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With recent increasing computational and data requirements of scientific applications, the use of large clustered systems as well as distributed resources is inevitable. Although executing large applications in these environments brings…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-06-30 Alexandru Costan , Florin Pop , Corina Stratan , Ciprian Dobre , Catalin Leordeanu , Valentin Cristea

The scientific community increasingly relies on machine learning (ML) for near-sensor processing, leveraging its strengths in tasks such as pattern recognition, anomaly detection, and real-time decision-making. These deployments demand…

Hardware Architecture · Computer Science 2026-03-30 G Abarajithan , Zhenghua Ma , Ravidu Munasinghe , Francesco Restuccia , Ryan Kastner

Today, there is a trend to incorporate more intelligence (e.g., vision capabilities) into a wide range of devices, which makes high performance a necessity for computing systems. Furthermore, for embedded systems, low power consumption…

Other Computer Science · Computer Science 2014-08-25 Zhilei Chai , Zhibin Wang , Wenmin Yang , Shuai Ding , Yuanpu Zhang

Traditional hardware platforms - ASICs and FPGAs - offer competing trade-offs among performance, flexibility, and sustainability. ASICs provide high efficiency but are inflexible post-fabrication, require costly re-spins for updates, and…

Hardware Architecture · Computer Science 2025-08-07 Ishraq Tashdid , Dewan Saiham , Nafisa Anjum , Tasnuva Farheen , Sazadur Rahman

Pairing-based cryptography (PBC) is crucial in modern cryptographic applications. With the rapid advancement of adversarial research and the growing diversity of application requirements, PBC accelerators need regular updates in algorithms,…

Hardware Architecture · Computer Science 2025-09-15 Tianwei Pan , Tianao Dai , Jianlei Yang , Hongbin Jing , Yang Su , Zeyu Hao , Xiaotao Jia , Chunming Hu , Weisheng Zhao

Heterogeneous systems consisting of general-purpose processors and different types of hardware accelerators are becoming more and more common in HPC systems. Especially FPGAs provide a promising opportunity to improve both performance and…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-08-28 Oliver Knodel , Rainer G. Spallek

Scientific research increasingly depends on robust and scalable IT infrastructures to support complex computational workflows. With the proliferation of services provided by research infrastructures, NRENs, and commercial cloud providers,…

We present HeLEx, a framework for determining the functional layout of heterogeneous spatially-configured elastic Coarse-Grained Reconfigurable Arrays (CGRAs). Given a collection of input data flow graphs (DFGs) and a target CGRA, the…

Hardware Architecture · Computer Science 2025-11-25 Alan Jia Bao Du , Tarek S. Abdelrahman

Modern multicore systems are migrating from homogeneous systems to heterogeneous systems with accelerator-based computing in order to overcome the barriers of performance and power walls. In this trend, FPGA-based accelerators are becoming…

Hardware Architecture · Computer Science 2020-09-04 Zhe Lin , Sharad Sinha , Hao Liang , Liang Feng , Wei Zhang

Coarse-grained reconfigurable architectures (CGRAs) are programmable logic devices with large coarse-grained ALU-like logic blocks, and multi-bit datapath-style routing. CGRAs often have relatively restricted data routing networks, so they…

Hardware Architecture · Computer Science 2019-05-02 Matthew J. P. Walker , Jason H. Anderson

As modern Coarse Grain Reconfigurable Arrays (CGRAs) grow in size, efficient utilization of the available fabric by a single application becomes increasingly difficult. Existing CGRA mappers either fail to utilize the available fabric or…

Hardware Architecture · Computer Science 2026-04-07 Agamemnon Kyriazis , Panagiotis Miliadis , Dimitris Theodoropoulos , Nectarios Koziris , Dionisios Pnevmatikatos

Field Programmable Gate Arrays (FPGAs) have recently been increasingly used for highly-parallel processing of compute intensive tasks. This paper introduces an FPGA hardware platform architecture that is PC-based, allows for fast…

Hardware Architecture · Computer Science 2007-05-23 Andreas Weisensee , Darran Nathan

Influenced by the advances in data and computing, the scientific practice increasingly involves machine learning and artificial intelligence driven methods which requires specialized capabilities at the system-, science- and service-level…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-15 Ilkay Altintas , Ismael Perez , Dmitry Mishin , Adrien Trouillaud , Christopher Irving , John Graham , Mahidhar Tatineni , Thomas DeFanti , Shawn Strande , Larry Smarr , Michael L. Norman

Modern embedded and cyber-physical systems require every day more performance, power efficiency and flexibility, to execute several profiles and functionalities targeting the ever growing adaptivity needs and preserving execution…

Hardware Architecture · Computer Science 2021-03-08 Carlo Sau , Tiziana Fanni , Claudio Rubattu , Luigi Raffo , Francesca Palumbo

Frameworks for the agile development of modern system-on-chips are crucial to dealing with the complexity of designing such architectures. The open-source Vespa framework for designing large, FPGA-based, multi-core heterogeneous…

Hardware Architecture · Computer Science 2025-01-07 Gabriele Montanaro , Andrea Galimberti , Davide Zoni

The retrofitting of existing buildings with building management systems presents significant challenges, primarily due to the need for labor and cost efficiency. Wireless technology offers a promising solution to these challenges by…

Networking and Internet Architecture · Computer Science 2024-09-09 Simon Madsen , Benjamin Staugaard , Zheng Ma , Salman Yussof , Bo Jørgensen

Modern computing workloads commonly involve matrix-matrix multiplication (mmul) as a core computing pattern. Coarse-Grained Reconfigurable Arrays (CGRAs) can flexibly and efficiently support it, since they combine operation-level…

Hardware Architecture · Computer Science 2026-04-29 Yuxuan Wang , María José Belda , Fernando Castro , Katzalin Olcoz , David Atienza , Giovanni Ansaloni

Climate change concerns emphasize the need for sustainable computing. Modeling the carbon footprint (CFP), including operational and embodied CFP from semiconductor use, manufacture and design, is essential. Field programmable gate arrays…

Hardware Architecture · Computer Science 2026-04-23 Chetan Choppali Sudarshan , Aman Arora , Vidya A Chhabria

In this work, we introduce a Self-Aware Polymorphic Architecture (SAPA) design approach to support emerging context-aware applications and mitigate the programming challenges caused by the ever-increasing complexity and heterogeneity of…

Hardware Architecture · Computer Science 2018-02-15 Michel A. Kinsy , Mihailo Isakov , Alan Ehret , Donato Kava

Evolving smart grids require flexible and adaptive control methods. A harmonized hybrid cyber-physical framework, which considers both physical and cyber layers and ensures adaptability, is one of the critical challenges to enable…

Machine Learning · Computer Science 2025-12-01 Muhammad Siddique , Sohaib Zafar