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We present the Open Graph Benchmark (OGB), a diverse set of challenging and realistic benchmark datasets to facilitate scalable, robust, and reproducible graph machine learning (ML) research. OGB datasets are large-scale, encompass multiple…

机器学习 · 计算机科学 2021-02-26 Weihua Hu , Matthias Fey , Marinka Zitnik , Yuxiao Dong , Hongyu Ren , Bowen Liu , Michele Catasta , Jure Leskovec

Clusters, grids, and peer-to-peer (P2P) networks have emerged as popular paradigms for next generation parallel and distributed computing. The management of resources and scheduling of applications in such large-scale distributed systems is…

分布式、并行与集群计算 · 计算机科学 2007-05-23 Rajkumar Buyya , Manzur Murshed

Hospitals are distributed across geographical areas and it is important for all hospitals to share information as well as integrate their systems for effective researching and health delivery. Health personals and institutions in need of…

软件工程 · 计算机科学 2013-07-31 Quist-Aphetsi Kester

The increased penetration of uncertain and variable renewable energy presents various resource and operational electric grid challenges. Micro-level (household and small commercial) demand-side grid flexibility could be a cost-effective…

系统与控制 · 计算机科学 2016-05-02 Diego Ponce de Leon Barido , Javier Rosa , Stephen Suffian , Eric Brewer , Daniel M. Kammen

The EU DataGrid project workpackage 4 has as an objective to provide the necessary tools for automating the management of medium size to very large computing fabrics. At the end of the second project year subsystems for centralized…

分布式、并行与集群计算 · 计算机科学 2008-11-26 Olof Barring

This paper presents the Accurate Google Cloud Simulator (AGOCS) - a novel high-fidelity Cloud workload simulator based on parsing real workload traces, which can be conveniently used on a desktop machine for day-to-day research. Our…

分布式、并行与集群计算 · 计算机科学 2025-10-01 Leszek Sliwko , Vladimir Getov

We present the CAPD::DynSys library for rigorous numerical analysis of dynamical systems. The basic interface is described together with several interesting case studies illustrating how it can be used for computer-assisted proofs in…

数值分析 · 数学 2021-07-28 Tomasz Kapela , Marian Mrozek , Daniel Wilczak , Piotr Zgliczyński

Search-based software testing (SBT) is an effective and efficient approach for testing automated driving systems (ADS). However, testing pipelines for ADS testing are particularly challenging as they involve integrating complex driving…

软件工程 · 计算机科学 2023-11-03 Lev Sorokin , Tiziano Munaro , Damir Safin , Brian Hsuan-Cheng Liao , Adam Molin

Data analytics and data science play a significant role in nowadays society. In the context of Smart Grids (SG), the collection of vast amounts of data has seen the emergence of a plethora of data analysis approaches. In this paper, we…

其他计算机科学 · 计算机科学 2019-12-02 Bruno Rossi , Stanislav Chren

The sensitivity analysis and validation of simulation models require specific approaches in the case of spatial models. We describe the spatialdata scala library providing such tools, including synthetic generators for urban configurations…

应用统计 · 统计学 2020-07-22 Juste Raimbault , Julien Perret , Romain Reuillon

A disruptive technology that is influencing not only computing paradigm but every other business is the rise of big data. Internet of Things (IoT) applications are considered to be a major source of big data. Such IoT applications are in…

分布式、并行与集群计算 · 计算机科学 2016-02-23 Xuezhi Zeng , Saurabh Kumar Garg , Peter Strazdins , Prem Jayaraman , Dimitrios Georgakopoulos , Rajiv Ranjan

In this paper we describe the architecture of a Platform as a Service (PaaS) oriented to computing and data analysis. In order to clarify the choices we made, we explain the features using practical examples, applied to several known usage…

Edge computing that leverages cloud resources to the proximity of user devices is seen as the future infrastructure for distributed applications. However, developing and deploying edge applications, that rely on cellular networks, is…

网络与互联网体系结构 · 计算机科学 2019-08-26 Juuso Haavisto , Muhammad Arif , Lauri Lovén , Teemu Leppänen , Jukka Riekki

The requirement of supporting both latency sensitive and computing intensive Internet of Things (IoT) applications is consistently boosting the necessity for integrating Edge, Fog and Cloud infrastructure. Although there are a number of…

分布式、并行与集群计算 · 计算机科学 2018-11-30 Shreshth Tuli , Redowan Mahmud , Shikhar Tuli , Rajkumar Buyya

The implementation of AI-based applications in complex environments often requires the collaboration of several devices spanning from edge to cloud. Identifying the required devices and configuring them to collaborate is a challenge…

分布式、并行与集群计算 · 计算机科学 2025-11-18 Mario Scrocca , Marco Grassi , Alessio Carenini , Jean-Paul Calbimonte , Darko Anicic , Irene Celino

Evidential occupancy grid maps (OGMs) are a popular representation of the environment of automated vehicles. Inverse sensor models (ISMs) are used to compute OGMs from sensor data such as lidar point clouds. Geometric ISMs show a limited…

机器人学 · 计算机科学 2021-11-22 Raphael van Kempen , Bastian Lampe , Timo Woopen , Lutz Eckstein

In this paper, we present Misaka, a visualized swarm testbed for smart grid algorithm evaluation, also an extendable open-source open-hardware platform for developing tabletop tangible swarm interfaces. The platform consists of a collection…

机器人学 · 计算机科学 2024-04-29 Tingliang Zhang , Haiwang Zhong , Zhenfei Tan , Xinfei Yan

Data visualization is essential for developing an understanding of a complex system. The power grid is one of the most complex systems in the world and effective power grid research visualization software must 1) be easy to use, 2) support…

系统与控制 · 电气工程与系统科学 2025-10-15 Noah Rhodes

Scientific computing in the exascale era demands increased computational power to solve complex problems across various domains. With the rise of heterogeneous computing architectures the need for vendor-agnostic, performance portability…

分布式、并行与集群计算 · 计算机科学 2025-11-05 Johansell Villalobos , Josef Ruzicka , Silvio Rizzi

As grids are in essence heterogeneous, dynamic, shared and distributed environments, managing these kinds of platforms efficiently is extremely complex. A promising scalable approach to deal with these intricacies is the design of…

分布式、并行与集群计算 · 计算机科学 2011-02-04 Sanjay Patel , Madhuri Bhavsar