High-level synthesis hardware design for fpga-based accelerators: Models, methodologies, and frameworks

RS Molina, V Gil-Costa, ML Crespo, G Ramponi - IEEE Access, 2022 - ieeexplore.ieee.org
Hardware accelerators based on field programmable gate array (FPGA) and system on chip
(SoC) devices have gained attention in recent years. One of the main reasons is that these …

CGRA-EAM—rapid energy and area estimation for coarse-grained reconfigurable architectures

M Wijtvliet, H Corporaal, A Kumar - ACM Transactions on Reconfigurable …, 2021 - dl.acm.org
Reconfigurable architectures are quickly gaining in popularity due to their flexibility and
ability to provide high energy efficiency. However, reconfigurable systems allow for a huge …

Probabilistic Graph Queries for Design Space Exploration Under Uncertainty

M Földiák - Proceedings of the ACM/IEEE 27th International …, 2024 - dl.acm.org
Critical cyber-physical systems have an increasingly significant role in the world, and
ensuring their safety is a high priority objective. State of the art approaches and engineering …

Automated design space exploration of coarse-grained reconfigurable architecture via Bayesian optimization

H Kuang, S Zheng, L Wang - … on Solid-State & Integrated Circuit …, 2022 - ieeexplore.ieee.org
Due to high energy efficiency, runtime reconfigurability, and low hardware cost, coarse-
grained reconfigurable architecture (CGRA) is promising in many rapid-evolving …

Automatic hardware accelerators reconfiguration through linearucb algorithms on a risc-v processor

M Angioli, M Barbirotta, A Mastrandrea… - … 18th Conference on …, 2023 - ieeexplore.ieee.org
Reconfigurable processors are hardware architectures that allow for the dynamic
configuration of processing resources to optimize performance and power consumption …

[HTML][HTML] Data-driven modeling of reconfigurable multi-accelerator systems under dynamic workloads

J Encinas, A Rodríguez, A Otero… - Microprocessors and …, 2024 - Elsevier
Reconfigurable multi-accelerator systems used as computing offloading platforms in edge-
cloud continuum scenarios usually have to deal with highly dynamic workloads and …

The Tribes of Machine Learning and the Realm of Computer Architecture

A Akram, J Lowe-Power - arXiv preprint arXiv:2012.04105, 2020 - arxiv.org
Machine learning techniques have influenced the field of computer architecture like many
other fields. This paper studies how the fundamental machine learning techniques can be …

Run-time monitoring and ml-based modeling in reconfigurable multi-accelerator systems

J Encinas, A Rodríguez, A Otero… - … XXXVI Conference on …, 2021 - ieeexplore.ieee.org
Reconfigurable multi-accelerator systems usually have to deal with dynamically changing
operating conditions when working in edge computing scenarios. To fully exploit execution …

Architectural Model

M Wijtvliet, H Corporaal, A Kumar, M Wijtvliet… - Blocks, Towards Energy …, 2022 - Springer
Designing configurations for reconfigurable architectures is not trivial and usually takes
many design iterations. For each design iteration, a designer requires information on the …

SoC-based FPGA architecture for image analysis and other highly demanding applications

RS Molina - 2023 - arts.units.it
Nowadays, the development of algorithms focuses on performance-efficient and energy-
efficient computations. Technologies such as field programmable gate array (FPGA) and …