasimhan , Shankar Narasimhan

This paper proposes a novel approach to resilient distributed optimization with quadratic costs in a networked control system (e.g., wireless sensor network, power grid, robotic team) prone to external attacks (e.g., hacking, power outage)…

系统与控制 · 电气工程与系统科学 2025-02-11 Luca Ballotta , Giacomo Como , Jeff S. Shamma , Luca Schenato

Grid computing systems require innovative methods and tools to identify cybersecurity incidents and perform autonomous actions i.e. without administrator intervention. They also require methods to isolate and trace job payload activity in…

分布式、并行与集群计算 · 计算机科学 2018-07-01 A. Gomez Ramirez , C. Lara , L. Betev , D. Bilanovic , U. Kebschull

High fidelity simulation of large-sized complex networks can be realized on a distributed computing platform that leverages the combined resources of multiple processors or machines. In a discrete event driven simulation, the assignment of…

分布式、并行与集群计算 · 计算机科学 2012-10-16 Aditya Kurve , Christopher Griffin , David J. Miller , George Kesidis