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5G Radio access network disaggregation and softwarization pose challenges in terms of computational performance to the processing units. At the physical layer level, the baseband processing computational effort is typically offloaded to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-10-18 Marco Bertuletti , Yichao Zhang , Alessandro Vanelli-Coralli , Luca Benini

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…

The evolution of 5G and the emergence of 6G wireless communication systems impose higher demands for computing capabilities and lower power consumption in the front-end and processing circuitry. Furthermore, the incorporation of Artificial…

Signal Processing · Electrical Eng. & Systems 2025-06-10 Javier Acevedo , Frank H. P. Fitzek

Radio Resource Management (RRM) in 5G mobile communication is a challenging problem for which Recurrent Neural Networks (RNN) have shown promising results. Accelerating the compute-intensive RNN inference is therefore of utmost importance.…

Signal Processing · Electrical Eng. & Systems 2020-04-07 Renzo Andri , Tomas Henriksson , Luca Benini

The emerging trend of deploying complex algorithms, such as Deep Neural Networks (DNNs), increasingly poses strict memory and energy efficiency requirements on Internet-of-Things (IoT) end-nodes. Mixed-precision quantization has been…

Radio Access Networks (RAN) workloads are rapidly scaling up in data processing intensity and throughput as the 5G (and beyond) standards grow in number of antennas and sub-carriers. Offering flexible Processing Elements (PEs), efficient…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-09 Yichao Zhang , Marco Bertuletti , Samuel Riedel , Matheus Cavalcante , Alessandro Vanelli-Coralli , Luca Benini

Recent applications in the domain of near-sensor computing require the adoption of floating-point arithmetic to reconcile high precision results with a wide dynamic range. In this paper, we propose a multi-core computing cluster that…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-06-12 Fabio Montagna , Stefan Mach , Simone Benatti , Angelo Garofalo , Gianmarco Ottavi , Luca Benini , Davide Rossi , Giuseppe Tagliavini

We introduce an open-source architecture for next-generation Radio-Access Network baseband processing: 1024 latency-tolerant 32-bit RISC-V cores share 4 MiB of L1 memory via an ultra-low latency interconnect (7-11 cycles), a modular Direct…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-08-20 Yichao Zhang , Marco Bertuletti , Chi Zhang , Samuel Riedel , Alessandro Vanelli-Coralli , Luca Benini

Next-generation wireless technologies (for immersive-massive communication, joint communication and sensing) demand highly parallel architectures for massive data processing. A common architectural template scales up by grouping tens to…

Hardware Architecture · Computer Science 2025-07-08 Samuel Riedel , Yichao Zhang , Marco Bertuletti , Luca Benini

5G New Radio (NR) is an emerging radio access technology, which is planned to succeed 4G Long Term Evolution (LTE) as global standard of cellular communications in the upcoming years. This paper considers a digital signal processing model…

Networking and Internet Architecture · Computer Science 2019-08-14 Grzegorz Cisek , Tomasz P. Zielinski

We present HeartStream, a 64-RV-core shared-L1-memory cluster (410 GFLOP/s peak performance and 204.8 GBps L1 bandwidth) for energy-efficient AI-enhanced O-RAN. The cores and cluster architecture are customized for baseband processing,…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-11 Yichao Zhang , Marco Bertuletti , Sergio Mazzola , Samuel Riedel , Luca Benini

The fast-rising demand for wireless bandwidth requires rapid evolution of high-performance baseband processing infrastructure. Programmable many-core processors for software-defined radio (SDR) have emerged as high-performance baseband…

Signal Processing · Electrical Eng. & Systems 2025-08-11 Marco Bertuletti , Yichao Zhang , Mahdi Abdollahpour , Samuel Riedel , Alessandro Vanelli-Coralli

The next generation wireless communication system, 5G, or New Radio (NR) will provide access to information and sharing of data anywhere, anytime by various users and applications with diverse multi-dimensional requirements. Physical Uplink…

Signal Processing · Electrical Eng. & Systems 2023-05-17 Lopamudra Kundu , Gang Xiong , Joonyoung Cho

Artificial intelligence approaches for base-band processing for radio receivers have demonstrated significant performance gains. Most of the proposed methods are characterized by high compute and memory requirements, hindering their…

Signal Processing · Electrical Eng. & Systems 2025-10-23 Mahdi Abdollahpour , Marco Bertuletti , Yichao Zhang , Yawei Li , Luca Benini , Alessandro Vanelli-Coralli

Neural Networks (NNs) have been widely adopted due to their outstanding efficacy and adaptability across computer vision and deep learning applications. The optimization of NNs is necessary to enable their deployment on energy constrained…

Hardware Architecture · Computer Science 2026-05-12 Pragun Jaswal , L. Hemanth Krishna , B. Srinivasu

Multi-core vector processor architectures excel in handling computationally intensive vectorizable tasks but struggle to achieve optimal resource utilization when facing sequential and control tasks that cannot be vectorized. This work…

Hardware Architecture · Computer Science 2024-07-09 Matteo Perotti , Michele Raeber , Mattia Sinigaglia , Matheus Cavalcante , Davide Rossi , Luca Benini

Systolic arrays and shared-L1-memory manycore clusters are commonly used architectural paradigms that offer different trade-offs to accelerate parallel workloads. While the first excel with regular dataflow at the cost of rigid…

Hardware Architecture · Computer Science 2024-04-25 Sergio Mazzola , Samuel Riedel , Luca Benini

The steeply growing performance demands for highly power- and energy-constrained processing systems such as end-nodes of the internet-of-things (IoT) have led to parallel near-threshold computing (NTC), joining the energy-efficiency…

Hardware Architecture · Computer Science 2020-04-15 Florian Glaser , Giuseppe Tagliavini , Davide Rossi , Germain Haugou , Qiuting Huang , Luca Benini

In this work, we propose and evaluate the performance of a 5th generation (5G) New Radio (NR) bistatic Integrated Sensing and Communication (ISaC) system. Unlike the full-duplex monostatic ISaC systems, the bistatic approach enables sensing…

Signal Processing · Electrical Eng. & Systems 2025-05-20 Rajeev Gangula , Sakthivel Velumani , Tommaso Melodia

With the shrinking of technology nodes and the use of parallel processor clusters in hostile and critical environments, such as space, run-time faults caused by radiation are a serious cross-cutting concern, also impacting architectural…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-30 Michael Rogenmoser , Nils Wistoff , Pirmin Vogel , Frank Gürkaynak , Luca Benini
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