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Modern multi-tenant, hardware-heterogeneous computing environments pose significant challenges for effective workload orchestration. Simple heuristics for assessing workload performance, such as CPU utilization or application-level metrics,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-27 Oliver Larsson , Thijs Metsch , Cristian Klein , Erik Elmroth

Testing microservice systems involves a large amount of planning and problem-solving. The difficulty of testing microservice systems increases as the size and structure of such systems become more complex. To help the microservice community…

Software Engineering · Computer Science 2023-06-12 Sheldon Smith , Ethan Robinson , Timmy Frederiksen , Trae Stevens , Tomas Cerny , Miroslav Bures , Davide Taibi

Edge computing provides a cloud-like architecture where small-scale resources are distributed near the network edge, enabling applications on resource-constrained devices to offload latency-critical computations to these resources. While…

Performance · Computer Science 2026-01-13 Muhammad Danish Waseem , Ahmed Ali-Eldin

This paper proposes a novel framework to test for slope heterogeneity between time-varying coefficients in panel data models. Our test not only allows us to detect whether the coefficient functions are the same across all units or not, but…

Econometrics · Economics 2025-11-18 Marina Khismatullina , Bernhard van der Sluis

Benchmarking is how the performance of a computing system is determined. Surprisingly, even for classical computers this is not a straightforward process. One must choose the appropriate benchmark and metrics to extract meaningful results.…

Quantum Physics · Physics 2021-05-07 Salonik Resch , Ulya R. Karpuzcu

To fully harness Grids, users or middlewares must have some knowledge on the topology of the platform interconnection network. As such knowledge is usually not available, one must uses tools which automatically build a topological network…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-06-28 Lionel Eyraud-Dubois , Arnaud Legrand , Martin Quinson , Frédéric Vivien

The issue of synchronization in the power grid is receiving renewed attention, as new energy sources with different dynamics enter the picture. Global metrics have been proposed to evaluate performance and analyzed under highly simplified…

Systems and Control · Computer Science 2019-05-20 Fernando Paganini , Enrique Mallada

The stability of powergrid is crucial since its disruption affects systems ranging from street lightings to hospital life-support systems. Nevertheless, large blackouts are inevitable if powergrids are in the state of self-organized…

Physics and Society · Physics 2018-10-18 Ho Fai Po , Chi Ho Yeung , An Zeng , K. Y. Michael Wong

Important computational physics problems are often large-scale in nature, and it is highly desirable to have robust and high performing computational frameworks that can quickly address these problems. However, it is no trivial task to…

Mathematical Software · Computer Science 2017-09-18 J. Chang , K. B. Nakshatrala , M. G. Knepley , L. Johnsson

This paper contains the most important aspects of computing grids. Grid computing allows high performance distributed systems to act as a single computer. An overview of grids structure and techniques is given in order to understand the way…

Distributed, Parallel, and Cluster Computing · Computer Science 2009-03-05 Delia Sabina Stinga

The integration of electric vehicles (EVs) into power grids via Vehicle-to-Grid (V2G) system technology is increasing day by day, but these phenomena present both advantages and disadvantages. V2G can increase grid reliability by providing…

Cryptography and Security · Computer Science 2025-07-30 Md Abdul Gaffar

Predicting the performance and energy consumption of computing hardware is critical for many modern applications. This will inform procurement decisions, deployment decisions, and autonomic scaling. Existing approaches to understanding the…

Machine Learning · Computer Science 2023-02-28 Mehmet Cengiz , Matthew Forshaw , Amir Atapour-Abarghouei , Andrew Stephen McGough

Based on stochastic differential equations (SDEs), we analyse the overall performance of heterogeneous power systems network, subject to spatially distributed and correlated noise with random initial conditions. We determine bounds on the…

Optimization and Control · Mathematics 2021-11-22 Taouba Jouini , Zhiyong Sun

Global system of distributing computing - Grid - created as reply for challenges, connected with the qualitative progress of complexity of experimental physical assemblies and information systems, is presented as optimal IT platform for…

Instrumentation and Detectors · Physics 2011-09-30 P. I. Neyezhmakov , S. I. Zub , S. S. Zub

Evaluative claims about LLM infrastructure -- ``workload X is fastest on hardware Y with software Z'' -- depend on a complex configuration space spanning hardware accelerators, interconnect bandwidth, software frameworks, parallelism plans,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-08 Eric Ding , Byungsoo Oh , Bhaskar Kataria , Kaiwen Guo , Jelena Gvero , Abhishek Vijaya Kumar , Arjun Devraj , Lindsey Bowen , Atharv Sonwane , Emaad Manzoor , Rachee Singh

Computational grids are believed to be the ultimate framework to meet the growing computational needs of the scientific community. Here, the processing power of geographically distributed resources working under different ownerships, having…

Cryptography and Security · Computer Science 2011-11-22 Sugata Sanyal , Rangarajan A. Vasudevan , Ajith Abraham , Marcin Paprzycki

Scheduling applications on wide-area distributed systems is useful for obtaining quick and reliable results in an efficient manner. Optimized scheduling algorithms are fundamentally important in order to achieve optimized resources…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-06-28 Diana Moise , Eliza Moise , Florin Pop , Valentin Cristea

In the machine learning ecosystem, hardware selection is often regarded as a mere utility, overshadowed by the spotlight on algorithms and data. This oversight is particularly problematic in contexts like ML-as-a-service platforms, where…

Machine Learning · Computer Science 2024-09-04 Sree Harsha Nelaturu , Nishaanth Kanna Ravichandran , Cuong Tran , Sara Hooker , Ferdinando Fioretto

With the ultimate goal of replacing proprietary hardware appliances with Virtual Network Functions (VNFs) implemented in software, Network Function Virtualization (NFV) has been gaining popularity in the past few years. Software switches…

Networking and Internet Architecture · Computer Science 2020-08-10 Tianzhu Zhang , Leonardo Linguaglossa , Paolo Giaccone , Luigi Iannone , James Roberts

Open-source software and Commercial Off-The-Shelf hardware are finally paving their way into the 5G world, resulting in a proliferation of experimental 5G testbeds. Surprisingly, very few studies have been published on the comparative…

Networking and Internet Architecture · Computer Science 2024-07-03 Maryam Amini , Catherine Rosenberg