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Many RISC-V (RV) platforms and SoCs have been announced in recent years targeting the HPC sector, but only a few of them are commercially available and engineered to fit the HPC requirements. The Monte Cimone project targeted assessing…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-03 Emanuele Venieri , Simone Manoni , Gabriele Ceccolini , Giacomo Madella , Federico Ficarelli , Daniele Gregori , Daniele Cesarini , Luca Benini , Andrea Bartolini

Endpoint devices for Internet-of-Things not only need to work under extremely tight power envelope of a few milliwatts, but also need to be flexible in their computing capabilities, from a few kOPS to GOPS. Near-threshold(NT) operation can…

Hyperdimensional Computing (HDC) is a brain-inspired computing paradigm that represents and manipulates information using high-dimensional vectors, called hypervectors (HV). Traditional HDC methods, while robust to noise and inherently…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-06-12 Dhruv Parikh , Viktor Prasanna

Hyperdimensional computing (HDC), utilizing a parallel computing paradigm and efficient learning algorithm, is well-suited for resource-constrained artificial intelligence (AI) applications, such as in edge devices. In-memory computing…

Emerging Technologies · Computer Science 2025-12-25 Yi Huang , Alireza Jaberi Rad , Qiangfei Xia

High Performance Compute (HPC) clusters often produce intermediate files as part of code execution and message passing is not always possible to supply data to these cluster jobs. In these cases, I/O goes back to central distributed storage…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-07 Gabryel Mason-Williams , Dave Bond , Mark Basham

Next-generation mixed-criticality Systems-on-chip (SoCs) for robotics, automotive, and space must execute mixed-criticality AI-enhanced sensor processing and control workloads, ensuring reliable and time-predictable execution of critical…

The performance of discrete general purpose graphics processing units (GPGPUs) has been improving at a rapid pace. The PCIe interconnect that controls the communication of data between the system host memory and the GPU has not improved as…

Computational Physics · Physics 2019-05-15 Connor Kenyon , Glenn Volkema , Gaurav Khanna

High-Performance Computing (HPC) platforms enable scientific software to achieve breakthroughs in many research fields such as physics, biology, and chemistry, by employing Research Software Engineering (RSE) techniques. These include 1)…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-10-16 Matan Rusanovsky , Re'em Harel , Lee-or Alon , Idan Mosseri , Harel Levin , Gal Oren

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

The last few years have seen the emergence of IoT processors: ultra-low power systems-on-chips (SoCs) combining lightweight and flexible micro-controller units (MCUs), often based on open-ISA RISC-V cores, with application-specific…

Systems and Control · Electrical Eng. & Systems 2022-01-21 Nazareno Bruschi , Germain Haugou , Giuseppe Tagliavini , Francesco Conti , Luca Benini , Davide Rossi

For years, the open-source RISC-V instruction set has been driving innovation in processor design, spanning from high-end cores to low-cost or low-power cores. After a decade of evolution, RISC architectures are now as mature as the CISC…

Hardware Architecture · Computer Science 2024-06-24 Juliette Pottier , Thomas Nieddu , Bertrand Le Gal , Sébastien Pillement , Maria Méndez Real

Spiking Neural Networks (SNNs) have gained significant attention in edge computing due to their low power consumption and computational efficiency. However, existing implementations either use conventional System on Chip (SoC) architectures…

Hardware Architecture · Computer Science 2026-03-13 Kanishka Gunawardana , Sanka Peeris , Kavishka Rambukwella , Thamish Wanduragala , Saadia Jameel , Roshan Ragel , Isuru Nawinne

Ensuring predictability in modern real-time Systems-on-Chip (SoCs) is an increasingly critical concern for many application domains such as automotive, robotics, and industrial automation. An effective approach involves the modeling and…

Hardware Architecture · Computer Science 2024-08-20 Luca Valente , Francesco Restuccia , Davide Rossi , Ryan Kastner , Luca Benini

We present a roadmap for open-source chiplet-based RISC-V systems targeting high-performance computing and artificial intelligence, aiming to close the performance gap to proprietary designs. Starting with Occamy, the first open,…

Hardware Architecture · Computer Science 2025-11-20 Paul Scheffler , Thomas Benz , Tim Fischer , Lorenzo Leone , Sina Arjmandpour , Luca Benini

The exponential increase in Machine Learning (ML) model size and complexity has driven unprecedented demand for high-performance acceleration systems. As technology scaling enables the integration of thousands of computing elements onto a…

Hardware Architecture · Computer Science 2026-05-13 Luca Colagrande , Lorenzo Leone , Chen Wu , Tim Fischer , Raphael Roth , Luca Benini

As the communication requirements of current and future Multiprocessor Systems on Chips (MPSoCs) continue to increase, scalable communication architectures are needed to support the heavy communication demands of the system. This is…

Hardware Architecture · Computer Science 2011-11-09 Srinivasan Murali , Giovanni De Micheli

RISC-V processors encounter substantial challenges in deploying multi-precision deep neural networks (DNNs) due to their restricted precision support, constrained throughput, and suboptimal dataflow design. To tackle these challenges, a…

Hardware Architecture · Computer Science 2024-07-16 Chuanning Wang , Chao Fang , Xiao Wu , Zhongfeng Wang , Jun Lin

FPGA overlays are commonly implemented as coarse-grained reconfigurable architectures with a goal to improve designers' productivity through balancing flexibility and ease of configuration of the underlying fabric. To truly facilitate full…

Hardware Architecture · Computer Science 2016-06-22 Ho-Cheung Ng , Cheng Liu , Hayden Kwok-Hay So

IoT applications are one of the driving forces in making systems energy and power-efficient, given their resource constraints. However, because of security, latency, and transmission, we advocate for local computing through multi-processor…

Hardware Architecture · Computer Science 2024-06-27 Anderson I. Silva , Altamiro Susin , Fernanda L. Kastensmidt , Antonio Carlos S. Beck , Jose Rodrigo Azambuja

The Advanced Encryption Standard (AES) is a widely adopted cryptographic algorithm essential for securing embedded systems and IoT platforms. However, existing AES hardware accelerators often face limitations in performance, energy…

Hardware Architecture · Computer Science 2025-05-20 Van Tinh Nguyen , Phuc Hung Pham , Vu Trung Duong Le , Hoai Luan Pham , Tuan Hai Vu , Thi Diem Tran