Edge AI for Internet of Energy: Challenges and perspectives

Y Himeur, AN Sayed, A Alsalemi, F Bensaali, A Amira - Internet of Things, 2024 - Elsevier
The digital landscape of the Internet of Energy (IoE) is on the brink of a revolutionary
transformation with the integration of edge Artificial Intelligence (AI). This comprehensive …

Empowering Cloud Computing With Network Acceleration: A Survey

L Rosa, L Foschini, A Corradi - IEEE Communications Surveys …, 2024 - ieeexplore.ieee.org
Modern interactive and data-intensive applications must operate under demanding time
constraints, prompting a shift toward the adoption of specialized software and hardware …

FASDA: An FPGA-aided, scalable and distributed accelerator for range-limited molecular dynamics

C Wu, T Geng, A Guo, S Bandara, P Haghi… - Proceedings of the …, 2023 - dl.acm.org
Conducting long-timescale simulations of small molecules using Molecular Dynamics (MD)
is crucial in drug design. However, traditional methods to accelerate the process, including …

Software-hardware co-design of heterogeneous SmartNIC system for recommendation models inference and training

A Guo, Y Hao, C Wu, P Haghi, Z Pan, M Si… - Proceedings of the 37th …, 2023 - dl.acm.org
Deep Learning Recommendation Models (DLRMs) are important applications in various
domains and have evolved into one of the largest and most important machine learning …

A framework for neural network inference on fpga-centric smartnics

A Guo, T Geng, Y Zhang, P Haghi, C Wu… - … Conference on Field …, 2022 - ieeexplore.ieee.org
FPGA-based SmartNICs offer great potential to significantly improve the performance of high-
performance computing and warehouse data processing by tightly coupling support for …

A survey of FPGA optimization methods for data center energy efficiency

M Tibaldi, C Pilato - IEEE Transactions on Sustainable …, 2023 - ieeexplore.ieee.org
This article provides a survey of academic literature about field programmable gate array
(FPGA) and their utilization for energy efficiency acceleration in data centers. The goal is to …

A Visionary Look at the Security of Reconfigurable Cloud Computing

M Stojilović, K Rasmussen, F Regazzoni… - Proceedings of the …, 2023 - ieeexplore.ieee.org
Field-programmable gate arrays (FPGAs) have become critical components in many cloud
computing platforms. These devices possess the fine-grained parallelism and specialization …

Performance Evaluation of VirtIO Device Drivers for Host-FPGA PCIe Communication

S Bandara, A Sanaullah, Z Tahir… - 2024 IEEE …, 2024 - ieeexplore.ieee.org
Unleashing the full potential of FPGAs as offload devices requires Host-FPGA connectivity
that is reliable, robust, and uniform; and that implements (at least) a required set of features …

A survey on FPGA-based heterogeneous clusters architectures

WF Samayoa, ML Crespo, A Cicuttin, S Carrato - IEEE Access, 2023 - ieeexplore.ieee.org
In recent years, the most powerful supercomputers have already reached megawatt power
consumption levels, an important issue that challenges sustainability and shows the …

Instruction-level power side-channel leakage evaluation of soft-core CPUs on shared FPGAs

O Glamočanin, S Shrivastava, J Yao, N Ardo… - Journal of Hardware and …, 2023 - Springer
Side-channel disassembly attacks recover CPU instructions from power or electromagnetic
side-channel traces measured during code execution. These attacks typically rely on …