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FPGAs are increasingly common in modern applications, and cloud providers now support on-demand FPGA acceleration in data centers. Applications in data centers run on virtual infrastructure, where consolidation, multi-tenancy, and workload…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-07 Joshua Landgraf , Tiffany Yang , Will Lin , Christopher J. Rossbach , Eric Schkufza

FPGAs are now ubiquitous in cloud computing infrastructures and reconfigurable system-on-chip, particularly for AI acceleration. Major cloud service providers such as Amazon and Microsoft are increasingly incorporating FPGAs for specialized…

Cryptography and Security · Computer Science 2024-10-23 Jayeeta Chaudhuri , Hassan Nassar , Dennis R. E. Gnad , Jorg Henkel , Mehdi B. Tahoori , Krishnendu Chakrabarty

With the exponentially increasing demand for performance and scalability in cloud applications and systems, data center architectures evolved to integrate heterogeneous computing fabrics that leverage CPUs, GPUs, and FPGAs. FPGAs differ…

Cryptography and Security · Computer Science 2022-09-23 Muhammed Kawser Ahmed , Joel Mandebi , Sujan Kumar Saha , Christophe Bobda

Recently, FPGA accelerators have risen in popularity as they present a suitable way of satisfying the high-computation and low-power demands of real time applications. The modern electric transportation systems (such as aircraft, road…

Operating Systems · Computer Science 2023-04-05 Anna Panagopoulou , Michele Paolino , Daniel Raho

Trends in hardware, the prevalence of the cloud, and the rise of highly demanding applications have ushered an era of specialization that quickly changes how data is processed at scale. These changes are likely to continue and accelerate in…

Databases · Computer Science 2023-06-27 Wenqi Jiang , Dario Korolija , Gustavo Alonso

FPGAs have shown great potential in providing low-latency and energy-efficient solutions for deep neural network (DNN) inference applications. Currently, the majority of FPGA-based DNN accelerators in the cloud run in a time-division…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-30 Shulin Zeng , Guohao Dai , Hanbo Sun , Kai Zhong , Guangjun Ge , Kaiyuan Guo , Yu Wang , Huazhong Yang

FPGAs are an attractive type of accelerator for all-purpose HPC computing systems due to the possibility of deploying tailored hardware on demand. However, the common tools for programming and operating FPGAs are still complex to use,…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-19 Gabriel Rodriguez-Canal , Nick Brown , Yuri Torres , Arturo Gonzalez-Escribano

With FPGAs now being deployed in the cloud and at the edge, there is a need for scalable design methods which can incorporate the heterogeneity present in the hardware and software components of FPGA systems. Moreover, these FPGA systems…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-29 Anuj Vaishnav , Khoa Dang Pham , Joseph Powell , Dirk Koch

In this paper we present Foggy, an architectural framework and software platform based on Open Source technologies. Foggy orchestrates application workload, negotiates resources and supports IoT operations for multi-tier, distributed,…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-02 Daniele Santoro , Daniel Zozin , Daniele Pizzolli , Francesco De Pellegrini , Silvio Cretti

FPGAs are increasingly prevalent in cloud deployments, serving as Smart NICs or network-attached accelerators. Despite their potential, developing distributed FPGA-accelerated applications remains cumbersome due to the lack of appropriate…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-20 Zhenhao He , Dario Korolija , Yu Zhu , Benjamin Ramhorst , Tristan Laan , Lucian Petrica , Michaela Blott , Gustavo Alonso

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

Integrating Field Programmable Gate Arrays (FPGAs) with cloud computing instances is a rapidly emerging trend on commercial cloud computing platforms such as Amazon Web Services (AWS), Huawei cloud, and Alibaba cloud. Cloud FPGAs allow…

Cryptography and Security · Computer Science 2020-05-12 Chenglu Jin , Vasudev Gohil , Ramesh Karri , Jeyavijayan Rajendran

Cloud deployments now increasingly provision FPGA accelerators as part of virtual instances. While FPGAs are still essentially single-tenant, the growing demand for hardware acceleration will inevitably lead to the need for methods and…

Hardware Architecture · Computer Science 2020-06-16 Joel Mandebi Mbongue , Alex Shuping , Pankaj Bhowmik , Christophe Bobda

The rapid advancement of AI workloads and domain-specific architectures has led to increasingly diverse processor microarchitectures, whose design exploration requires fast and accurate performance validation. However, traditional workflows…

Hardware Architecture · Computer Science 2026-05-22 Chengzhen Meng , Xiuzhuang Chen , Bingcai Sui , Zhenyu Zhao , Tun Li , Hongjun Dai

FPGA accelerators are gaining increasing attention in both cloud and edge computing because of their hardware flexibility, high computational throughput, and low power consumption. However, the design flow of FPGAs often requires specific…

Hardware Architecture · Computer Science 2021-02-22 Masudul Hassan Quraishi , Erfan Bank Tavakoli , Fengbo Ren

AI acceleration has been dominated by GPUs, but the growing need for lower latency, energy efficiency, and fine-grained hardware control exposes the limits of fixed architectures. In this context, Field-Programmable Gate Arrays (FPGAs)…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-18 Arturo Urías Jiménez

FPGAs (Field Programmable Gate arrays) have gained massive popularity today as accelerators for a variety of workloads, including big data analytics, and parallel and distributed computing. This has fueled the study of mechanisms to…

Cryptography and Security · Computer Science 2018-02-26 Arnab Bag , Sikhar Patranabis , Debapriya Basu Roy , Debdeep Mukhopadhyay

Field-Programmable Gate Arrays (FPGAs) have become essential in cloud computing due to their reconfigurability, energy efficiency, and ability to accelerate domain-specific workloads. As FPGA adoption grows, research into task scheduling…

Hardware Architecture · Computer Science 2025-11-11 Arsalan Ali Malik , John Buchanan , Aydin Aysu

In recent decades, due to the emerging requirements of computation acceleration, cloud FPGAs have become popular in public clouds. Major cloud service providers, e.g. AWS and Microsoft Azure have provided FPGA computing resources in their…

Cryptography and Security · Computer Science 2024-02-01 Chongzhou Fang , Ning Miao , Han Wang , Jiacheng Zhou , Tyler Sheaves , John M. Emmert , Avesta Sasan , Houman Homayoun

FPGAs are an attractive type of accelerator for all-purpose HPC computing systems due to the possibility of deploying tailored hardware on demand. However, the common tools for programming and operating FPGAs are still complex to use,…

Hardware Architecture · Computer Science 2022-09-12 Gabriel Rodriguez-Canal , Nick Brown , Yuri Torres , Arturo Gonzalez-Escribano
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