---
_id: '65101'
abstract:
- lang: eng
  text: Various methods to measure the dynamic behavior of particles require the calculation
    of autocorrelation functions. For this purpose, fast multi-tau correlators have
    been developed in dedicated hardware, in software, and on FPGAs. However, for
    methods such as X-ray Photon Correlation Spectroscopy (XPCS), which requires to
    calculate the autocorrelation function independently for hundreds of thousands
    to millions of pixels from high-resolution detectors, current approaches rely
    on offline processing after data acquisition. Moreover, the internal pipeline
    state of so many independent correlators is far too large to keep it on-chip.
    In this work, we propose a design approach on FPGAs, where pipeline contexts are
    stored in off-chip HBM memory. Each compute unit iteratively loads the state for
    a single pixel, processes a short time series for this pixel, and afterwards writes
    back the context in a dataflow pipeline. We have implemented the required compute
    kernels with Vitis HLS and analyze resulting designs on an Alveo U280 card. The
    design achieves the expected performance and for the first time provides sufficient
    throughput for current high-end detectors used in XPCS.
author:
- first_name: Abdul Rehman
  full_name: Tareen, Abdul Rehman
  id: '76938'
  last_name: Tareen
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
citation:
  ama: 'Tareen AR, Plessl C, Kenter T. Fast Multi-Tau Correlators on FPGA with Context
    Switching From and to High- Bandwidth Memory. In: <i>2025 International Conference
    on Field Programmable Technology (ICFPT)</i>. IEEE; 2026. doi:<a href="https://doi.org/10.1109/icfpt67023.2025.00027">10.1109/icfpt67023.2025.00027</a>'
  apa: Tareen, A. R., Plessl, C., &#38; Kenter, T. (2026). Fast Multi-Tau Correlators
    on FPGA with Context Switching From and to High- Bandwidth Memory. <i>2025 International
    Conference on Field Programmable Technology (ICFPT)</i>. <a href="https://doi.org/10.1109/icfpt67023.2025.00027">https://doi.org/10.1109/icfpt67023.2025.00027</a>
  bibtex: '@inproceedings{Tareen_Plessl_Kenter_2026, title={Fast Multi-Tau Correlators
    on FPGA with Context Switching From and to High- Bandwidth Memory}, DOI={<a href="https://doi.org/10.1109/icfpt67023.2025.00027">10.1109/icfpt67023.2025.00027</a>},
    booktitle={2025 International Conference on Field Programmable Technology (ICFPT)},
    publisher={IEEE}, author={Tareen, Abdul Rehman and Plessl, Christian and Kenter,
    Tobias}, year={2026} }'
  chicago: Tareen, Abdul Rehman, Christian Plessl, and Tobias Kenter. “Fast Multi-Tau
    Correlators on FPGA with Context Switching From and to High- Bandwidth Memory.”
    In <i>2025 International Conference on Field Programmable Technology (ICFPT)</i>.
    IEEE, 2026. <a href="https://doi.org/10.1109/icfpt67023.2025.00027">https://doi.org/10.1109/icfpt67023.2025.00027</a>.
  ieee: 'A. R. Tareen, C. Plessl, and T. Kenter, “Fast Multi-Tau Correlators on FPGA
    with Context Switching From and to High- Bandwidth Memory,” 2026, doi: <a href="https://doi.org/10.1109/icfpt67023.2025.00027">10.1109/icfpt67023.2025.00027</a>.'
  mla: Tareen, Abdul Rehman, et al. “Fast Multi-Tau Correlators on FPGA with Context
    Switching From and to High- Bandwidth Memory.” <i>2025 International Conference
    on Field Programmable Technology (ICFPT)</i>, IEEE, 2026, doi:<a href="https://doi.org/10.1109/icfpt67023.2025.00027">10.1109/icfpt67023.2025.00027</a>.
  short: 'A.R. Tareen, C. Plessl, T. Kenter, in: 2025 International Conference on
    Field Programmable Technology (ICFPT), IEEE, 2026.'
date_created: 2026-03-24T09:02:22Z
date_updated: 2026-03-24T09:04:31Z
department:
- _id: '27'
- _id: '518'
doi: 10.1109/icfpt67023.2025.00027
language:
- iso: eng
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication: 2025 International Conference on Field Programmable Technology (ICFPT)
publication_status: published
publisher: IEEE
status: public
title: Fast Multi-Tau Correlators on FPGA with Context Switching From and to High-
  Bandwidth Memory
type: conference
user_id: '3145'
year: '2026'
...
---
_id: '62064'
abstract:
- lang: eng
  text: SYCL is an open standard for targeting heterogeneous hardware from C++. In
    this work, we evaluate a SYCL implementation for a discontinuous Galerkin discretization
    of the 2D shallow water equations targeting CPUs, GPUs, and also FPGAs. The discretization
    uses polynomial orders zero to two on unstructured triangular meshes. Separating
    memory accesses from the numerical code allow us to optimize data accesses for
    the target architecture. A performance analysis shows good portability across
    x86 and ARM CPUs, GPUs from different vendors, and even two variants of Intel
    Stratix 10 FPGAs. Measuring the energy to solution shows that GPUs yield an up
    to 10x higher energy efficiency in terms of degrees of freedom per joule compared
    to CPUs. With custom designed caches, FPGAs offer a meaningful complement to the
    other architectures with particularly good computational performance on smaller
    meshes. FPGAs with High Bandwidth Memory are less affected by bandwidth issues
    and have similar energy efficiency as latest generation CPUs.
article_number: '772'
author:
- first_name: Markus
  full_name: Büttner, Markus
  last_name: Büttner
- first_name: Christoph
  full_name: Alt, Christoph
  id: '100625'
  last_name: Alt
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Harald
  full_name: Köstler, Harald
  last_name: Köstler
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
- first_name: Vadym
  full_name: Aizinger, Vadym
  last_name: Aizinger
citation:
  ama: Büttner M, Alt C, Kenter T, Köstler H, Plessl C, Aizinger V. Analyzing performance
    portability for a SYCL implementation of the 2D shallow water equations. <i>The
    Journal of Supercomputing</i>. 2025;81(6). doi:<a href="https://doi.org/10.1007/s11227-025-07063-7">10.1007/s11227-025-07063-7</a>
  apa: Büttner, M., Alt, C., Kenter, T., Köstler, H., Plessl, C., &#38; Aizinger,
    V. (2025). Analyzing performance portability for a SYCL implementation of the
    2D shallow water equations. <i>The Journal of Supercomputing</i>, <i>81</i>(6),
    Article 772. <a href="https://doi.org/10.1007/s11227-025-07063-7">https://doi.org/10.1007/s11227-025-07063-7</a>
  bibtex: '@article{Büttner_Alt_Kenter_Köstler_Plessl_Aizinger_2025, title={Analyzing
    performance portability for a SYCL implementation of the 2D shallow water equations},
    volume={81}, DOI={<a href="https://doi.org/10.1007/s11227-025-07063-7">10.1007/s11227-025-07063-7</a>},
    number={6772}, journal={The Journal of Supercomputing}, publisher={Springer Science
    and Business Media LLC}, author={Büttner, Markus and Alt, Christoph and Kenter,
    Tobias and Köstler, Harald and Plessl, Christian and Aizinger, Vadym}, year={2025}
    }'
  chicago: Büttner, Markus, Christoph Alt, Tobias Kenter, Harald Köstler, Christian
    Plessl, and Vadym Aizinger. “Analyzing Performance Portability for a SYCL Implementation
    of the 2D Shallow Water Equations.” <i>The Journal of Supercomputing</i> 81, no.
    6 (2025). <a href="https://doi.org/10.1007/s11227-025-07063-7">https://doi.org/10.1007/s11227-025-07063-7</a>.
  ieee: 'M. Büttner, C. Alt, T. Kenter, H. Köstler, C. Plessl, and V. Aizinger, “Analyzing
    performance portability for a SYCL implementation of the 2D shallow water equations,”
    <i>The Journal of Supercomputing</i>, vol. 81, no. 6, Art. no. 772, 2025, doi:
    <a href="https://doi.org/10.1007/s11227-025-07063-7">10.1007/s11227-025-07063-7</a>.'
  mla: Büttner, Markus, et al. “Analyzing Performance Portability for a SYCL Implementation
    of the 2D Shallow Water Equations.” <i>The Journal of Supercomputing</i>, vol.
    81, no. 6, 772, Springer Science and Business Media LLC, 2025, doi:<a href="https://doi.org/10.1007/s11227-025-07063-7">10.1007/s11227-025-07063-7</a>.
  short: M. Büttner, C. Alt, T. Kenter, H. Köstler, C. Plessl, V. Aizinger, The Journal
    of Supercomputing 81 (2025).
date_created: 2025-11-04T09:37:50Z
date_updated: 2025-11-04T09:48:10Z
department:
- _id: '27'
- _id: '518'
doi: 10.1007/s11227-025-07063-7
intvolume: '        81'
issue: '6'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication: The Journal of Supercomputing
publication_identifier:
  issn:
  - 1573-0484
publication_status: published
publisher: Springer Science and Business Media LLC
quality_controlled: '1'
status: public
title: Analyzing performance portability for a SYCL implementation of the 2D shallow
  water equations
type: journal_article
user_id: '3145'
volume: 81
year: '2025'
...
---
_id: '62066'
abstract:
- lang: eng
  text: In the context of high-performance computing (HPC) for distributed workloads,
    individual field-programmable gate arrays (FPGAs) need efficient ways to exchange
    data, which requires network infrastructure and software abstractions. Dedicated
    multi-FPGA clusters provide inter-FPGA networks for direct device to device communication.
    The oneAPI high-level synthesis toolchain offers I/O pipes to allow user kernels
    to interact with the networking ports of the FPGA board. In this work, we evaluate
    using oneAPI I/O pipes for direct FPGA-to-FPGA communication by scaling a SYCL
    implementation of a Jacobi solver on up to 25 FPGAs in the Noctua 2 cluster. We
    see good results in weak and strong scaling experiments.
author:
- first_name: Christoph
  full_name: Alt, Christoph
  id: '100625'
  last_name: Alt
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
citation:
  ama: 'Alt C, Plessl C, Kenter T. Evaluating oneAPI I/O Pipes in a Case Study of
    Scaling a SYCL Jacobi Solver to multiple FPGAs. In: <i>Proceedings of the 13th
    International Workshop on OpenCL and SYCL</i>. IWOCL ’25. Association for Computing
    Machinery; 2025. doi:<a href="https://doi.org/10.1145/3731125.3731131">10.1145/3731125.3731131</a>'
  apa: Alt, C., Plessl, C., &#38; Kenter, T. (2025). Evaluating oneAPI I/O Pipes in
    a Case Study of Scaling a SYCL Jacobi Solver to multiple FPGAs. <i>Proceedings
    of the 13th International Workshop on OpenCL and SYCL</i>. <a href="https://doi.org/10.1145/3731125.3731131">https://doi.org/10.1145/3731125.3731131</a>
  bibtex: '@inproceedings{Alt_Plessl_Kenter_2025, place={New York, NY, USA}, series={IWOCL
    ’25}, title={Evaluating oneAPI I/O Pipes in a Case Study of Scaling a SYCL Jacobi
    Solver to multiple FPGAs}, DOI={<a href="https://doi.org/10.1145/3731125.3731131">10.1145/3731125.3731131</a>},
    booktitle={Proceedings of the 13th International Workshop on OpenCL and SYCL},
    publisher={Association for Computing Machinery}, author={Alt, Christoph and Plessl,
    Christian and Kenter, Tobias}, year={2025}, collection={IWOCL ’25} }'
  chicago: 'Alt, Christoph, Christian Plessl, and Tobias Kenter. “Evaluating OneAPI
    I/O Pipes in a Case Study of Scaling a SYCL Jacobi Solver to Multiple FPGAs.”
    In <i>Proceedings of the 13th International Workshop on OpenCL and SYCL</i>. IWOCL
    ’25. New York, NY, USA: Association for Computing Machinery, 2025. <a href="https://doi.org/10.1145/3731125.3731131">https://doi.org/10.1145/3731125.3731131</a>.'
  ieee: 'C. Alt, C. Plessl, and T. Kenter, “Evaluating oneAPI I/O Pipes in a Case
    Study of Scaling a SYCL Jacobi Solver to multiple FPGAs,” 2025, doi: <a href="https://doi.org/10.1145/3731125.3731131">10.1145/3731125.3731131</a>.'
  mla: Alt, Christoph, et al. “Evaluating OneAPI I/O Pipes in a Case Study of Scaling
    a SYCL Jacobi Solver to Multiple FPGAs.” <i>Proceedings of the 13th International
    Workshop on OpenCL and SYCL</i>, Association for Computing Machinery, 2025, doi:<a
    href="https://doi.org/10.1145/3731125.3731131">10.1145/3731125.3731131</a>.
  short: 'C. Alt, C. Plessl, T. Kenter, in: Proceedings of the 13th International
    Workshop on OpenCL and SYCL, Association for Computing Machinery, New York, NY,
    USA, 2025.'
date_created: 2025-11-04T09:45:23Z
date_updated: 2025-11-04T09:47:26Z
department:
- _id: '27'
- _id: '518'
doi: 10.1145/3731125.3731131
keyword:
- Multi-FPGA
- High-level Synthesis
- oneAPI
- FPGA
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
place: New York, NY, USA
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication: Proceedings of the 13th International Workshop on OpenCL and SYCL
publication_identifier:
  isbn:
  - '9798400713606'
publisher: Association for Computing Machinery
quality_controlled: '1'
series_title: IWOCL ’25
status: public
title: Evaluating oneAPI I/O Pipes in a Case Study of Scaling a SYCL Jacobi Solver
  to multiple FPGAs
type: conference
user_id: '3145'
year: '2025'
...
---
_id: '62065'
author:
- first_name: Shivam
  full_name: Sundriyal, Shivam
  last_name: Sundriyal
- first_name: Markus
  full_name: Büttner, Markus
  last_name: Büttner
- first_name: Christoph
  full_name: Alt, Christoph
  id: '100625'
  last_name: Alt
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Vadym
  full_name: Aizinger, Vadym
  last_name: Aizinger
citation:
  ama: 'Sundriyal S, Büttner M, Alt C, Kenter T, Aizinger V. Adaptive Spectral Block
    Floating Point for Discontinuous Galerkin Methods. In: <i>2025 IEEE High Performance
    Extreme Computing Conference (HPEC)</i>. IEEE; 2025. doi:<a href="https://doi.org/10.1109/hpec67600.2025.11196195">10.1109/hpec67600.2025.11196195</a>'
  apa: Sundriyal, S., Büttner, M., Alt, C., Kenter, T., &#38; Aizinger, V. (2025).
    Adaptive Spectral Block Floating Point for Discontinuous Galerkin Methods. <i>2025
    IEEE High Performance Extreme Computing Conference (HPEC)</i>. <a href="https://doi.org/10.1109/hpec67600.2025.11196195">https://doi.org/10.1109/hpec67600.2025.11196195</a>
  bibtex: '@inproceedings{Sundriyal_Büttner_Alt_Kenter_Aizinger_2025, title={Adaptive
    Spectral Block Floating Point for Discontinuous Galerkin Methods}, DOI={<a href="https://doi.org/10.1109/hpec67600.2025.11196195">10.1109/hpec67600.2025.11196195</a>},
    booktitle={2025 IEEE High Performance Extreme Computing Conference (HPEC)}, publisher={IEEE},
    author={Sundriyal, Shivam and Büttner, Markus and Alt, Christoph and Kenter, Tobias
    and Aizinger, Vadym}, year={2025} }'
  chicago: Sundriyal, Shivam, Markus Büttner, Christoph Alt, Tobias Kenter, and Vadym
    Aizinger. “Adaptive Spectral Block Floating Point for Discontinuous Galerkin Methods.”
    In <i>2025 IEEE High Performance Extreme Computing Conference (HPEC)</i>. IEEE,
    2025. <a href="https://doi.org/10.1109/hpec67600.2025.11196195">https://doi.org/10.1109/hpec67600.2025.11196195</a>.
  ieee: 'S. Sundriyal, M. Büttner, C. Alt, T. Kenter, and V. Aizinger, “Adaptive Spectral
    Block Floating Point for Discontinuous Galerkin Methods,” 2025, doi: <a href="https://doi.org/10.1109/hpec67600.2025.11196195">10.1109/hpec67600.2025.11196195</a>.'
  mla: Sundriyal, Shivam, et al. “Adaptive Spectral Block Floating Point for Discontinuous
    Galerkin Methods.” <i>2025 IEEE High Performance Extreme Computing Conference
    (HPEC)</i>, IEEE, 2025, doi:<a href="https://doi.org/10.1109/hpec67600.2025.11196195">10.1109/hpec67600.2025.11196195</a>.
  short: 'S. Sundriyal, M. Büttner, C. Alt, T. Kenter, V. Aizinger, in: 2025 IEEE
    High Performance Extreme Computing Conference (HPEC), IEEE, 2025.'
date_created: 2025-11-04T09:43:18Z
date_updated: 2025-11-04T09:48:46Z
department:
- _id: '27'
- _id: '518'
doi: 10.1109/hpec67600.2025.11196195
language:
- iso: eng
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication: 2025 IEEE High Performance Extreme Computing Conference (HPEC)
publication_status: published
publisher: IEEE
quality_controlled: '1'
status: public
title: Adaptive Spectral Block Floating Point for Discontinuous Galerkin Methods
type: conference
user_id: '3145'
year: '2025'
...
---
_id: '65102'
abstract:
- lang: eng
  text: 'Efficient graph processing is essential for a wide range of applications.
    Scalability and memory access patterns are still a challenge, especially with
    the Breadth-First Search algorithm. This work focuses on leveraging HPC systems
    with multiple GPUs available in a single node with peer-to-peer functionality
    of the Intel oneAPI implementation of SYCL. We propose three GPU-based load-balancing
    methods: work-group localisation for efficient data access, even workload distribution
    for higher GPU occupancy, and a hybrid strided-access approach for heuristic balancing.
    These methods ensure performance, portability, and productivity with a unified
    codebase. Our proposed methodologies outperform state-of-the-art single-GPU implementations
    based on CUDA on synthetic RMAT graphs. We analysed BFS performance across NVIDIA
    A100, Intel Max 1550, and AMD MI300X GPUs, achieving a peak performance of 153.27
    GTEPS on an RMAT25-64 graph using 8 GPUs on the NVIDIA A100. Furthermore, our
    work demonstrates the capability to handle RMAT graphs up to scale 29, achieving
    superior performance on synthetic graphs and competitive results on real-world
    datasets.'
author:
- first_name: Kaan
  full_name: Olgu, Kaan
  last_name: Olgu
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Jose
  full_name: Nunez-Yanez, Jose
  last_name: Nunez-Yanez
- first_name: Simon
  full_name: McIntosh-Smith, Simon
  last_name: McIntosh-Smith
- first_name: Tom
  full_name: Deakin, Tom
  last_name: Deakin
citation:
  ama: 'Olgu K, Kenter T, Nunez-Yanez J, McIntosh-Smith S, Deakin T. Towards Efficient
    Load Balancing BFS on GPUs: One Code for AMD, Intel &#38; Nvidia. In: <i>Proceedings
    of the SC ’25 Workshops of the International Conference for High Performance Computing,
    Networking, Storage and Analysis</i>. ACM; 2025. doi:<a href="https://doi.org/10.1145/3731599.3767570">10.1145/3731599.3767570</a>'
  apa: 'Olgu, K., Kenter, T., Nunez-Yanez, J., McIntosh-Smith, S., &#38; Deakin, T.
    (2025). Towards Efficient Load Balancing BFS on GPUs: One Code for AMD, Intel
    &#38; Nvidia. <i>Proceedings of the SC ’25 Workshops of the International Conference
    for High Performance Computing, Networking, Storage and Analysis</i>. <a href="https://doi.org/10.1145/3731599.3767570">https://doi.org/10.1145/3731599.3767570</a>'
  bibtex: '@inproceedings{Olgu_Kenter_Nunez-Yanez_McIntosh-Smith_Deakin_2025, title={Towards
    Efficient Load Balancing BFS on GPUs: One Code for AMD, Intel &#38; Nvidia}, DOI={<a
    href="https://doi.org/10.1145/3731599.3767570">10.1145/3731599.3767570</a>}, booktitle={Proceedings
    of the SC ’25 Workshops of the International Conference for High Performance Computing,
    Networking, Storage and Analysis}, publisher={ACM}, author={Olgu, Kaan and Kenter,
    Tobias and Nunez-Yanez, Jose and McIntosh-Smith, Simon and Deakin, Tom}, year={2025}
    }'
  chicago: 'Olgu, Kaan, Tobias Kenter, Jose Nunez-Yanez, Simon McIntosh-Smith, and
    Tom Deakin. “Towards Efficient Load Balancing BFS on GPUs: One Code for AMD, Intel
    &#38; Nvidia.” In <i>Proceedings of the SC ’25 Workshops of the International
    Conference for High Performance Computing, Networking, Storage and Analysis</i>.
    ACM, 2025. <a href="https://doi.org/10.1145/3731599.3767570">https://doi.org/10.1145/3731599.3767570</a>.'
  ieee: 'K. Olgu, T. Kenter, J. Nunez-Yanez, S. McIntosh-Smith, and T. Deakin, “Towards
    Efficient Load Balancing BFS on GPUs: One Code for AMD, Intel &#38; Nvidia,” 2025,
    doi: <a href="https://doi.org/10.1145/3731599.3767570">10.1145/3731599.3767570</a>.'
  mla: 'Olgu, Kaan, et al. “Towards Efficient Load Balancing BFS on GPUs: One Code
    for AMD, Intel &#38; Nvidia.” <i>Proceedings of the SC ’25 Workshops of the International
    Conference for High Performance Computing, Networking, Storage and Analysis</i>,
    ACM, 2025, doi:<a href="https://doi.org/10.1145/3731599.3767570">10.1145/3731599.3767570</a>.'
  short: 'K. Olgu, T. Kenter, J. Nunez-Yanez, S. McIntosh-Smith, T. Deakin, in: Proceedings
    of the SC ’25 Workshops of the International Conference for High Performance Computing,
    Networking, Storage and Analysis, ACM, 2025.'
date_created: 2026-03-24T09:05:22Z
date_updated: 2026-03-24T09:06:33Z
department:
- _id: '27'
- _id: '518'
doi: 10.1145/3731599.3767570
language:
- iso: eng
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication: Proceedings of the SC '25 Workshops of the International Conference for
  High Performance Computing, Networking, Storage and Analysis
publication_status: published
publisher: ACM
status: public
title: 'Towards Efficient Load Balancing BFS on GPUs: One Code for AMD, Intel & Nvidia'
type: conference
user_id: '3145'
year: '2025'
...
---
_id: '62981'
abstract:
- lang: eng
  text: "Otus is a high-performance computing cluster that was launched in 2025 and
    is operated by the Paderborn Center for Parallel Computing (PC2) at Paderborn
    University in Germany. The system is part of the National High Performance Computing
    (NHR) initiative. Otus complements the previous supercomputer Noctua 2, offering
    approximately twice the computing power while retaining the three node types that
    were characteristic of Noctua 2: 1) CPU compute nodes with different memory capacities,
    2) high-end GPU nodes, and 3) HPC-grade FPGA nodes. On the Top500 list, which
    ranks the 500 most powerful supercomputers in the world, Otus is in position 164
    with the CPU partition and in position 255 with the GPU partition (June 2025).
    On the Green500 list, ranking the 500 most energy-efficient supercomputers in
    the world, Otus is in position 5 with the GPU partition (June 2025).\r\n\r\n\r\nThis
    article provides a comprehensive overview of the system in terms of its hardware,
    software, system integration, and its overall integration into the data center
    building to ensure energy-efficient operation. The article aims to provide unique
    insights for scientists using the system and for other centers operating HPC clusters.
    The article will be continuously updated to reflect the latest system setup and
    measurements. "
author:
- first_name: Sadaf
  full_name: Ehtesabi, Sadaf
  id: '116116'
  last_name: Ehtesabi
- first_name: Manoar
  full_name: Hossain, Manoar
  id: '114619'
  last_name: Hossain
  orcid: https://orcid.org/0000-0002-0737-7981
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Andreas
  full_name: Krawinkel, Andreas
  id: '15275'
  last_name: Krawinkel
- first_name: Lukas
  full_name: Ostermann, Lukas
  id: '69976'
  last_name: Ostermann
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
- first_name: Heinrich
  full_name: Riebler, Heinrich
  id: '8961'
  last_name: Riebler
- first_name: Stefan
  full_name: Rohde, Stefan
  id: '34009'
  last_name: Rohde
- first_name: Robert
  full_name: Schade, Robert
  id: '75963'
  last_name: Schade
  orcid: 0000-0002-6268-5397
- first_name: Michael
  full_name: Schwarz, Michael
  id: '5312'
  last_name: Schwarz
- first_name: Jens
  full_name: Simon, Jens
  id: '15273'
  last_name: Simon
- first_name: Nils
  full_name: Winnwa, Nils
  id: '61189'
  last_name: Winnwa
- first_name: Alex
  full_name: Wiens, Alex
  id: '23522'
  last_name: Wiens
  orcid: 0000-0003-1764-9773
- first_name: Xin
  full_name: Wu, Xin
  id: '77439'
  last_name: Wu
citation:
  ama: Ehtesabi S, Hossain M, Kenter T, et al. <i>Otus Supercomputer</i>. Vol 1. Paderborn
    Center for Parallel Computing (PC2); 2025. doi:<a href="https://doi.org/10.48550/ARXIV.2512.07401">10.48550/ARXIV.2512.07401</a>
  apa: Ehtesabi, S., Hossain, M., Kenter, T., Krawinkel, A., Ostermann, L., Plessl,
    C., Riebler, H., Rohde, S., Schade, R., Schwarz, M., Simon, J., Winnwa, N., Wiens,
    A., &#38; Wu, X. (2025). <i>Otus Supercomputer</i> (Vol. 1). Paderborn Center
    for Parallel Computing (PC2). <a href="https://doi.org/10.48550/ARXIV.2512.07401">https://doi.org/10.48550/ARXIV.2512.07401</a>
  bibtex: '@book{Ehtesabi_Hossain_Kenter_Krawinkel_Ostermann_Plessl_Riebler_Rohde_Schade_Schwarz_et
    al._2025, place={Paderborn}, series={PC2 Tech­nic­al Re­port Series}, title={Otus
    Supercomputer}, volume={1}, DOI={<a href="https://doi.org/10.48550/ARXIV.2512.07401">10.48550/ARXIV.2512.07401</a>},
    publisher={Paderborn Center for Parallel Computing (PC2)}, author={Ehtesabi, Sadaf
    and Hossain, Manoar and Kenter, Tobias and Krawinkel, Andreas and Ostermann, Lukas
    and Plessl, Christian and Riebler, Heinrich and Rohde, Stefan and Schade, Robert
    and Schwarz, Michael and et al.}, year={2025}, collection={PC2 Tech­nic­al Re­port
    Series} }'
  chicago: 'Ehtesabi, Sadaf, Manoar Hossain, Tobias Kenter, Andreas Krawinkel, Lukas
    Ostermann, Christian Plessl, Heinrich Riebler, et al. <i>Otus Supercomputer</i>.
    Vol. 1. PC2 Tech­nic­al Re­port Series. Paderborn: Paderborn Center for Parallel
    Computing (PC2), 2025. <a href="https://doi.org/10.48550/ARXIV.2512.07401">https://doi.org/10.48550/ARXIV.2512.07401</a>.'
  ieee: 'S. Ehtesabi <i>et al.</i>, <i>Otus Supercomputer</i>, vol. 1. Paderborn:
    Paderborn Center for Parallel Computing (PC2), 2025.'
  mla: Ehtesabi, Sadaf, et al. <i>Otus Supercomputer</i>. Paderborn Center for Parallel
    Computing (PC2), 2025, doi:<a href="https://doi.org/10.48550/ARXIV.2512.07401">10.48550/ARXIV.2512.07401</a>.
  short: S. Ehtesabi, M. Hossain, T. Kenter, A. Krawinkel, L. Ostermann, C. Plessl,
    H. Riebler, S. Rohde, R. Schade, M. Schwarz, J. Simon, N. Winnwa, A. Wiens, X.
    Wu, Otus Supercomputer, Paderborn Center for Parallel Computing (PC2), Paderborn,
    2025.
date_created: 2025-12-09T09:11:04Z
date_updated: 2026-03-25T11:50:31Z
ddc:
- '004'
department:
- _id: '27'
- _id: '518'
doi: 10.48550/ARXIV.2512.07401
file:
- access_level: open_access
  content_type: application/pdf
  creator: deffel
  date_created: 2025-12-09T09:19:12Z
  date_updated: 2026-03-25T11:50:30Z
  file_id: '62982'
  file_name: 2512.07401v1.pdf
  file_size: 4535595
  relation: main_file
file_date_updated: 2026-03-25T11:50:30Z
has_accepted_license: '1'
intvolume: '         1'
keyword:
- Otus
- Supercomputer
- FPGA
- PC2
- Paderborn Center for Parallel Computing
- Noctua 2
- HPC
language:
- iso: eng
oa: '1'
page: '33'
place: Paderborn
publication_status: published
publisher: Paderborn Center for Parallel Computing (PC2)
report_number: PC2TR-2025-1
series_title: PC2 Tech­nic­al Re­port Series
status: public
title: Otus Supercomputer
type: report
user_id: '23522'
volume: 1
year: '2025'
...
---
_id: '53474'
abstract:
- lang: eng
  text: We present a novel approach to characterize and quantify microheterogeneity
    and microphase separation in computer simulations of complex liquid mixtures.
    Our post-processing method is based on local density fluctuations of the different
    constituents in sampling spheres of varying size. It can be easily applied to
    both molecular dynamics (MD) and Monte Carlo (MC) simulations, including periodic
    boundary conditions. Multidimensional correlation of the density distributions
    yields a clear picture of the domain formation due to the subtle balance of different
    interactions. We apply our approach to the example of force field molecular dynamics
    simulations of imidazolium-based ionic liquids with different side chain lengths
    at different temperatures, namely 1-ethyl-3-methylimidazolium chloride, 1-hexyl-3-methylimidazolium
    chloride, and 1-decyl-3-methylimidazolium chloride, which are known to form distinct
    liquid domains. We put the results into the context of existing microheterogeneity
    analyses and demonstrate the advantages and sensitivity of our novel method. Furthermore,
    we show how to estimate the configuration entropy from our analysis, and we investigate
    voids in the system. The analysis has been implemented into our program package
    TRAVIS and is thus available as free software.
article_number: '322'
author:
- first_name: Michael
  full_name: Lass, Michael
  id: '24135'
  last_name: Lass
  orcid: 0000-0002-5708-7632
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
- first_name: Martin
  full_name: Brehm, Martin
  id: '100167'
  last_name: Brehm
citation:
  ama: Lass M, Kenter T, Plessl C, Brehm M. Characterizing Microheterogeneity in Liquid
    Mixtures via Local Density Fluctuations. <i>Entropy</i>. 2024;26(4). doi:<a href="https://doi.org/10.3390/e26040322">10.3390/e26040322</a>
  apa: Lass, M., Kenter, T., Plessl, C., &#38; Brehm, M. (2024). Characterizing Microheterogeneity
    in Liquid Mixtures via Local Density Fluctuations. <i>Entropy</i>, <i>26</i>(4),
    Article 322. <a href="https://doi.org/10.3390/e26040322">https://doi.org/10.3390/e26040322</a>
  bibtex: '@article{Lass_Kenter_Plessl_Brehm_2024, title={Characterizing Microheterogeneity
    in Liquid Mixtures via Local Density Fluctuations}, volume={26}, DOI={<a href="https://doi.org/10.3390/e26040322">10.3390/e26040322</a>},
    number={4322}, journal={Entropy}, publisher={MDPI AG}, author={Lass, Michael and
    Kenter, Tobias and Plessl, Christian and Brehm, Martin}, year={2024} }'
  chicago: Lass, Michael, Tobias Kenter, Christian Plessl, and Martin Brehm. “Characterizing
    Microheterogeneity in Liquid Mixtures via Local Density Fluctuations.” <i>Entropy</i>
    26, no. 4 (2024). <a href="https://doi.org/10.3390/e26040322">https://doi.org/10.3390/e26040322</a>.
  ieee: 'M. Lass, T. Kenter, C. Plessl, and M. Brehm, “Characterizing Microheterogeneity
    in Liquid Mixtures via Local Density Fluctuations,” <i>Entropy</i>, vol. 26, no.
    4, Art. no. 322, 2024, doi: <a href="https://doi.org/10.3390/e26040322">10.3390/e26040322</a>.'
  mla: Lass, Michael, et al. “Characterizing Microheterogeneity in Liquid Mixtures
    via Local Density Fluctuations.” <i>Entropy</i>, vol. 26, no. 4, 322, MDPI AG,
    2024, doi:<a href="https://doi.org/10.3390/e26040322">10.3390/e26040322</a>.
  short: M. Lass, T. Kenter, C. Plessl, M. Brehm, Entropy 26 (2024).
date_created: 2024-04-12T18:31:39Z
date_updated: 2024-04-12T18:34:32Z
department:
- _id: '27'
- _id: '518'
- _id: '803'
doi: 10.3390/e26040322
intvolume: '        26'
issue: '4'
language:
- iso: eng
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: Entropy
publication_identifier:
  issn:
  - 1099-4300
publication_status: published
publisher: MDPI AG
status: public
title: Characterizing Microheterogeneity in Liquid Mixtures via Local Density Fluctuations
type: journal_article
user_id: '24135'
volume: 26
year: '2024'
...
---
_id: '53663'
abstract:
- lang: eng
  text: 'Noctua 2 is a supercomputer operated at the Paderborn Center for Parallel
    Computing (PC2) at Paderborn University in Germany. Noctua 2 was inaugurated in
    2022 and is an Atos BullSequana XH2000 system. It consists mainly of three node
    types: 1) CPU Compute nodes with AMD EPYC processors in different main memory
    configurations, 2) GPU nodes with NVIDIA A100 GPUs, and 3) FPGA nodes with Xilinx
    Alveo U280 and Intel Stratix 10 FPGA cards. While CPUs and GPUs are known off-the-shelf
    components in HPC systems, the operation of a large number of FPGA cards from
    different vendors and a dedicated FPGA-to-FPGA network are unique characteristics
    of Noctua 2. This paper describes in detail the overall setup of Noctua 2 and
    gives insights into the operation of the cluster from a hardware, software and
    facility perspective.'
article_type: original
author:
- first_name: Carsten
  full_name: Bauer, Carsten
  id: '90082'
  last_name: Bauer
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Michael
  full_name: Lass, Michael
  id: '24135'
  last_name: Lass
  orcid: 0000-0002-5708-7632
- first_name: Lukas
  full_name: Mazur, Lukas
  id: '90492'
  last_name: Mazur
  orcid: ' 0000-0001-6304-7082'
- first_name: Marius
  full_name: Meyer, Marius
  id: '40778'
  last_name: Meyer
- first_name: Holger
  full_name: Nitsche, Holger
  id: '15272'
  last_name: Nitsche
- first_name: Heinrich
  full_name: Riebler, Heinrich
  id: '8961'
  last_name: Riebler
- first_name: Robert
  full_name: Schade, Robert
  id: '75963'
  last_name: Schade
  orcid: 0000-0002-6268-5397
- first_name: Michael
  full_name: Schwarz, Michael
  id: '5312'
  last_name: Schwarz
- first_name: Nils
  full_name: Winnwa, Nils
  id: '61189'
  last_name: Winnwa
- first_name: Alex
  full_name: Wiens, Alex
  id: '23522'
  last_name: Wiens
  orcid: 0000-0003-1764-9773
- first_name: Xin
  full_name: Wu, Xin
  id: '77439'
  last_name: Wu
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
- first_name: Jens
  full_name: Simon, Jens
  id: '15273'
  last_name: Simon
citation:
  ama: Bauer C, Kenter T, Lass M, et al. Noctua 2 Supercomputer. <i>Journal of large-scale
    research facilities</i>. 2024;9. doi:<a href="https://doi.org/10.17815/jlsrf-8-187
    ">10.17815/jlsrf-8-187 </a>
  apa: Bauer, C., Kenter, T., Lass, M., Mazur, L., Meyer, M., Nitsche, H., Riebler,
    H., Schade, R., Schwarz, M., Winnwa, N., Wiens, A., Wu, X., Plessl, C., &#38;
    Simon, J. (2024). Noctua 2 Supercomputer. <i>Journal of Large-Scale Research Facilities</i>,
    <i>9</i>. <a href="https://doi.org/10.17815/jlsrf-8-187 ">https://doi.org/10.17815/jlsrf-8-187
    </a>
  bibtex: '@article{Bauer_Kenter_Lass_Mazur_Meyer_Nitsche_Riebler_Schade_Schwarz_Winnwa_et
    al._2024, title={Noctua 2 Supercomputer}, volume={9}, DOI={<a href="https://doi.org/10.17815/jlsrf-8-187
    ">10.17815/jlsrf-8-187 </a>}, journal={Journal of large-scale research facilities},
    author={Bauer, Carsten and Kenter, Tobias and Lass, Michael and Mazur, Lukas and
    Meyer, Marius and Nitsche, Holger and Riebler, Heinrich and Schade, Robert and
    Schwarz, Michael and Winnwa, Nils and et al.}, year={2024} }'
  chicago: Bauer, Carsten, Tobias Kenter, Michael Lass, Lukas Mazur, Marius Meyer,
    Holger Nitsche, Heinrich Riebler, et al. “Noctua 2 Supercomputer.” <i>Journal
    of Large-Scale Research Facilities</i> 9 (2024). <a href="https://doi.org/10.17815/jlsrf-8-187
    ">https://doi.org/10.17815/jlsrf-8-187 </a>.
  ieee: 'C. Bauer <i>et al.</i>, “Noctua 2 Supercomputer,” <i>Journal of large-scale
    research facilities</i>, vol. 9, 2024, doi: <a href="https://doi.org/10.17815/jlsrf-8-187
    ">10.17815/jlsrf-8-187 </a>.'
  mla: Bauer, Carsten, et al. “Noctua 2 Supercomputer.” <i>Journal of Large-Scale
    Research Facilities</i>, vol. 9, 2024, doi:<a href="https://doi.org/10.17815/jlsrf-8-187
    ">10.17815/jlsrf-8-187 </a>.
  short: C. Bauer, T. Kenter, M. Lass, L. Mazur, M. Meyer, H. Nitsche, H. Riebler,
    R. Schade, M. Schwarz, N. Winnwa, A. Wiens, X. Wu, C. Plessl, J. Simon, Journal
    of Large-Scale Research Facilities 9 (2024).
date_created: 2024-04-26T07:39:41Z
date_updated: 2024-04-26T08:44:30Z
ddc:
- '004'
department:
- _id: '27'
- _id: '518'
doi: '10.17815/jlsrf-8-187 '
file:
- access_level: open_access
  content_type: application/pdf
  creator: deffel
  date_created: 2024-04-26T07:30:20Z
  date_updated: 2024-04-26T08:35:17Z
  file_id: '53664'
  file_name: Noctua2_Supercomputer.pdf
  file_size: 3825480
  relation: main_file
file_date_updated: 2024-04-26T08:35:17Z
has_accepted_license: '1'
intvolume: '         9'
keyword:
- Noctua 2
- Supercomputer
- FPGA
- PC2
- Paderborn Center for Parallel Computing
language:
- iso: eng
oa: '1'
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: Journal of large-scale research facilities
publication_status: published
status: public
title: Noctua 2 Supercomputer
type: journal_article
user_id: '8961'
volume: 9
year: '2024'
...
---
_id: '56605'
author:
- first_name: Jan-Oliver
  full_name: Opdenhövel, Jan-Oliver
  id: '73960'
  last_name: Opdenhövel
  orcid: 0000-0003-2314-2784
- first_name: Christoph
  full_name: Alt, Christoph
  id: '100625'
  last_name: Alt
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
citation:
  ama: 'Opdenhövel J-O, Alt C, Plessl C, Kenter T. StencilStream: A SYCL-based Stencil
    Simulation Framework Targeting FPGAs. In: <i>2024 34th International Conference
    on Field-Programmable Logic and Applications (FPL)</i>. IEEE; 2024. doi:<a href="https://doi.org/10.1109/fpl64840.2024.00023">10.1109/fpl64840.2024.00023</a>'
  apa: 'Opdenhövel, J.-O., Alt, C., Plessl, C., &#38; Kenter, T. (2024). StencilStream:
    A SYCL-based Stencil Simulation Framework Targeting FPGAs. <i>2024 34th International
    Conference on Field-Programmable Logic and Applications (FPL)</i>. <a href="https://doi.org/10.1109/fpl64840.2024.00023">https://doi.org/10.1109/fpl64840.2024.00023</a>'
  bibtex: '@inproceedings{Opdenhövel_Alt_Plessl_Kenter_2024, title={StencilStream:
    A SYCL-based Stencil Simulation Framework Targeting FPGAs}, DOI={<a href="https://doi.org/10.1109/fpl64840.2024.00023">10.1109/fpl64840.2024.00023</a>},
    booktitle={2024 34th International Conference on Field-Programmable Logic and
    Applications (FPL)}, publisher={IEEE}, author={Opdenhövel, Jan-Oliver and Alt,
    Christoph and Plessl, Christian and Kenter, Tobias}, year={2024} }'
  chicago: 'Opdenhövel, Jan-Oliver, Christoph Alt, Christian Plessl, and Tobias Kenter.
    “StencilStream: A SYCL-Based Stencil Simulation Framework Targeting FPGAs.” In
    <i>2024 34th International Conference on Field-Programmable Logic and Applications
    (FPL)</i>. IEEE, 2024. <a href="https://doi.org/10.1109/fpl64840.2024.00023">https://doi.org/10.1109/fpl64840.2024.00023</a>.'
  ieee: 'J.-O. Opdenhövel, C. Alt, C. Plessl, and T. Kenter, “StencilStream: A SYCL-based
    Stencil Simulation Framework Targeting FPGAs,” 2024, doi: <a href="https://doi.org/10.1109/fpl64840.2024.00023">10.1109/fpl64840.2024.00023</a>.'
  mla: 'Opdenhövel, Jan-Oliver, et al. “StencilStream: A SYCL-Based Stencil Simulation
    Framework Targeting FPGAs.” <i>2024 34th International Conference on Field-Programmable
    Logic and Applications (FPL)</i>, IEEE, 2024, doi:<a href="https://doi.org/10.1109/fpl64840.2024.00023">10.1109/fpl64840.2024.00023</a>.'
  short: 'J.-O. Opdenhövel, C. Alt, C. Plessl, T. Kenter, in: 2024 34th International
    Conference on Field-Programmable Logic and Applications (FPL), IEEE, 2024.'
date_created: 2024-10-14T07:49:24Z
date_updated: 2024-10-14T07:56:26Z
department:
- _id: '27'
- _id: '518'
doi: 10.1109/fpl64840.2024.00023
language:
- iso: eng
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: 2024 34th International Conference on Field-Programmable Logic and Applications
  (FPL)
publication_status: published
publisher: IEEE
quality_controlled: '1'
status: public
title: 'StencilStream: A SYCL-based Stencil Simulation Framework Targeting FPGAs'
type: conference
user_id: '3145'
year: '2024'
...
---
_id: '56607'
author:
- first_name: Abdul Rehman
  full_name: Tareen, Abdul Rehman
  id: '76938'
  last_name: Tareen
- first_name: Marius
  full_name: Meyer, Marius
  id: '40778'
  last_name: Meyer
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
citation:
  ama: 'Tareen AR, Meyer M, Plessl C, Kenter T. HiHiSpMV: Sparse Matrix Vector Multiplication
    with Hierarchical Row Reductions on FPGAs with High Bandwidth Memory. In: <i>2024
    IEEE 32nd Annual International Symposium on Field-Programmable Custom Computing
    Machines (FCCM)</i>. Vol 35. IEEE; 2024. doi:<a href="https://doi.org/10.1109/fccm60383.2024.00014">10.1109/fccm60383.2024.00014</a>'
  apa: 'Tareen, A. R., Meyer, M., Plessl, C., &#38; Kenter, T. (2024). HiHiSpMV: Sparse
    Matrix Vector Multiplication with Hierarchical Row Reductions on FPGAs with High
    Bandwidth Memory. <i>2024 IEEE 32nd Annual International Symposium on Field-Programmable
    Custom Computing Machines (FCCM)</i>, <i>35</i>. <a href="https://doi.org/10.1109/fccm60383.2024.00014">https://doi.org/10.1109/fccm60383.2024.00014</a>'
  bibtex: '@inproceedings{Tareen_Meyer_Plessl_Kenter_2024, title={HiHiSpMV: Sparse
    Matrix Vector Multiplication with Hierarchical Row Reductions on FPGAs with High
    Bandwidth Memory}, volume={35}, DOI={<a href="https://doi.org/10.1109/fccm60383.2024.00014">10.1109/fccm60383.2024.00014</a>},
    booktitle={2024 IEEE 32nd Annual International Symposium on Field-Programmable
    Custom Computing Machines (FCCM)}, publisher={IEEE}, author={Tareen, Abdul Rehman
    and Meyer, Marius and Plessl, Christian and Kenter, Tobias}, year={2024} }'
  chicago: 'Tareen, Abdul Rehman, Marius Meyer, Christian Plessl, and Tobias Kenter.
    “HiHiSpMV: Sparse Matrix Vector Multiplication with Hierarchical Row Reductions
    on FPGAs with High Bandwidth Memory.” In <i>2024 IEEE 32nd Annual International
    Symposium on Field-Programmable Custom Computing Machines (FCCM)</i>, Vol. 35.
    IEEE, 2024. <a href="https://doi.org/10.1109/fccm60383.2024.00014">https://doi.org/10.1109/fccm60383.2024.00014</a>.'
  ieee: 'A. R. Tareen, M. Meyer, C. Plessl, and T. Kenter, “HiHiSpMV: Sparse Matrix
    Vector Multiplication with Hierarchical Row Reductions on FPGAs with High Bandwidth
    Memory,” in <i>2024 IEEE 32nd Annual International Symposium on Field-Programmable
    Custom Computing Machines (FCCM)</i>, 2024, vol. 35, doi: <a href="https://doi.org/10.1109/fccm60383.2024.00014">10.1109/fccm60383.2024.00014</a>.'
  mla: 'Tareen, Abdul Rehman, et al. “HiHiSpMV: Sparse Matrix Vector Multiplication
    with Hierarchical Row Reductions on FPGAs with High Bandwidth Memory.” <i>2024
    IEEE 32nd Annual International Symposium on Field-Programmable Custom Computing
    Machines (FCCM)</i>, vol. 35, IEEE, 2024, doi:<a href="https://doi.org/10.1109/fccm60383.2024.00014">10.1109/fccm60383.2024.00014</a>.'
  short: 'A.R. Tareen, M. Meyer, C. Plessl, T. Kenter, in: 2024 IEEE 32nd Annual International
    Symposium on Field-Programmable Custom Computing Machines (FCCM), IEEE, 2024.'
date_created: 2024-10-14T07:59:08Z
date_updated: 2024-10-14T12:27:55Z
department:
- _id: '27'
- _id: '518'
doi: 10.1109/fccm60383.2024.00014
intvolume: '        35'
language:
- iso: eng
publication: 2024 IEEE 32nd Annual International Symposium on Field-Programmable Custom
  Computing Machines (FCCM)
publication_status: published
publisher: IEEE
quality_controlled: '1'
status: public
title: 'HiHiSpMV: Sparse Matrix Vector Multiplication with Hierarchical Row Reductions
  on FPGAs with High Bandwidth Memory'
type: conference
user_id: '3145'
volume: 35
year: '2024'
...
---
_id: '54312'
article_number: '11'
author:
- first_name: Markus
  full_name: Büttner, Markus
  last_name: Büttner
- first_name: Christoph
  full_name: Alt, Christoph
  id: '100625'
  last_name: Alt
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Harald
  full_name: Köstler, Harald
  last_name: Köstler
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
- first_name: Vadym
  full_name: Aizinger, Vadym
  last_name: Aizinger
citation:
  ama: 'Büttner M, Alt C, Kenter T, Köstler H, Plessl C, Aizinger V. Enabling Performance
    Portability for Shallow Water Equations on CPUs, GPUs, and FPGAs with SYCL. In:
    <i>Proceedings of the Platform for Advanced Scientific Computing Conference (PASC)</i>.
    ACM; 2024. doi:<a href="https://doi.org/10.1145/3659914.3659925">10.1145/3659914.3659925</a>'
  apa: Büttner, M., Alt, C., Kenter, T., Köstler, H., Plessl, C., &#38; Aizinger,
    V. (2024). Enabling Performance Portability for Shallow Water Equations on CPUs,
    GPUs, and FPGAs with SYCL. <i>Proceedings of the Platform for Advanced Scientific
    Computing Conference (PASC)</i>, Article 11. <a href="https://doi.org/10.1145/3659914.3659925">https://doi.org/10.1145/3659914.3659925</a>
  bibtex: '@inproceedings{Büttner_Alt_Kenter_Köstler_Plessl_Aizinger_2024, title={Enabling
    Performance Portability for Shallow Water Equations on CPUs, GPUs, and FPGAs with
    SYCL}, DOI={<a href="https://doi.org/10.1145/3659914.3659925">10.1145/3659914.3659925</a>},
    number={11}, booktitle={Proceedings of the Platform for Advanced Scientific Computing
    Conference (PASC)}, publisher={ACM}, author={Büttner, Markus and Alt, Christoph
    and Kenter, Tobias and Köstler, Harald and Plessl, Christian and Aizinger, Vadym},
    year={2024} }'
  chicago: Büttner, Markus, Christoph Alt, Tobias Kenter, Harald Köstler, Christian
    Plessl, and Vadym Aizinger. “Enabling Performance Portability for Shallow Water
    Equations on CPUs, GPUs, and FPGAs with SYCL.” In <i>Proceedings of the Platform
    for Advanced Scientific Computing Conference (PASC)</i>. ACM, 2024. <a href="https://doi.org/10.1145/3659914.3659925">https://doi.org/10.1145/3659914.3659925</a>.
  ieee: 'M. Büttner, C. Alt, T. Kenter, H. Köstler, C. Plessl, and V. Aizinger, “Enabling
    Performance Portability for Shallow Water Equations on CPUs, GPUs, and FPGAs with
    SYCL,” 2024, doi: <a href="https://doi.org/10.1145/3659914.3659925">10.1145/3659914.3659925</a>.'
  mla: Büttner, Markus, et al. “Enabling Performance Portability for Shallow Water
    Equations on CPUs, GPUs, and FPGAs with SYCL.” <i>Proceedings of the Platform
    for Advanced Scientific Computing Conference (PASC)</i>, 11, ACM, 2024, doi:<a
    href="https://doi.org/10.1145/3659914.3659925">10.1145/3659914.3659925</a>.
  short: 'M. Büttner, C. Alt, T. Kenter, H. Köstler, C. Plessl, V. Aizinger, in: Proceedings
    of the Platform for Advanced Scientific Computing Conference (PASC), ACM, 2024.'
date_created: 2024-05-16T13:24:49Z
date_updated: 2024-11-27T22:50:19Z
department:
- _id: '27'
- _id: '518'
doi: 10.1145/3659914.3659925
language:
- iso: eng
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: Proceedings of the Platform for Advanced Scientific Computing Conference
  (PASC)
publication_status: published
publisher: ACM
quality_controlled: '1'
status: public
title: Enabling Performance Portability for Shallow Water Equations on CPUs, GPUs,
  and FPGAs with SYCL
type: conference
user_id: '16153'
year: '2024'
...
---
_id: '62067'
abstract:
- lang: eng
  text: Most FPGA boards in the HPC domain are well-suited for parallel scaling because
    of the direct integration of versatile and high-throughput network ports. However,
    the utilization of their network capabilities is often challenging and error-prone
    because the whole network stack and communication patterns have to be implemented
    and managed on the FPGAs. Also, this approach conceptually involves a trade-off
    between the performance potential of improved communication and the impact of
    resource consumption for communication infrastructure, since the utilized resources
    on the FPGAs could otherwise be used for computations. In this work, we investigate
    this trade-off, firstly, by using synthetic benchmarks to evaluate the different
    configuration options of the communication framework ACCL and their impact on
    communication latency and throughput. Finally, we use our findings to implement
    a shallow water simulation whose scalability heavily depends on low-latency communication.
    With a suitable configuration of ACCL, good scaling behavior can be shown to all
    48 FPGAs installed in the system. Overall, the results show that the availability
    of inter-FPGA communication frameworks as well as the configurability of framework and
    network stack are crucial to achieve the best application performance with low
    latency communication.
author:
- first_name: Marius
  full_name: Meyer, Marius
  id: '40778'
  last_name: Meyer
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Lucian
  full_name: Petrica, Lucian
  last_name: Petrica
- first_name: Kenneth
  full_name: O’Brien, Kenneth
  last_name: O’Brien
- first_name: Michaela
  full_name: Blott, Michaela
  last_name: Blott
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
citation:
  ama: 'Meyer M, Kenter T, Petrica L, O’Brien K, Blott M, Plessl C. Optimizing Communication
    for Latency Sensitive HPC Applications on up to 48 FPGAs Using ACCL. In: <i>Lecture
    Notes in Computer Science</i>. Springer Nature Switzerland; 2024. doi:<a href="https://doi.org/10.1007/978-3-031-69766-1_9">10.1007/978-3-031-69766-1_9</a>'
  apa: Meyer, M., Kenter, T., Petrica, L., O’Brien, K., Blott, M., &#38; Plessl, C.
    (2024). Optimizing Communication for Latency Sensitive HPC Applications on up
    to 48 FPGAs Using ACCL. In <i>Lecture Notes in Computer Science</i>. Springer
    Nature Switzerland. <a href="https://doi.org/10.1007/978-3-031-69766-1_9">https://doi.org/10.1007/978-3-031-69766-1_9</a>
  bibtex: '@inbook{Meyer_Kenter_Petrica_O’Brien_Blott_Plessl_2024, place={Cham}, title={Optimizing
    Communication for Latency Sensitive HPC Applications on up to 48 FPGAs Using ACCL},
    DOI={<a href="https://doi.org/10.1007/978-3-031-69766-1_9">10.1007/978-3-031-69766-1_9</a>},
    booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland},
    author={Meyer, Marius and Kenter, Tobias and Petrica, Lucian and O’Brien, Kenneth
    and Blott, Michaela and Plessl, Christian}, year={2024} }'
  chicago: 'Meyer, Marius, Tobias Kenter, Lucian Petrica, Kenneth O’Brien, Michaela
    Blott, and Christian Plessl. “Optimizing Communication for Latency Sensitive HPC
    Applications on up to 48 FPGAs Using ACCL.” In <i>Lecture Notes in Computer Science</i>.
    Cham: Springer Nature Switzerland, 2024. <a href="https://doi.org/10.1007/978-3-031-69766-1_9">https://doi.org/10.1007/978-3-031-69766-1_9</a>.'
  ieee: 'M. Meyer, T. Kenter, L. Petrica, K. O’Brien, M. Blott, and C. Plessl, “Optimizing
    Communication for Latency Sensitive HPC Applications on up to 48 FPGAs Using ACCL,”
    in <i>Lecture Notes in Computer Science</i>, Cham: Springer Nature Switzerland,
    2024.'
  mla: Meyer, Marius, et al. “Optimizing Communication for Latency Sensitive HPC Applications
    on up to 48 FPGAs Using ACCL.” <i>Lecture Notes in Computer Science</i>, Springer
    Nature Switzerland, 2024, doi:<a href="https://doi.org/10.1007/978-3-031-69766-1_9">10.1007/978-3-031-69766-1_9</a>.
  short: 'M. Meyer, T. Kenter, L. Petrica, K. O’Brien, M. Blott, C. Plessl, in: Lecture
    Notes in Computer Science, Springer Nature Switzerland, Cham, 2024.'
date_created: 2025-11-04T09:50:24Z
date_updated: 2025-11-04T09:51:22Z
department:
- _id: '27'
- _id: '518'
doi: 10.1007/978-3-031-69766-1_9
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
place: Cham
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication: Lecture Notes in Computer Science
publication_identifier:
  isbn:
  - '9783031697654'
  - '9783031697661'
  issn:
  - 0302-9743
  - 1611-3349
publication_status: published
publisher: Springer Nature Switzerland
quality_controlled: '1'
status: public
title: Optimizing Communication for Latency Sensitive HPC Applications on up to 48
  FPGAs Using ACCL
type: book_chapter
user_id: '3145'
year: '2024'
...
---
_id: '56604'
abstract:
- lang: eng
  text: This manuscript makes the claim of having computed the 9th Dedekind number,
    D(9). This was done by accelerating the core operation of the process with an
    efficient FPGA design that outperforms an optimized 64-core CPU reference by 95x.
    The FPGA execution was parallelized on the Noctua 2 supercomputer at Paderborn
    University. The resulting value for D(9) is 286386577668298411128469151667598498812366.
    This value can be verified in two steps. We have made the data file containing
    the 490 M results available, each of which can be verified separately on CPU,
    and the whole file sums to our proposed value. The paper explains the mathematical
    approach in the first part, before putting the focus on a deep dive into the FPGA
    accelerator implementation followed by a performance analysis. The FPGA implementation
    was done in Register-Transfer Level using a dual-clock architecture and shows
    how we achieved an impressive FMax of 450 MHz on the targeted Stratix 10 GX 2,800
    FPGAs. The total compute time used was 47,000 FPGA hours.
author:
- first_name: Lennart
  full_name: Van Hirtum, Lennart
  id: '100210'
  last_name: Van Hirtum
- first_name: Patrick
  full_name: De Causmaecker, Patrick
  last_name: De Causmaecker
- first_name: Jens
  full_name: Goemaere, Jens
  last_name: Goemaere
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Heinrich
  full_name: Riebler, Heinrich
  id: '8961'
  last_name: Riebler
- first_name: Michael
  full_name: Lass, Michael
  id: '24135'
  last_name: Lass
  orcid: 0000-0002-5708-7632
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
citation:
  ama: Van Hirtum L, De Causmaecker P, Goemaere J, et al. A Computation of the Ninth
    Dedekind Number Using FPGA Supercomputing. <i>ACM Transactions on Reconfigurable
    Technology and Systems</i>. 2024;17(3):1-28. doi:<a href="https://doi.org/10.1145/3674147">10.1145/3674147</a>
  apa: Van Hirtum, L., De Causmaecker, P., Goemaere, J., Kenter, T., Riebler, H.,
    Lass, M., &#38; Plessl, C. (2024). A Computation of the Ninth Dedekind Number
    Using FPGA Supercomputing. <i>ACM Transactions on Reconfigurable Technology and
    Systems</i>, <i>17</i>(3), 1–28. <a href="https://doi.org/10.1145/3674147">https://doi.org/10.1145/3674147</a>
  bibtex: '@article{Van Hirtum_De Causmaecker_Goemaere_Kenter_Riebler_Lass_Plessl_2024,
    title={A Computation of the Ninth Dedekind Number Using FPGA Supercomputing},
    volume={17}, DOI={<a href="https://doi.org/10.1145/3674147">10.1145/3674147</a>},
    number={3}, journal={ACM Transactions on Reconfigurable Technology and Systems},
    publisher={Association for Computing Machinery (ACM)}, author={Van Hirtum, Lennart
    and De Causmaecker, Patrick and Goemaere, Jens and Kenter, Tobias and Riebler,
    Heinrich and Lass, Michael and Plessl, Christian}, year={2024}, pages={1–28} }'
  chicago: 'Van Hirtum, Lennart, Patrick De Causmaecker, Jens Goemaere, Tobias Kenter,
    Heinrich Riebler, Michael Lass, and Christian Plessl. “A Computation of the Ninth
    Dedekind Number Using FPGA Supercomputing.” <i>ACM Transactions on Reconfigurable
    Technology and Systems</i> 17, no. 3 (2024): 1–28. <a href="https://doi.org/10.1145/3674147">https://doi.org/10.1145/3674147</a>.'
  ieee: 'L. Van Hirtum <i>et al.</i>, “A Computation of the Ninth Dedekind Number
    Using FPGA Supercomputing,” <i>ACM Transactions on Reconfigurable Technology and
    Systems</i>, vol. 17, no. 3, pp. 1–28, 2024, doi: <a href="https://doi.org/10.1145/3674147">10.1145/3674147</a>.'
  mla: Van Hirtum, Lennart, et al. “A Computation of the Ninth Dedekind Number Using
    FPGA Supercomputing.” <i>ACM Transactions on Reconfigurable Technology and Systems</i>,
    vol. 17, no. 3, Association for Computing Machinery (ACM), 2024, pp. 1–28, doi:<a
    href="https://doi.org/10.1145/3674147">10.1145/3674147</a>.
  short: L. Van Hirtum, P. De Causmaecker, J. Goemaere, T. Kenter, H. Riebler, M.
    Lass, C. Plessl, ACM Transactions on Reconfigurable Technology and Systems 17
    (2024) 1–28.
date_created: 2024-10-14T07:38:29Z
date_updated: 2025-11-04T09:53:26Z
department:
- _id: '27'
- _id: '518'
doi: 10.1145/3674147
intvolume: '        17'
issue: '3'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 1-28
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: ACM Transactions on Reconfigurable Technology and Systems
publication_identifier:
  issn:
  - 1936-7406
  - 1936-7414
publication_status: published
publisher: Association for Computing Machinery (ACM)
quality_controlled: '1'
status: public
title: A Computation of the Ninth Dedekind Number Using FPGA Supercomputing
type: journal_article
user_id: '3145'
volume: 17
year: '2024'
...
---
_id: '53503'
author:
- first_name: Kaan
  full_name: Olgu, Kaan
  last_name: Olgu
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Jose
  full_name: Nunez-Yanez, Jose
  last_name: Nunez-Yanez
- first_name: Simon
  full_name: Mcintosh-Smith, Simon
  last_name: Mcintosh-Smith
citation:
  ama: 'Olgu K, Kenter T, Nunez-Yanez J, Mcintosh-Smith S. Optimisation and Evaluation
    of Breadth First Search with oneAPI/SYCL on Intel FPGAs: from Describing Algorithms
    to Describing Architectures. In: <i>Proceedings of the 12th International Workshop
    on OpenCL and SYCL</i>. ACM; 2024. doi:<a href="https://doi.org/10.1145/3648115.3648134">10.1145/3648115.3648134</a>'
  apa: 'Olgu, K., Kenter, T., Nunez-Yanez, J., &#38; Mcintosh-Smith, S. (2024). Optimisation
    and Evaluation of Breadth First Search with oneAPI/SYCL on Intel FPGAs: from Describing
    Algorithms to Describing Architectures. <i>Proceedings of the 12th International
    Workshop on OpenCL and SYCL</i>. <a href="https://doi.org/10.1145/3648115.3648134">https://doi.org/10.1145/3648115.3648134</a>'
  bibtex: '@inproceedings{Olgu_Kenter_Nunez-Yanez_Mcintosh-Smith_2024, title={Optimisation
    and Evaluation of Breadth First Search with oneAPI/SYCL on Intel FPGAs: from Describing
    Algorithms to Describing Architectures}, DOI={<a href="https://doi.org/10.1145/3648115.3648134">10.1145/3648115.3648134</a>},
    booktitle={Proceedings of the 12th International Workshop on OpenCL and SYCL},
    publisher={ACM}, author={Olgu, Kaan and Kenter, Tobias and Nunez-Yanez, Jose and
    Mcintosh-Smith, Simon}, year={2024} }'
  chicago: 'Olgu, Kaan, Tobias Kenter, Jose Nunez-Yanez, and Simon Mcintosh-Smith.
    “Optimisation and Evaluation of Breadth First Search with OneAPI/SYCL on Intel
    FPGAs: From Describing Algorithms to Describing Architectures.” In <i>Proceedings
    of the 12th International Workshop on OpenCL and SYCL</i>. ACM, 2024. <a href="https://doi.org/10.1145/3648115.3648134">https://doi.org/10.1145/3648115.3648134</a>.'
  ieee: 'K. Olgu, T. Kenter, J. Nunez-Yanez, and S. Mcintosh-Smith, “Optimisation
    and Evaluation of Breadth First Search with oneAPI/SYCL on Intel FPGAs: from Describing
    Algorithms to Describing Architectures,” 2024, doi: <a href="https://doi.org/10.1145/3648115.3648134">10.1145/3648115.3648134</a>.'
  mla: 'Olgu, Kaan, et al. “Optimisation and Evaluation of Breadth First Search with
    OneAPI/SYCL on Intel FPGAs: From Describing Algorithms to Describing Architectures.”
    <i>Proceedings of the 12th International Workshop on OpenCL and SYCL</i>, ACM,
    2024, doi:<a href="https://doi.org/10.1145/3648115.3648134">10.1145/3648115.3648134</a>.'
  short: 'K. Olgu, T. Kenter, J. Nunez-Yanez, S. Mcintosh-Smith, in: Proceedings of
    the 12th International Workshop on OpenCL and SYCL, ACM, 2024.'
date_created: 2024-04-15T07:41:21Z
date_updated: 2025-11-04T09:53:59Z
department:
- _id: '27'
- _id: '518'
doi: 10.1145/3648115.3648134
language:
- iso: eng
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: Proceedings of the 12th International Workshop on OpenCL and SYCL
publication_status: published
publisher: ACM
quality_controlled: '1'
status: public
title: 'Optimisation and Evaluation of Breadth First Search with oneAPI/SYCL on Intel
  FPGAs: from Describing Algorithms to Describing Architectures'
type: conference
user_id: '3145'
year: '2024'
...
---
_id: '43439'
abstract:
- lang: eng
  text: "This preprint makes the claim of having computed the $9^{th}$ Dedekind\r\nNumber.
    This was done by building an efficient FPGA Accelerator for the core\r\noperation
    of the process, and parallelizing it on the Noctua 2 Supercluster at\r\nPaderborn
    University. The resulting value is\r\n286386577668298411128469151667598498812366.
    This value can be verified in two\r\nsteps. We have made the data file containing
    the 490M results available, each\r\nof which can be verified separately on CPU,
    and the whole file sums to our\r\nproposed value."
author:
- first_name: Lennart
  full_name: Van Hirtum, Lennart
  last_name: Van Hirtum
- first_name: Patrick
  full_name: De Causmaecker, Patrick
  last_name: De Causmaecker
- first_name: Jens
  full_name: Goemaere, Jens
  last_name: Goemaere
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Heinrich
  full_name: Riebler, Heinrich
  id: '8961'
  last_name: Riebler
- first_name: Michael
  full_name: Lass, Michael
  id: '24135'
  last_name: Lass
  orcid: 0000-0002-5708-7632
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
citation:
  ama: Van Hirtum L, De Causmaecker P, Goemaere J, et al. A computation of D(9) using
    FPGA Supercomputing. <i>arXiv:230403039</i>. Published online 2023.
  apa: Van Hirtum, L., De Causmaecker, P., Goemaere, J., Kenter, T., Riebler, H.,
    Lass, M., &#38; Plessl, C. (2023). A computation of D(9) using FPGA Supercomputing.
    In <i>arXiv:2304.03039</i>.
  bibtex: '@article{Van Hirtum_De Causmaecker_Goemaere_Kenter_Riebler_Lass_Plessl_2023,
    title={A computation of D(9) using FPGA Supercomputing}, journal={arXiv:2304.03039},
    author={Van Hirtum, Lennart and De Causmaecker, Patrick and Goemaere, Jens and
    Kenter, Tobias and Riebler, Heinrich and Lass, Michael and Plessl, Christian},
    year={2023} }'
  chicago: Van Hirtum, Lennart, Patrick De Causmaecker, Jens Goemaere, Tobias Kenter,
    Heinrich Riebler, Michael Lass, and Christian Plessl. “A Computation of D(9) Using
    FPGA Supercomputing.” <i>ArXiv:2304.03039</i>, 2023.
  ieee: L. Van Hirtum <i>et al.</i>, “A computation of D(9) using FPGA Supercomputing,”
    <i>arXiv:2304.03039</i>. 2023.
  mla: Van Hirtum, Lennart, et al. “A Computation of D(9) Using FPGA Supercomputing.”
    <i>ArXiv:2304.03039</i>, 2023.
  short: L. Van Hirtum, P. De Causmaecker, J. Goemaere, T. Kenter, H. Riebler, M.
    Lass, C. Plessl, ArXiv:2304.03039 (2023).
date_created: 2023-04-08T11:05:29Z
date_updated: 2024-01-22T09:56:42Z
department:
- _id: '27'
- _id: '518'
external_id:
  arxiv:
  - '2304.03039'
language:
- iso: eng
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: arXiv:2304.03039
status: public
title: A computation of D(9) using FPGA Supercomputing
type: preprint
user_id: '3145'
year: '2023'
...
---
_id: '46188'
author:
- first_name: Jennifer
  full_name: Faj, Jennifer
  id: '78722'
  last_name: Faj
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Sara
  full_name: Faghih-Naini, Sara
  last_name: Faghih-Naini
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
- first_name: Vadym
  full_name: Aizinger, Vadym
  last_name: Aizinger
citation:
  ama: 'Faj J, Kenter T, Faghih-Naini S, Plessl C, Aizinger V. Scalable Multi-FPGA
    Design of a Discontinuous Galerkin Shallow-Water Model on Unstructured Meshes.
    In: <i>Proceedings of the Platform for Advanced Scientific Computing Conference
    (PASC)</i>. ACM; 2023. doi:<a href="https://doi.org/10.1145/3592979.3593407">10.1145/3592979.3593407</a>'
  apa: Faj, J., Kenter, T., Faghih-Naini, S., Plessl, C., &#38; Aizinger, V. (2023).
    Scalable Multi-FPGA Design of a Discontinuous Galerkin Shallow-Water Model on
    Unstructured Meshes. <i>Proceedings of the Platform for Advanced Scientific Computing
    Conference (PASC)</i>. <a href="https://doi.org/10.1145/3592979.3593407">https://doi.org/10.1145/3592979.3593407</a>
  bibtex: '@inproceedings{Faj_Kenter_Faghih-Naini_Plessl_Aizinger_2023, title={Scalable
    Multi-FPGA Design of a Discontinuous Galerkin Shallow-Water Model on Unstructured
    Meshes}, DOI={<a href="https://doi.org/10.1145/3592979.3593407">10.1145/3592979.3593407</a>},
    booktitle={Proceedings of the Platform for Advanced Scientific Computing Conference
    (PASC)}, publisher={ACM}, author={Faj, Jennifer and Kenter, Tobias and Faghih-Naini,
    Sara and Plessl, Christian and Aizinger, Vadym}, year={2023} }'
  chicago: Faj, Jennifer, Tobias Kenter, Sara Faghih-Naini, Christian Plessl, and
    Vadym Aizinger. “Scalable Multi-FPGA Design of a Discontinuous Galerkin Shallow-Water
    Model on Unstructured Meshes.” In <i>Proceedings of the Platform for Advanced
    Scientific Computing Conference (PASC)</i>. ACM, 2023. <a href="https://doi.org/10.1145/3592979.3593407">https://doi.org/10.1145/3592979.3593407</a>.
  ieee: 'J. Faj, T. Kenter, S. Faghih-Naini, C. Plessl, and V. Aizinger, “Scalable
    Multi-FPGA Design of a Discontinuous Galerkin Shallow-Water Model on Unstructured
    Meshes,” 2023, doi: <a href="https://doi.org/10.1145/3592979.3593407">10.1145/3592979.3593407</a>.'
  mla: Faj, Jennifer, et al. “Scalable Multi-FPGA Design of a Discontinuous Galerkin
    Shallow-Water Model on Unstructured Meshes.” <i>Proceedings of the Platform for
    Advanced Scientific Computing Conference (PASC)</i>, ACM, 2023, doi:<a href="https://doi.org/10.1145/3592979.3593407">10.1145/3592979.3593407</a>.
  short: 'J. Faj, T. Kenter, S. Faghih-Naini, C. Plessl, V. Aizinger, in: Proceedings
    of the Platform for Advanced Scientific Computing Conference (PASC), ACM, 2023.'
date_created: 2023-07-28T09:42:14Z
date_updated: 2024-04-17T08:09:39Z
department:
- _id: '27'
- _id: '518'
doi: 10.1145/3592979.3593407
language:
- iso: eng
main_file_link:
- url: https://dl.acm.org/doi/pdf/10.1145/3592979.3593407
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: Proceedings of the Platform for Advanced Scientific Computing Conference
  (PASC)
publication_status: published
publisher: ACM
quality_controlled: '1'
related_material:
  link:
  - description: Open Access available via this link.
    relation: other
    url: https://www.sighpc.org/for-our-community/acm-open-tocs/pasc23-open-toc
status: public
title: Scalable Multi-FPGA Design of a Discontinuous Galerkin Shallow-Water Model
  on Unstructured Meshes
type: conference
user_id: '3145'
year: '2023'
...
---
_id: '46189'
author:
- first_name: Charles
  full_name: Prouveur, Charles
  last_name: Prouveur
- first_name: Matthieu
  full_name: Haefele, Matthieu
  last_name: Haefele
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Nils
  full_name: Voss, Nils
  last_name: Voss
citation:
  ama: 'Prouveur C, Haefele M, Kenter T, Voss N. FPGA Acceleration for HPC Supercapacitor
    Simulations. In: <i>Proceedings of the Platform for Advanced Scientific Computing
    Conference (PASC)</i>. ACM; 2023. doi:<a href="https://doi.org/10.1145/3592979.3593419">10.1145/3592979.3593419</a>'
  apa: Prouveur, C., Haefele, M., Kenter, T., &#38; Voss, N. (2023). FPGA Acceleration
    for HPC Supercapacitor Simulations. <i>Proceedings of the Platform for Advanced
    Scientific Computing Conference (PASC)</i>. <a href="https://doi.org/10.1145/3592979.3593419">https://doi.org/10.1145/3592979.3593419</a>
  bibtex: '@inproceedings{Prouveur_Haefele_Kenter_Voss_2023, title={FPGA Acceleration
    for HPC Supercapacitor Simulations}, DOI={<a href="https://doi.org/10.1145/3592979.3593419">10.1145/3592979.3593419</a>},
    booktitle={Proceedings of the Platform for Advanced Scientific Computing Conference
    (PASC)}, publisher={ACM}, author={Prouveur, Charles and Haefele, Matthieu and
    Kenter, Tobias and Voss, Nils}, year={2023} }'
  chicago: Prouveur, Charles, Matthieu Haefele, Tobias Kenter, and Nils Voss. “FPGA
    Acceleration for HPC Supercapacitor Simulations.” In <i>Proceedings of the Platform
    for Advanced Scientific Computing Conference (PASC)</i>. ACM, 2023. <a href="https://doi.org/10.1145/3592979.3593419">https://doi.org/10.1145/3592979.3593419</a>.
  ieee: 'C. Prouveur, M. Haefele, T. Kenter, and N. Voss, “FPGA Acceleration for HPC
    Supercapacitor Simulations,” 2023, doi: <a href="https://doi.org/10.1145/3592979.3593419">10.1145/3592979.3593419</a>.'
  mla: Prouveur, Charles, et al. “FPGA Acceleration for HPC Supercapacitor Simulations.”
    <i>Proceedings of the Platform for Advanced Scientific Computing Conference (PASC)</i>,
    ACM, 2023, doi:<a href="https://doi.org/10.1145/3592979.3593419">10.1145/3592979.3593419</a>.
  short: 'C. Prouveur, M. Haefele, T. Kenter, N. Voss, in: Proceedings of the Platform
    for Advanced Scientific Computing Conference (PASC), ACM, 2023.'
date_created: 2023-07-28T09:46:25Z
date_updated: 2024-04-17T08:10:51Z
department:
- _id: '27'
- _id: '518'
doi: 10.1145/3592979.3593419
language:
- iso: eng
main_file_link:
- url: https://dl.acm.org/doi/pdf/10.1145/3592979.3593419
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: Proceedings of the Platform for Advanced Scientific Computing Conference
  (PASC)
publication_status: published
publisher: ACM
quality_controlled: '1'
related_material:
  link:
  - description: Open Access available via this link.
    relation: other
    url: ' https://www.sighpc.org/for-our-community/acm-open-tocs/pasc23-open-toc '
status: public
title: FPGA Acceleration for HPC Supercapacitor Simulations
type: conference
user_id: '3145'
year: '2023'
...
---
_id: '45893'
author:
- first_name: Tim
  full_name: Hansmeier, Tim
  id: '49992'
  last_name: Hansmeier
  orcid: 0000-0003-1377-3339
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Marius
  full_name: Meyer, Marius
  id: '40778'
  last_name: Meyer
- first_name: Heinrich
  full_name: Riebler, Heinrich
  id: '8961'
  last_name: Riebler
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
citation:
  ama: 'Hansmeier T, Kenter T, Meyer M, Riebler H, Platzner M, Plessl C. Compute Centers
    I: Heterogeneous Execution Environments. In: Haake C-J, Meyer auf der Heide F,
    Platzner M, Wachsmuth H, Wehrheim H, eds. <i>On-The-Fly Computing -- Individualized
    IT-Services in Dynamic Markets</i>. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf
    Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:165-182. doi:<a
    href="https://doi.org/10.5281/zenodo.8068642">10.5281/zenodo.8068642</a>'
  apa: 'Hansmeier, T., Kenter, T., Meyer, M., Riebler, H., Platzner, M., &#38; Plessl,
    C. (2023). Compute Centers I: Heterogeneous Execution Environments. In C.-J. Haake,
    F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, &#38; H. Wehrheim (Eds.), <i>On-The-Fly
    Computing -- Individualized IT-services in dynamic markets</i> (Vol. 412, pp.
    165–182). Heinz Nixdorf Institut, Universität Paderborn. <a href="https://doi.org/10.5281/zenodo.8068642">https://doi.org/10.5281/zenodo.8068642</a>'
  bibtex: '@inbook{Hansmeier_Kenter_Meyer_Riebler_Platzner_Plessl_2023, place={Paderborn},
    series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={Compute Centers
    I: Heterogeneous Execution Environments}, volume={412}, DOI={<a href="https://doi.org/10.5281/zenodo.8068642">10.5281/zenodo.8068642</a>},
    booktitle={On-The-Fly Computing -- Individualized IT-services in dynamic markets},
    publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Hansmeier,
    Tim and Kenter, Tobias and Meyer, Marius and Riebler, Heinrich and Platzner, Marco
    and Plessl, Christian}, editor={Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm
    and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike}, year={2023},
    pages={165–182}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts}
    }'
  chicago: 'Hansmeier, Tim, Tobias Kenter, Marius Meyer, Heinrich Riebler, Marco Platzner,
    and Christian Plessl. “Compute Centers I: Heterogeneous Execution Environments.”
    In <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>,
    edited by Claus-Jochen Haake, Friedhelm Meyer auf der Heide, Marco Platzner, Henning
    Wachsmuth, and Heike Wehrheim, 412:165–82. Verlagsschriftenreihe Des Heinz Nixdorf
    Instituts. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. <a
    href="https://doi.org/10.5281/zenodo.8068642">https://doi.org/10.5281/zenodo.8068642</a>.'
  ieee: 'T. Hansmeier, T. Kenter, M. Meyer, H. Riebler, M. Platzner, and C. Plessl,
    “Compute Centers I: Heterogeneous Execution Environments,” in <i>On-The-Fly Computing
    -- Individualized IT-services in dynamic markets</i>, vol. 412, C.-J. Haake, F.
    Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim, Eds. Paderborn:
    Heinz Nixdorf Institut, Universität Paderborn, 2023, pp. 165–182.'
  mla: 'Hansmeier, Tim, et al. “Compute Centers I: Heterogeneous Execution Environments.”
    <i>On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets</i>,
    edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut, Universität
    Paderborn, 2023, pp. 165–82, doi:<a href="https://doi.org/10.5281/zenodo.8068642">10.5281/zenodo.8068642</a>.'
  short: 'T. Hansmeier, T. Kenter, M. Meyer, H. Riebler, M. Platzner, C. Plessl, in:
    C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim (Eds.),
    On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf
    Institut, Universität Paderborn, Paderborn, 2023, pp. 165–182.'
date_created: 2023-07-07T08:15:45Z
date_updated: 2024-05-02T10:33:00Z
ddc:
- '004'
department:
- _id: '7'
- _id: '27'
- _id: '518'
- _id: '78'
doi: 10.5281/zenodo.8068642
editor:
- first_name: Claus-Jochen
  full_name: Haake, Claus-Jochen
  last_name: Haake
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  last_name: Meyer auf der Heide
- first_name: Marco
  full_name: Platzner, Marco
  last_name: Platzner
- first_name: Henning
  full_name: Wachsmuth, Henning
  last_name: Wachsmuth
- first_name: Heike
  full_name: Wehrheim, Heike
  last_name: Wehrheim
file:
- access_level: open_access
  content_type: application/pdf
  creator: florida
  date_created: 2023-07-07T08:15:35Z
  date_updated: 2023-07-07T11:17:33Z
  file_id: '45894'
  file_name: C2-Chapter-SFB-Buch-Final.pdf
  file_size: 2288788
  relation: main_file
file_date_updated: 2023-07-07T11:17:33Z
has_accepted_license: '1'
intvolume: '       412'
language:
- iso: eng
oa: '1'
page: 165-182
place: Paderborn
project:
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '14'
  grant_number: '160364472'
  name: 'SFB 901 - C2: SFB 901 - On-The-Fly Compute Centers I: Heterogene Ausführungsumgebungen
    (Subproject C2)'
publication: On-The-Fly Computing -- Individualized IT-services in dynamic markets
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: 'Compute Centers I: Heterogeneous Execution Environments'
type: book_chapter
user_id: '398'
volume: 412
year: '2023'
...
---
_id: '38041'
abstract:
- lang: eng
  text: "<jats:p>While FPGA accelerator boards and their respective high-level design
    tools are maturing, there is still a lack of multi-FPGA applications, libraries,
    and not least, benchmarks and reference implementations towards sustained HPC
    usage of these devices. As in the early days of GPUs in HPC, for workloads that
    can reasonably be decoupled into loosely coupled working sets, multi-accelerator
    support can be achieved by using standard communication interfaces like MPI on
    the host side. However, for performance and productivity, some applications can
    profit from a tighter coupling of the accelerators. FPGAs offer unique opportunities
    here when extending the dataflow characteristics to their communication interfaces.</jats:p>\r\n
    \         <jats:p>In this work, we extend the HPCC FPGA benchmark suite by multi-FPGA
    support and three missing benchmarks that particularly characterize or stress
    inter-device communication: b_eff, PTRANS, and LINPACK. With all benchmarks implemented
    for current boards with Intel and Xilinx FPGAs, we established a baseline for
    multi-FPGA performance. Additionally, for the communication-centric benchmarks,
    we explored the potential of direct FPGA-to-FPGA communication with a circuit-switched
    inter-FPGA network that is currently only available for one of the boards. The
    evaluation with parallel execution on up to 26 FPGA boards makes use of one of
    the largest academic FPGA installations.</jats:p>"
author:
- first_name: Marius
  full_name: Meyer, Marius
  id: '40778'
  last_name: Meyer
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
citation:
  ama: Meyer M, Kenter T, Plessl C. Multi-FPGA Designs and Scaling of HPC Challenge
    Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks. <i>ACM Transactions
    on Reconfigurable Technology and Systems</i>. Published online 2023. doi:<a href="https://doi.org/10.1145/3576200">10.1145/3576200</a>
  apa: Meyer, M., Kenter, T., &#38; Plessl, C. (2023). Multi-FPGA Designs and Scaling
    of HPC Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks.
    <i>ACM Transactions on Reconfigurable Technology and Systems</i>. <a href="https://doi.org/10.1145/3576200">https://doi.org/10.1145/3576200</a>
  bibtex: '@article{Meyer_Kenter_Plessl_2023, title={Multi-FPGA Designs and Scaling
    of HPC Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks},
    DOI={<a href="https://doi.org/10.1145/3576200">10.1145/3576200</a>}, journal={ACM
    Transactions on Reconfigurable Technology and Systems}, publisher={Association
    for Computing Machinery (ACM)}, author={Meyer, Marius and Kenter, Tobias and Plessl,
    Christian}, year={2023} }'
  chicago: Meyer, Marius, Tobias Kenter, and Christian Plessl. “Multi-FPGA Designs
    and Scaling of HPC Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA
    Networks.” <i>ACM Transactions on Reconfigurable Technology and Systems</i>, 2023.
    <a href="https://doi.org/10.1145/3576200">https://doi.org/10.1145/3576200</a>.
  ieee: 'M. Meyer, T. Kenter, and C. Plessl, “Multi-FPGA Designs and Scaling of HPC
    Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks,” <i>ACM
    Transactions on Reconfigurable Technology and Systems</i>, 2023, doi: <a href="https://doi.org/10.1145/3576200">10.1145/3576200</a>.'
  mla: Meyer, Marius, et al. “Multi-FPGA Designs and Scaling of HPC Challenge Benchmarks
    via MPI and Circuit-Switched Inter-FPGA Networks.” <i>ACM Transactions on Reconfigurable
    Technology and Systems</i>, Association for Computing Machinery (ACM), 2023, doi:<a
    href="https://doi.org/10.1145/3576200">10.1145/3576200</a>.
  short: M. Meyer, T. Kenter, C. Plessl, ACM Transactions on Reconfigurable Technology
    and Systems (2023).
date_created: 2023-01-23T08:40:42Z
date_updated: 2023-07-28T08:02:05Z
department:
- _id: '27'
- _id: '518'
doi: 10.1145/3576200
keyword:
- General Computer Science
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://dl.acm.org/doi/10.1145/3576200
oa: '1'
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901'
- _id: '14'
  grant_number: '160364472'
  name: 'SFB 901 - C2: SFB 901 - Subproject C2'
publication: ACM Transactions on Reconfigurable Technology and Systems
publication_identifier:
  issn:
  - 1936-7406
  - 1936-7414
publication_status: published
publisher: Association for Computing Machinery (ACM)
quality_controlled: '1'
status: public
title: Multi-FPGA Designs and Scaling of HPC Challenge Benchmarks via MPI and Circuit-Switched
  Inter-FPGA Networks
type: journal_article
user_id: '24135'
year: '2023'
...
---
_id: '43228'
abstract:
- lang: eng
  text: "The computation of electron repulsion integrals (ERIs) over Gaussian-type
    orbitals (GTOs) is a challenging problem in quantum-mechanics-based atomistic
    simulations. In practical simulations, several trillions of ERIs may have to be\r\ncomputed
    for every time step.\r\nIn this work, we investigate FPGAs as accelerators for
    the ERI computation. We use template parameters, here within the Intel oneAPI
    tool flow, to create customized designs for 256 different ERI quartet classes,
    based on their orbitals. To maximize data reuse, all intermediates are buffered
    in FPGA on-chip memory with customized layout. The pre-calculation of intermediates
    also helps to overcome data dependencies caused by multi-dimensional recurrence\r\nrelations.
    The involved loop structures are partially or even fully unrolled for high throughput
    of FPGA kernels. Furthermore, a lossy compression algorithm utilizing arbitrary
    bitwidth integers is integrated in the FPGA kernels. To our\r\nbest knowledge,
    this is the first work on ERI computation on FPGAs that supports more than just
    the single most basic quartet class. Also, the integration of ERI computation
    and compression it a novelty that is not even covered by CPU or GPU libraries
    so far.\r\nOur evaluation shows that using 16-bit integer for the ERI compression,
    the fastest FPGA kernels exceed the performance of 10 GERIS ($10 \\times 10^9$
    ERIs per second) on one Intel Stratix 10 GX 2800 FPGA, with maximum absolute errors
    around $10^{-7}$ - $10^{-5}$ Hartree. The measured throughput can be accurately
    explained by a performance model. The FPGA kernels deployed on 2 FPGAs outperform
    similar computations using the widely used libint reference on a two-socket server
    with 40 Xeon Gold 6148 CPU cores of the same process technology by factors up
    to 6.0x and on a new two-socket server with 128 EPYC 7713 CPU cores by up to 1.9x."
author:
- first_name: Xin
  full_name: Wu, Xin
  id: '77439'
  last_name: Wu
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Robert
  full_name: Schade, Robert
  id: '75963'
  last_name: Schade
  orcid: 0000-0002-6268-539
- first_name: Thomas
  full_name: Kühne, Thomas
  id: '49079'
  last_name: Kühne
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
citation:
  ama: 'Wu X, Kenter T, Schade R, Kühne T, Plessl C. Computing and Compressing Electron
    Repulsion Integrals on FPGAs. In: <i>2023 IEEE 31st Annual International Symposium
    on Field-Programmable Custom Computing Machines (FCCM)</i>. ; 2023:162-173. doi:<a
    href="https://doi.org/10.1109/FCCM57271.2023.00026">10.1109/FCCM57271.2023.00026</a>'
  apa: Wu, X., Kenter, T., Schade, R., Kühne, T., &#38; Plessl, C. (2023). Computing
    and Compressing Electron Repulsion Integrals on FPGAs. <i>2023 IEEE 31st Annual
    International Symposium on Field-Programmable Custom Computing Machines (FCCM)</i>,
    162–173. <a href="https://doi.org/10.1109/FCCM57271.2023.00026">https://doi.org/10.1109/FCCM57271.2023.00026</a>
  bibtex: '@inproceedings{Wu_Kenter_Schade_Kühne_Plessl_2023, title={Computing and
    Compressing Electron Repulsion Integrals on FPGAs}, DOI={<a href="https://doi.org/10.1109/FCCM57271.2023.00026">10.1109/FCCM57271.2023.00026</a>},
    booktitle={2023 IEEE 31st Annual International Symposium on Field-Programmable
    Custom Computing Machines (FCCM)}, author={Wu, Xin and Kenter, Tobias and Schade,
    Robert and Kühne, Thomas and Plessl, Christian}, year={2023}, pages={162–173}
    }'
  chicago: Wu, Xin, Tobias Kenter, Robert Schade, Thomas Kühne, and Christian Plessl.
    “Computing and Compressing Electron Repulsion Integrals on FPGAs.” In <i>2023
    IEEE 31st Annual International Symposium on Field-Programmable Custom Computing
    Machines (FCCM)</i>, 162–73, 2023. <a href="https://doi.org/10.1109/FCCM57271.2023.00026">https://doi.org/10.1109/FCCM57271.2023.00026</a>.
  ieee: 'X. Wu, T. Kenter, R. Schade, T. Kühne, and C. Plessl, “Computing and Compressing
    Electron Repulsion Integrals on FPGAs,” in <i>2023 IEEE 31st Annual International
    Symposium on Field-Programmable Custom Computing Machines (FCCM)</i>, 2023, pp.
    162–173, doi: <a href="https://doi.org/10.1109/FCCM57271.2023.00026">10.1109/FCCM57271.2023.00026</a>.'
  mla: Wu, Xin, et al. “Computing and Compressing Electron Repulsion Integrals on
    FPGAs.” <i>2023 IEEE 31st Annual International Symposium on Field-Programmable
    Custom Computing Machines (FCCM)</i>, 2023, pp. 162–73, doi:<a href="https://doi.org/10.1109/FCCM57271.2023.00026">10.1109/FCCM57271.2023.00026</a>.
  short: 'X. Wu, T. Kenter, R. Schade, T. Kühne, C. Plessl, in: 2023 IEEE 31st Annual
    International Symposium on Field-Programmable Custom Computing Machines (FCCM),
    2023, pp. 162–173.'
date_created: 2023-03-30T11:15:40Z
date_updated: 2023-08-02T15:05:42Z
department:
- _id: '27'
- _id: '518'
doi: 10.1109/FCCM57271.2023.00026
external_id:
  arxiv:
  - '2303.13632'
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/10171537
page: 162-173
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: 2023 IEEE 31st Annual International Symposium on Field-Programmable Custom
  Computing Machines (FCCM)
quality_controlled: '1'
status: public
title: Computing and Compressing Electron Repulsion Integrals on FPGAs
type: conference
user_id: '75963'
year: '2023'
...
