---
_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'
...
---
_id: '45361'
abstract:
- lang: eng
  text: <jats:p> The non-orthogonal local submatrix method applied to electronic structure–based
    molecular dynamics simulations is shown to exceed 1.1 EFLOP/s in FP16/FP32-mixed
    floating-point arithmetic when using 4400 NVIDIA A100 GPUs of the Perlmutter system.
    This is enabled by a modification of the original method that pushes the sustained
    fraction of the peak performance to about 80%. Example calculations are performed
    for SARS-CoV-2 spike proteins with up to 83 million atoms. </jats:p>
article_number: '109434202311776'
article_type: original
author:
- first_name: Robert
  full_name: Schade, Robert
  id: '75963'
  last_name: Schade
  orcid: 0000-0002-6268-539
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Hossam
  full_name: Elgabarty, Hossam
  id: '60250'
  last_name: Elgabarty
  orcid: 0000-0002-4945-1481
- first_name: Michael
  full_name: Lass, Michael
  id: '24135'
  last_name: Lass
  orcid: 0000-0002-5708-7632
- 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: Schade R, Kenter T, Elgabarty H, Lass M, Kühne T, Plessl C. Breaking the exascale
    barrier for the electronic structure problem in ab-initio molecular dynamics.
    <i>The International Journal of High Performance Computing Applications</i>. Published
    online 2023. doi:<a href="https://doi.org/10.1177/10943420231177631">10.1177/10943420231177631</a>
  apa: Schade, R., Kenter, T., Elgabarty, H., Lass, M., Kühne, T., &#38; Plessl, C.
    (2023). Breaking the exascale barrier for the electronic structure problem in
    ab-initio molecular dynamics. <i>The International Journal of High Performance
    Computing Applications</i>, Article 109434202311776. <a href="https://doi.org/10.1177/10943420231177631">https://doi.org/10.1177/10943420231177631</a>
  bibtex: '@article{Schade_Kenter_Elgabarty_Lass_Kühne_Plessl_2023, title={Breaking
    the exascale barrier for the electronic structure problem in ab-initio molecular
    dynamics}, DOI={<a href="https://doi.org/10.1177/10943420231177631">10.1177/10943420231177631</a>},
    number={109434202311776}, journal={The International Journal of High Performance
    Computing Applications}, publisher={SAGE Publications}, author={Schade, Robert
    and Kenter, Tobias and Elgabarty, Hossam and Lass, Michael and Kühne, Thomas and
    Plessl, Christian}, year={2023} }'
  chicago: Schade, Robert, Tobias Kenter, Hossam Elgabarty, Michael Lass, Thomas Kühne,
    and Christian Plessl. “Breaking the Exascale Barrier for the Electronic Structure
    Problem in Ab-Initio Molecular Dynamics.” <i>The International Journal of High
    Performance Computing Applications</i>, 2023. <a href="https://doi.org/10.1177/10943420231177631">https://doi.org/10.1177/10943420231177631</a>.
  ieee: 'R. Schade, T. Kenter, H. Elgabarty, M. Lass, T. Kühne, and C. Plessl, “Breaking
    the exascale barrier for the electronic structure problem in ab-initio molecular
    dynamics,” <i>The International Journal of High Performance Computing Applications</i>,
    Art. no. 109434202311776, 2023, doi: <a href="https://doi.org/10.1177/10943420231177631">10.1177/10943420231177631</a>.'
  mla: Schade, Robert, et al. “Breaking the Exascale Barrier for the Electronic Structure
    Problem in Ab-Initio Molecular Dynamics.” <i>The International Journal of High
    Performance Computing Applications</i>, 109434202311776, SAGE Publications, 2023,
    doi:<a href="https://doi.org/10.1177/10943420231177631">10.1177/10943420231177631</a>.
  short: R. Schade, T. Kenter, H. Elgabarty, M. Lass, T. Kühne, C. Plessl, The International
    Journal of High Performance Computing Applications (2023).
date_created: 2023-05-30T09:19:09Z
date_updated: 2023-08-02T15:04:53Z
department:
- _id: '27'
- _id: '518'
doi: 10.1177/10943420231177631
keyword:
- Hardware and Architecture
- Theoretical Computer Science
- Software
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://journals.sagepub.com/doi/10.1177/10943420231177631
oa: '1'
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: The International Journal of High Performance Computing Applications
publication_identifier:
  issn:
  - 1094-3420
  - 1741-2846
publication_status: published
publisher: SAGE Publications
quality_controlled: '1'
status: public
title: Breaking the exascale barrier for the electronic structure problem in ab-initio
  molecular dynamics
type: journal_article
user_id: '75963'
year: '2023'
...
---
_id: '46191'
author:
- 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: Sara
  full_name: Faghih-Naini, Sara
  last_name: Faghih-Naini
- first_name: Jennifer
  full_name: Faj, Jennifer
  id: '78722'
  last_name: Faj
- first_name: Jan-Oliver
  full_name: Opdenhövel, Jan-Oliver
  id: '73960'
  last_name: Opdenhövel
  orcid: 0000-0003-2314-2784
- 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
- first_name: Jan
  full_name: Hönig, Jan
  last_name: Hönig
- first_name: Harald
  full_name: Köstler, Harald
  last_name: Köstler
citation:
  ama: 'Alt C, Kenter T, Faghih-Naini S, et al. Shallow Water DG Simulations on FPGAs:
    Design and Comparison of a Novel Code Generation Pipeline. In: <i>Lecture Notes
    in Computer Science</i>. Springer Nature Switzerland; 2023. doi:<a href="https://doi.org/10.1007/978-3-031-32041-5_5">10.1007/978-3-031-32041-5_5</a>'
  apa: 'Alt, C., Kenter, T., Faghih-Naini, S., Faj, J., Opdenhövel, J.-O., Plessl,
    C., Aizinger, V., Hönig, J., &#38; Köstler, H. (2023). Shallow Water DG Simulations
    on FPGAs: Design and Comparison of a Novel Code Generation Pipeline. In <i>Lecture
    Notes in Computer Science</i>. Springer Nature Switzerland. <a href="https://doi.org/10.1007/978-3-031-32041-5_5">https://doi.org/10.1007/978-3-031-32041-5_5</a>'
  bibtex: '@inbook{Alt_Kenter_Faghih-Naini_Faj_Opdenhövel_Plessl_Aizinger_Hönig_Köstler_2023,
    place={Cham}, title={Shallow Water DG Simulations on FPGAs: Design and Comparison
    of a Novel Code Generation Pipeline}, DOI={<a href="https://doi.org/10.1007/978-3-031-32041-5_5">10.1007/978-3-031-32041-5_5</a>},
    booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland},
    author={Alt, Christoph and Kenter, Tobias and Faghih-Naini, Sara and Faj, Jennifer
    and Opdenhövel, Jan-Oliver and Plessl, Christian and Aizinger, Vadym and Hönig,
    Jan and Köstler, Harald}, year={2023} }'
  chicago: 'Alt, Christoph, Tobias Kenter, Sara Faghih-Naini, Jennifer Faj, Jan-Oliver
    Opdenhövel, Christian Plessl, Vadym Aizinger, Jan Hönig, and Harald Köstler. “Shallow
    Water DG Simulations on FPGAs: Design and Comparison of a Novel Code Generation
    Pipeline.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature
    Switzerland, 2023. <a href="https://doi.org/10.1007/978-3-031-32041-5_5">https://doi.org/10.1007/978-3-031-32041-5_5</a>.'
  ieee: 'C. Alt <i>et al.</i>, “Shallow Water DG Simulations on FPGAs: Design and Comparison
    of a Novel Code Generation Pipeline,” in <i>Lecture Notes in Computer Science</i>,
    Cham: Springer Nature Switzerland, 2023.'
  mla: 'Alt, Christoph, et al. “Shallow Water DG Simulations on FPGAs: Design and Comparison
    of a Novel Code Generation Pipeline.” <i>Lecture Notes in Computer Science</i>,
    Springer Nature Switzerland, 2023, doi:<a href="https://doi.org/10.1007/978-3-031-32041-5_5">10.1007/978-3-031-32041-5_5</a>.'
  short: 'C. Alt, T. Kenter, S. Faghih-Naini, J. Faj, J.-O. Opdenhövel, C. Plessl,
    V. Aizinger, J. Hönig, H. Köstler, in: Lecture Notes in Computer Science, Springer
    Nature Switzerland, Cham, 2023.'
date_created: 2023-07-28T09:53:21Z
date_updated: 2025-11-04T09:32:49Z
department:
- _id: '27'
- _id: '518'
doi: 10.1007/978-3-031-32041-5_5
language:
- iso: eng
place: Cham
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: Lecture Notes in Computer Science
publication_identifier:
  isbn:
  - '9783031320408'
  - '9783031320415'
  issn:
  - 0302-9743
  - 1611-3349
publication_status: published
publisher: Springer Nature Switzerland
quality_controlled: '1'
status: public
title: 'Shallow Water DG Simulations on FPGAs: Design and Comparison of a Novel Code
  Generation Pipeline'
type: book_chapter
user_id: '3145'
year: '2023'
...
---
_id: '46190'
author:
- first_name: Jan-Oliver
  full_name: Opdenhövel, Jan-Oliver
  id: '73960'
  last_name: Opdenhövel
  orcid: 0000-0003-2314-2784
- 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, Plessl C, Kenter T. Mutation Tree Reconstruction of Tumor
    Cells on FPGAs Using a Bit-Level Matrix Representation. In: <i>Proceedings of
    the 13th International Symposium on Highly Efficient Accelerators and Reconfigurable
    Technologies (HEART)</i>. ACM; 2023. doi:<a href="https://doi.org/10.1145/3597031.3597050">10.1145/3597031.3597050</a>'
  apa: Opdenhövel, J.-O., Plessl, C., &#38; Kenter, T. (2023). Mutation Tree Reconstruction
    of Tumor Cells on FPGAs Using a Bit-Level Matrix Representation. <i>Proceedings
    of the 13th International Symposium on Highly Efficient Accelerators and Reconfigurable
    Technologies (HEART)</i>. <a href="https://doi.org/10.1145/3597031.3597050">https://doi.org/10.1145/3597031.3597050</a>
  bibtex: '@inproceedings{Opdenhövel_Plessl_Kenter_2023, title={Mutation Tree Reconstruction
    of Tumor Cells on FPGAs Using a Bit-Level Matrix Representation}, DOI={<a href="https://doi.org/10.1145/3597031.3597050">10.1145/3597031.3597050</a>},
    booktitle={Proceedings of the 13th International Symposium on Highly Efficient
    Accelerators and Reconfigurable Technologies (HEART)}, publisher={ACM}, author={Opdenhövel,
    Jan-Oliver and Plessl, Christian and Kenter, Tobias}, year={2023} }'
  chicago: Opdenhövel, Jan-Oliver, Christian Plessl, and Tobias Kenter. “Mutation
    Tree Reconstruction of Tumor Cells on FPGAs Using a Bit-Level Matrix Representation.”
    In <i>Proceedings of the 13th International Symposium on Highly Efficient Accelerators
    and Reconfigurable Technologies (HEART)</i>. ACM, 2023. <a href="https://doi.org/10.1145/3597031.3597050">https://doi.org/10.1145/3597031.3597050</a>.
  ieee: 'J.-O. Opdenhövel, C. Plessl, and T. Kenter, “Mutation Tree Reconstruction
    of Tumor Cells on FPGAs Using a Bit-Level Matrix Representation,” 2023, doi: <a
    href="https://doi.org/10.1145/3597031.3597050">10.1145/3597031.3597050</a>.'
  mla: Opdenhövel, Jan-Oliver, et al. “Mutation Tree Reconstruction of Tumor Cells
    on FPGAs Using a Bit-Level Matrix Representation.” <i>Proceedings of the 13th
    International Symposium on Highly Efficient Accelerators and Reconfigurable Technologies
    (HEART)</i>, ACM, 2023, doi:<a href="https://doi.org/10.1145/3597031.3597050">10.1145/3597031.3597050</a>.
  short: 'J.-O. Opdenhövel, C. Plessl, T. Kenter, in: Proceedings of the 13th International
    Symposium on Highly Efficient Accelerators and Reconfigurable Technologies (HEART),
    ACM, 2023.'
date_created: 2023-07-28T09:49:23Z
date_updated: 2025-11-04T09:32:30Z
department:
- _id: '27'
- _id: '518'
doi: 10.1145/3597031.3597050
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://dl.acm.org/doi/pdf/10.1145/3597031.3597050
oa: '1'
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: Proceedings of the 13th International Symposium on Highly Efficient Accelerators
  and Reconfigurable Technologies (HEART)
publication_status: published
publisher: ACM
quality_controlled: '1'
status: public
title: Mutation Tree Reconstruction of Tumor Cells on FPGAs Using a Bit-Level Matrix
  Representation
type: conference
user_id: '3145'
year: '2023'
...
---
_id: '32414'
author:
- first_name: Michael
  full_name: Lass, Michael
  id: '24135'
  last_name: Lass
  orcid: 0000-0002-5708-7632
citation:
  ama: Lass M. <i>Bringing Massive Parallelism and Hardware Acceleration to Linear
    Scaling Density Functional Theory Through Targeted Approximations</i>. Universität
    Paderborn; 2022. doi:<a href="https://doi.org/10.17619/UNIPB/1-1281">10.17619/UNIPB/1-1281</a>
  apa: Lass, M. (2022). <i>Bringing Massive Parallelism and Hardware Acceleration
    to Linear Scaling Density Functional Theory Through Targeted Approximations</i>.
    Universität Paderborn. <a href="https://doi.org/10.17619/UNIPB/1-1281">https://doi.org/10.17619/UNIPB/1-1281</a>
  bibtex: '@book{Lass_2022, place={Paderborn}, title={Bringing Massive Parallelism
    and Hardware Acceleration to Linear Scaling Density Functional Theory Through
    Targeted Approximations}, DOI={<a href="https://doi.org/10.17619/UNIPB/1-1281">10.17619/UNIPB/1-1281</a>},
    publisher={Universität Paderborn}, author={Lass, Michael}, year={2022} }'
  chicago: 'Lass, Michael. <i>Bringing Massive Parallelism and Hardware Acceleration
    to Linear Scaling Density Functional Theory Through Targeted Approximations</i>.
    Paderborn: Universität Paderborn, 2022. <a href="https://doi.org/10.17619/UNIPB/1-1281">https://doi.org/10.17619/UNIPB/1-1281</a>.'
  ieee: 'M. Lass, <i>Bringing Massive Parallelism and Hardware Acceleration to Linear
    Scaling Density Functional Theory Through Targeted Approximations</i>. Paderborn:
    Universität Paderborn, 2022.'
  mla: Lass, Michael. <i>Bringing Massive Parallelism and Hardware Acceleration to
    Linear Scaling Density Functional Theory Through Targeted Approximations</i>.
    Universität Paderborn, 2022, doi:<a href="https://doi.org/10.17619/UNIPB/1-1281">10.17619/UNIPB/1-1281</a>.
  short: M. Lass, Bringing Massive Parallelism and Hardware Acceleration to Linear
    Scaling Density Functional Theory Through Targeted Approximations, Universität
    Paderborn, Paderborn, 2022.
date_created: 2022-07-25T18:13:51Z
date_updated: 2022-07-25T18:14:23Z
department:
- _id: '27'
- _id: '518'
doi: 10.17619/UNIPB/1-1281
language:
- iso: eng
place: Paderborn
publisher: Universität Paderborn
status: public
supervisor:
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
title: Bringing Massive Parallelism and Hardware Acceleration to Linear Scaling Density
  Functional Theory Through Targeted Approximations
type: dissertation
user_id: '24135'
year: '2022'
...
---
_id: '33493'
abstract:
- lang: eng
  text: "Electronic structure calculations have been instrumental in providing many\r\nimportant
    insights into a range of physical and chemical properties of various\r\nmolecular
    and solid-state systems. Their importance to various fields,\r\nincluding materials
    science, chemical sciences, computational chemistry and\r\ndevice physics, is
    underscored by the large fraction of available public\r\nsupercomputing resources
    devoted to these calculations. As we enter the\r\nexascale era, exciting new opportunities
    to increase simulation numbers, sizes,\r\nand accuracies present themselves. In
    order to realize these promises, the\r\ncommunity of electronic structure software
    developers will however first have\r\nto tackle a number of challenges pertaining
    to the efficient use of new\r\narchitectures that will rely heavily on massive
    parallelism and hardware\r\naccelerators. This roadmap provides a broad overview
    of the state-of-the-art in\r\nelectronic structure calculations and of the various
    new directions being\r\npursued by the community. It covers 14 electronic structure
    codes, presenting\r\ntheir current status, their development priorities over the
    next five years,\r\nand their plans towards tackling the challenges and leveraging
    the\r\nopportunities presented by the advent of exascale computing."
author:
- first_name: Vikram
  full_name: Gavini, Vikram
  last_name: Gavini
- first_name: Stefano
  full_name: Baroni, Stefano
  last_name: Baroni
- first_name: Volker
  full_name: Blum, Volker
  last_name: Blum
- first_name: David R.
  full_name: Bowler, David R.
  last_name: Bowler
- first_name: Alexander
  full_name: Buccheri, Alexander
  last_name: Buccheri
- first_name: James R.
  full_name: Chelikowsky, James R.
  last_name: Chelikowsky
- first_name: Sambit
  full_name: Das, Sambit
  last_name: Das
- first_name: William
  full_name: Dawson, William
  last_name: Dawson
- first_name: Pietro
  full_name: Delugas, Pietro
  last_name: Delugas
- first_name: Mehmet
  full_name: Dogan, Mehmet
  last_name: Dogan
- first_name: Claudia
  full_name: Draxl, Claudia
  last_name: Draxl
- first_name: Giulia
  full_name: Galli, Giulia
  last_name: Galli
- first_name: Luigi
  full_name: Genovese, Luigi
  last_name: Genovese
- first_name: Paolo
  full_name: Giannozzi, Paolo
  last_name: Giannozzi
- first_name: Matteo
  full_name: Giantomassi, Matteo
  last_name: Giantomassi
- first_name: Xavier
  full_name: Gonze, Xavier
  last_name: Gonze
- first_name: Marco
  full_name: Govoni, Marco
  last_name: Govoni
- first_name: Andris
  full_name: Gulans, Andris
  last_name: Gulans
- first_name: François
  full_name: Gygi, François
  last_name: Gygi
- first_name: John M.
  full_name: Herbert, John M.
  last_name: Herbert
- first_name: Sebastian
  full_name: Kokott, Sebastian
  last_name: Kokott
- first_name: Thomas
  full_name: Kühne, Thomas
  id: '49079'
  last_name: Kühne
- first_name: Kai-Hsin
  full_name: Liou, Kai-Hsin
  last_name: Liou
- first_name: Tsuyoshi
  full_name: Miyazaki, Tsuyoshi
  last_name: Miyazaki
- first_name: Phani
  full_name: Motamarri, Phani
  last_name: Motamarri
- first_name: Ayako
  full_name: Nakata, Ayako
  last_name: Nakata
- first_name: John E.
  full_name: Pask, John E.
  last_name: Pask
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
- first_name: Laura E.
  full_name: Ratcliff, Laura E.
  last_name: Ratcliff
- first_name: Ryan M.
  full_name: Richard, Ryan M.
  last_name: Richard
- first_name: Mariana
  full_name: Rossi, Mariana
  last_name: Rossi
- first_name: Robert
  full_name: Schade, Robert
  id: '75963'
  last_name: Schade
  orcid: 0000-0002-6268-539
- first_name: Matthias
  full_name: Scheffler, Matthias
  last_name: Scheffler
- first_name: Ole
  full_name: Schütt, Ole
  last_name: Schütt
- first_name: Phanish
  full_name: Suryanarayana, Phanish
  last_name: Suryanarayana
- first_name: Marc
  full_name: Torrent, Marc
  last_name: Torrent
- first_name: Lionel
  full_name: Truflandier, Lionel
  last_name: Truflandier
- first_name: Theresa L.
  full_name: Windus, Theresa L.
  last_name: Windus
- first_name: Qimen
  full_name: Xu, Qimen
  last_name: Xu
- first_name: Victor W. -Z.
  full_name: Yu, Victor W. -Z.
  last_name: Yu
- first_name: Danny
  full_name: Perez, Danny
  last_name: Perez
citation:
  ama: Gavini V, Baroni S, Blum V, et al. Roadmap on Electronic Structure Codes in
    the Exascale Era. <i>arXiv:220912747</i>. Published online 2022.
  apa: Gavini, V., Baroni, S., Blum, V., Bowler, D. R., Buccheri, A., Chelikowsky,
    J. R., Das, S., Dawson, W., Delugas, P., Dogan, M., Draxl, C., Galli, G., Genovese,
    L., Giannozzi, P., Giantomassi, M., Gonze, X., Govoni, M., Gulans, A., Gygi, F.,
    … Perez, D. (2022). Roadmap on Electronic Structure Codes in the Exascale Era.
    In <i>arXiv:2209.12747</i>.
  bibtex: '@article{Gavini_Baroni_Blum_Bowler_Buccheri_Chelikowsky_Das_Dawson_Delugas_Dogan_et
    al._2022, title={Roadmap on Electronic Structure Codes in the Exascale Era}, journal={arXiv:2209.12747},
    author={Gavini, Vikram and Baroni, Stefano and Blum, Volker and Bowler, David
    R. and Buccheri, Alexander and Chelikowsky, James R. and Das, Sambit and Dawson,
    William and Delugas, Pietro and Dogan, Mehmet and et al.}, year={2022} }'
  chicago: Gavini, Vikram, Stefano Baroni, Volker Blum, David R. Bowler, Alexander
    Buccheri, James R. Chelikowsky, Sambit Das, et al. “Roadmap on Electronic Structure
    Codes in the Exascale Era.” <i>ArXiv:2209.12747</i>, 2022.
  ieee: V. Gavini <i>et al.</i>, “Roadmap on Electronic Structure Codes in the Exascale
    Era,” <i>arXiv:2209.12747</i>. 2022.
  mla: Gavini, Vikram, et al. “Roadmap on Electronic Structure Codes in the Exascale
    Era.” <i>ArXiv:2209.12747</i>, 2022.
  short: V. Gavini, S. Baroni, V. Blum, D.R. Bowler, A. Buccheri, J.R. Chelikowsky,
    S. Das, W. Dawson, P. Delugas, M. Dogan, C. Draxl, G. Galli, L. Genovese, P. Giannozzi,
    M. Giantomassi, X. Gonze, M. Govoni, A. Gulans, F. Gygi, J.M. Herbert, S. Kokott,
    T. Kühne, K.-H. Liou, T. Miyazaki, P. Motamarri, A. Nakata, J.E. Pask, C. Plessl,
    L.E. Ratcliff, R.M. Richard, M. Rossi, R. Schade, M. Scheffler, O. Schütt, P.
    Suryanarayana, M. Torrent, L. Truflandier, T.L. Windus, Q. Xu, V.W.-Z. Yu, D.
    Perez, ArXiv:2209.12747 (2022).
date_created: 2022-09-28T05:25:10Z
date_updated: 2023-07-28T08:03:41Z
department:
- _id: '27'
- _id: '518'
external_id:
  arxiv:
  - '2209.12747'
language:
- iso: eng
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: arXiv:2209.12747
status: public
title: Roadmap on Electronic Structure Codes in the Exascale Era
type: preprint
user_id: '24135'
year: '2022'
...
---
_id: '46193'
author:
- first_name: Martin
  full_name: Karp, Martin
  last_name: Karp
- first_name: Artur
  full_name: Podobas, Artur
  last_name: Podobas
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Niclas
  full_name: Jansson, Niclas
  last_name: Jansson
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
- first_name: Philipp
  full_name: Schlatter, Philipp
  last_name: Schlatter
- first_name: Stefano
  full_name: Markidis, Stefano
  last_name: Markidis
citation:
  ama: 'Karp M, Podobas A, Kenter T, et al. A High-Fidelity Flow Solver for Unstructured
    Meshes on Field-Programmable Gate Arrays: Design, Evaluation, and Future Challenges.
    In: <i>International Conference on High Performance Computing in Asia-Pacific
    Region</i>. ACM; 2022. doi:<a href="https://doi.org/10.1145/3492805.3492808">10.1145/3492805.3492808</a>'
  apa: 'Karp, M., Podobas, A., Kenter, T., Jansson, N., Plessl, C., Schlatter, P.,
    &#38; Markidis, S. (2022). A High-Fidelity Flow Solver for Unstructured Meshes
    on Field-Programmable Gate Arrays: Design, Evaluation, and Future Challenges.
    <i>International Conference on High Performance Computing in Asia-Pacific Region</i>.
    <a href="https://doi.org/10.1145/3492805.3492808">https://doi.org/10.1145/3492805.3492808</a>'
  bibtex: '@inproceedings{Karp_Podobas_Kenter_Jansson_Plessl_Schlatter_Markidis_2022,
    title={A High-Fidelity Flow Solver for Unstructured Meshes on Field-Programmable
    Gate Arrays: Design, Evaluation, and Future Challenges}, DOI={<a href="https://doi.org/10.1145/3492805.3492808">10.1145/3492805.3492808</a>},
    booktitle={International Conference on High Performance Computing in Asia-Pacific
    Region}, publisher={ACM}, author={Karp, Martin and Podobas, Artur and Kenter,
    Tobias and Jansson, Niclas and Plessl, Christian and Schlatter, Philipp and Markidis,
    Stefano}, year={2022} }'
  chicago: 'Karp, Martin, Artur Podobas, Tobias Kenter, Niclas Jansson, Christian
    Plessl, Philipp Schlatter, and Stefano Markidis. “A High-Fidelity Flow Solver
    for Unstructured Meshes on Field-Programmable Gate Arrays: Design, Evaluation,
    and Future Challenges.” In <i>International Conference on High Performance Computing
    in Asia-Pacific Region</i>. ACM, 2022. <a href="https://doi.org/10.1145/3492805.3492808">https://doi.org/10.1145/3492805.3492808</a>.'
  ieee: 'M. Karp <i>et al.</i>, “A High-Fidelity Flow Solver for Unstructured Meshes
    on Field-Programmable Gate Arrays: Design, Evaluation, and Future Challenges,”
    2022, doi: <a href="https://doi.org/10.1145/3492805.3492808">10.1145/3492805.3492808</a>.'
  mla: 'Karp, Martin, et al. “A High-Fidelity Flow Solver for Unstructured Meshes
    on Field-Programmable Gate Arrays: Design, Evaluation, and Future Challenges.”
    <i>International Conference on High Performance Computing in Asia-Pacific Region</i>,
    ACM, 2022, doi:<a href="https://doi.org/10.1145/3492805.3492808">10.1145/3492805.3492808</a>.'
  short: 'M. Karp, A. Podobas, T. Kenter, N. Jansson, C. Plessl, P. Schlatter, S.
    Markidis, in: International Conference on High Performance Computing in Asia-Pacific
    Region, ACM, 2022.'
date_created: 2023-07-28T11:51:55Z
date_updated: 2023-07-28T11:53:15Z
department:
- _id: '27'
- _id: '518'
doi: 10.1145/3492805.3492808
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://dl.acm.org/doi/pdf/10.1145/3492805.3492808
oa: '1'
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: International Conference on High Performance Computing in Asia-Pacific
  Region
publication_status: published
publisher: ACM
quality_controlled: '1'
status: public
title: 'A High-Fidelity Flow Solver for Unstructured Meshes on Field-Programmable
  Gate Arrays: Design, Evaluation, and Future Challenges'
type: conference
user_id: '3145'
year: '2022'
...
---
_id: '32404'
abstract:
- lang: eng
  text: "The CP2K program package, which can be considered as the swiss army knife
    of\r\natomistic simulations, is presented with a special emphasis on ab-initio\r\nmolecular
    dynamics using the second-generation Car-Parrinello method. After\r\noutlining
    current and near-term development efforts with regards to massively\r\nparallel
    low-scaling post-Hartree-Fock and eigenvalue solvers, novel approaches\r\non how
    we plan to take full advantage of future low-precision hardware\r\narchitectures
    are introduced. Our focus here is on combining our submatrix\r\nmethod with the
    approximate computing paradigm to address the immanent exascale\r\nera."
author:
- 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
- first_name: Robert
  full_name: Schade, Robert
  id: '75963'
  last_name: Schade
  orcid: 0000-0002-6268-539
- first_name: Ole
  full_name: Schütt, Ole
  last_name: Schütt
citation:
  ama: Kühne T, Plessl C, Schade R, Schütt O. CP2K on the road to exascale. <i>arXiv:220514741</i>.
    Published online 2022.
  apa: Kühne, T., Plessl, C., Schade, R., &#38; Schütt, O. (2022). CP2K on the road
    to exascale. In <i>arXiv:2205.14741</i>.
  bibtex: '@article{Kühne_Plessl_Schade_Schütt_2022, title={CP2K on the road to exascale},
    journal={arXiv:2205.14741}, author={Kühne, Thomas and Plessl, Christian and Schade,
    Robert and Schütt, Ole}, year={2022} }'
  chicago: Kühne, Thomas, Christian Plessl, Robert Schade, and Ole Schütt. “CP2K on
    the Road to Exascale.” <i>ArXiv:2205.14741</i>, 2022.
  ieee: T. Kühne, C. Plessl, R. Schade, and O. Schütt, “CP2K on the road to exascale,”
    <i>arXiv:2205.14741</i>. 2022.
  mla: Kühne, Thomas, et al. “CP2K on the Road to Exascale.” <i>ArXiv:2205.14741</i>,
    2022.
  short: T. Kühne, C. Plessl, R. Schade, O. Schütt, ArXiv:2205.14741 (2022).
date_created: 2022-07-22T08:14:08Z
date_updated: 2023-08-02T14:55:35Z
department:
- _id: '27'
- _id: '518'
- _id: '304'
external_id:
  arxiv:
  - '2205.14741'
language:
- iso: eng
main_file_link:
- url: https://arxiv.org/abs/2205.14741
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: arXiv:2205.14741
status: public
title: CP2K on the road to exascale
type: preprint
user_id: '75963'
year: '2022'
...
---
_id: '33226'
abstract:
- lang: eng
  text: A parallel hybrid quantum-classical algorithm for the solution of the quantum-chemical
    ground-state energy problem on gate-based quantum computers is presented. This
    approach is based on the reduced density-matrix functional theory (RDMFT) formulation
    of the electronic structure problem. For that purpose, the density-matrix functional
    of the full system is decomposed into an indirectly coupled sum of density-matrix
    functionals for all its subsystems using the adaptive cluster approximation to
    RDMFT. The approximations involved in the decomposition and the adaptive cluster
    approximation itself can be systematically converged to the exact result. The
    solutions for the density-matrix functionals of the effective subsystems involves
    a constrained minimization over many-particle states that are approximated by
    parametrized trial states on the quantum computer similarly to the variational
    quantum eigensolver. The independence of the density-matrix functionals of the
    effective subsystems introduces a new level of parallelization and allows for
    the computational treatment of much larger molecules on a quantum computer with
    a given qubit count. In addition, for the proposed algorithm techniques are presented
    to reduce the qubit count, the number of quantum programs, as well as its depth.
    The evaluation of a density-matrix functional as the essential part of our approach
    is demonstrated for Hubbard-like systems on IBM quantum computers based on superconducting
    transmon qubits.
article_type: original
author:
- first_name: Robert
  full_name: Schade, Robert
  id: '75963'
  last_name: Schade
  orcid: 0000-0002-6268-539
- first_name: Carsten
  full_name: Bauer, Carsten
  id: '90082'
  last_name: Bauer
- first_name: Konstantin
  full_name: Tamoev, Konstantin
  id: '50177'
  last_name: Tamoev
- first_name: Lukas
  full_name: Mazur, Lukas
  id: '90492'
  last_name: Mazur
  orcid: ' 0000-0001-6304-7082'
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
- first_name: Thomas
  full_name: Kühne, Thomas
  id: '49079'
  last_name: Kühne
citation:
  ama: Schade R, Bauer C, Tamoev K, Mazur L, Plessl C, Kühne T. Parallel quantum chemistry
    on noisy intermediate-scale quantum computers. <i>Phys Rev Research</i>. 2022;4:033160.
    doi:<a href="https://doi.org/10.1103/PhysRevResearch.4.033160">10.1103/PhysRevResearch.4.033160</a>
  apa: Schade, R., Bauer, C., Tamoev, K., Mazur, L., Plessl, C., &#38; Kühne, T. (2022).
    Parallel quantum chemistry on noisy intermediate-scale quantum computers. <i>Phys.
    Rev. Research</i>, <i>4</i>, 033160. <a href="https://doi.org/10.1103/PhysRevResearch.4.033160">https://doi.org/10.1103/PhysRevResearch.4.033160</a>
  bibtex: '@article{Schade_Bauer_Tamoev_Mazur_Plessl_Kühne_2022, title={Parallel quantum
    chemistry on noisy intermediate-scale quantum computers}, volume={4}, DOI={<a
    href="https://doi.org/10.1103/PhysRevResearch.4.033160">10.1103/PhysRevResearch.4.033160</a>},
    journal={Phys. Rev. Research}, publisher={American Physical Society}, author={Schade,
    Robert and Bauer, Carsten and Tamoev, Konstantin and Mazur, Lukas and Plessl,
    Christian and Kühne, Thomas}, year={2022}, pages={033160} }'
  chicago: 'Schade, Robert, Carsten Bauer, Konstantin Tamoev, Lukas Mazur, Christian
    Plessl, and Thomas Kühne. “Parallel Quantum Chemistry on Noisy Intermediate-Scale
    Quantum Computers.” <i>Phys. Rev. Research</i> 4 (2022): 033160. <a href="https://doi.org/10.1103/PhysRevResearch.4.033160">https://doi.org/10.1103/PhysRevResearch.4.033160</a>.'
  ieee: 'R. Schade, C. Bauer, K. Tamoev, L. Mazur, C. Plessl, and T. Kühne, “Parallel
    quantum chemistry on noisy intermediate-scale quantum computers,” <i>Phys. Rev.
    Research</i>, vol. 4, p. 033160, 2022, doi: <a href="https://doi.org/10.1103/PhysRevResearch.4.033160">10.1103/PhysRevResearch.4.033160</a>.'
  mla: Schade, Robert, et al. “Parallel Quantum Chemistry on Noisy Intermediate-Scale
    Quantum Computers.” <i>Phys. Rev. Research</i>, vol. 4, American Physical Society,
    2022, p. 033160, doi:<a href="https://doi.org/10.1103/PhysRevResearch.4.033160">10.1103/PhysRevResearch.4.033160</a>.
  short: R. Schade, C. Bauer, K. Tamoev, L. Mazur, C. Plessl, T. Kühne, Phys. Rev.
    Research 4 (2022) 033160.
date_created: 2022-08-29T14:07:01Z
date_updated: 2023-08-02T15:04:22Z
department:
- _id: '27'
- _id: '518'
doi: 10.1103/PhysRevResearch.4.033160
intvolume: '         4'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://journals.aps.org/prresearch/abstract/10.1103/PhysRevResearch.4.033160
oa: '1'
page: '033160'
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: Phys. Rev. Research
publication_status: published
publisher: American Physical Society
quality_controlled: '1'
status: public
title: Parallel quantum chemistry on noisy intermediate-scale quantum computers
type: journal_article
user_id: '75963'
volume: 4
year: '2022'
...
---
_id: '33684'
article_number: '102920'
author:
- first_name: Robert
  full_name: Schade, Robert
  id: '75963'
  last_name: Schade
  orcid: 0000-0002-6268-539
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Hossam
  full_name: Elgabarty, Hossam
  id: '60250'
  last_name: Elgabarty
  orcid: 0000-0002-4945-1481
- first_name: Michael
  full_name: Lass, Michael
  id: '24135'
  last_name: Lass
  orcid: 0000-0002-5708-7632
- first_name: Ole
  full_name: Schütt, Ole
  last_name: Schütt
- first_name: Alfio
  full_name: Lazzaro, Alfio
  last_name: Lazzaro
- first_name: Hans
  full_name: Pabst, Hans
  last_name: Pabst
- first_name: Stephan
  full_name: Mohr, Stephan
  last_name: Mohr
- first_name: Jürg
  full_name: Hutter, Jürg
  last_name: Hutter
- 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: Schade R, Kenter T, Elgabarty H, et al. Towards electronic structure-based
    ab-initio molecular dynamics simulations with hundreds of millions of atoms. <i>Parallel
    Computing</i>. 2022;111. doi:<a href="https://doi.org/10.1016/j.parco.2022.102920">10.1016/j.parco.2022.102920</a>
  apa: Schade, R., Kenter, T., Elgabarty, H., Lass, M., Schütt, O., Lazzaro, A., Pabst,
    H., Mohr, S., Hutter, J., Kühne, T., &#38; Plessl, C. (2022). Towards electronic
    structure-based ab-initio molecular dynamics simulations with hundreds of millions
    of atoms. <i>Parallel Computing</i>, <i>111</i>, Article 102920. <a href="https://doi.org/10.1016/j.parco.2022.102920">https://doi.org/10.1016/j.parco.2022.102920</a>
  bibtex: '@article{Schade_Kenter_Elgabarty_Lass_Schütt_Lazzaro_Pabst_Mohr_Hutter_Kühne_et
    al._2022, title={Towards electronic structure-based ab-initio molecular dynamics
    simulations with hundreds of millions of atoms}, volume={111}, DOI={<a href="https://doi.org/10.1016/j.parco.2022.102920">10.1016/j.parco.2022.102920</a>},
    number={102920}, journal={Parallel Computing}, publisher={Elsevier BV}, author={Schade,
    Robert and Kenter, Tobias and Elgabarty, Hossam and Lass, Michael and Schütt,
    Ole and Lazzaro, Alfio and Pabst, Hans and Mohr, Stephan and Hutter, Jürg and
    Kühne, Thomas and et al.}, year={2022} }'
  chicago: Schade, Robert, Tobias Kenter, Hossam Elgabarty, Michael Lass, Ole Schütt,
    Alfio Lazzaro, Hans Pabst, et al. “Towards Electronic Structure-Based Ab-Initio
    Molecular Dynamics Simulations with Hundreds of Millions of Atoms.” <i>Parallel
    Computing</i> 111 (2022). <a href="https://doi.org/10.1016/j.parco.2022.102920">https://doi.org/10.1016/j.parco.2022.102920</a>.
  ieee: 'R. Schade <i>et al.</i>, “Towards electronic structure-based ab-initio molecular
    dynamics simulations with hundreds of millions of atoms,” <i>Parallel Computing</i>,
    vol. 111, Art. no. 102920, 2022, doi: <a href="https://doi.org/10.1016/j.parco.2022.102920">10.1016/j.parco.2022.102920</a>.'
  mla: Schade, Robert, et al. “Towards Electronic Structure-Based Ab-Initio Molecular
    Dynamics Simulations with Hundreds of Millions of Atoms.” <i>Parallel Computing</i>,
    vol. 111, 102920, Elsevier BV, 2022, doi:<a href="https://doi.org/10.1016/j.parco.2022.102920">10.1016/j.parco.2022.102920</a>.
  short: R. Schade, T. Kenter, H. Elgabarty, M. Lass, O. Schütt, A. Lazzaro, H. Pabst,
    S. Mohr, J. Hutter, T. Kühne, C. Plessl, Parallel Computing 111 (2022).
date_created: 2022-10-11T08:17:02Z
date_updated: 2023-08-02T15:03:55Z
department:
- _id: '613'
- _id: '27'
- _id: '518'
doi: 10.1016/j.parco.2022.102920
intvolume: '       111'
keyword:
- Artificial Intelligence
- Computer Graphics and Computer-Aided Design
- Computer Networks and Communications
- Hardware and Architecture
- Theoretical Computer Science
- Software
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.sciencedirect.com/science/article/pii/S0167819122000242
oa: '1'
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: Parallel Computing
publication_identifier:
  issn:
  - 0167-8191
publication_status: published
publisher: Elsevier BV
quality_controlled: '1'
status: public
title: Towards electronic structure-based ab-initio molecular dynamics simulations
  with hundreds of millions of atoms
type: journal_article
user_id: '75963'
volume: 111
year: '2022'
...
---
_id: '27364'
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. In-depth FPGA Accelerator Performance Evaluation
    with Single Node Benchmarks from the HPC Challenge Benchmark Suite for Intel and
    Xilinx FPGAs using OpenCL. <i>Journal of Parallel and Distributed Computing</i>.
    Published online 2022. doi:<a href="https://doi.org/10.1016/j.jpdc.2021.10.007">10.1016/j.jpdc.2021.10.007</a>
  apa: Meyer, M., Kenter, T., &#38; Plessl, C. (2022). In-depth FPGA Accelerator Performance
    Evaluation with Single Node Benchmarks from the HPC Challenge Benchmark Suite
    for Intel and Xilinx FPGAs using OpenCL. <i>Journal of Parallel and Distributed
    Computing</i>. <a href="https://doi.org/10.1016/j.jpdc.2021.10.007">https://doi.org/10.1016/j.jpdc.2021.10.007</a>
  bibtex: '@article{Meyer_Kenter_Plessl_2022, title={In-depth FPGA Accelerator Performance
    Evaluation with Single Node Benchmarks from the HPC Challenge Benchmark Suite
    for Intel and Xilinx FPGAs using OpenCL}, DOI={<a href="https://doi.org/10.1016/j.jpdc.2021.10.007">10.1016/j.jpdc.2021.10.007</a>},
    journal={Journal of Parallel and Distributed Computing}, author={Meyer, Marius
    and Kenter, Tobias and Plessl, Christian}, year={2022} }'
  chicago: Meyer, Marius, Tobias Kenter, and Christian Plessl. “In-Depth FPGA Accelerator
    Performance Evaluation with Single Node Benchmarks from the HPC Challenge Benchmark
    Suite for Intel and Xilinx FPGAs Using OpenCL.” <i>Journal of Parallel and Distributed
    Computing</i>, 2022. <a href="https://doi.org/10.1016/j.jpdc.2021.10.007">https://doi.org/10.1016/j.jpdc.2021.10.007</a>.
  ieee: 'M. Meyer, T. Kenter, and C. Plessl, “In-depth FPGA Accelerator Performance
    Evaluation with Single Node Benchmarks from the HPC Challenge Benchmark Suite
    for Intel and Xilinx FPGAs using OpenCL,” <i>Journal of Parallel and Distributed
    Computing</i>, 2022, doi: <a href="https://doi.org/10.1016/j.jpdc.2021.10.007">10.1016/j.jpdc.2021.10.007</a>.'
  mla: Meyer, Marius, et al. “In-Depth FPGA Accelerator Performance Evaluation with
    Single Node Benchmarks from the HPC Challenge Benchmark Suite for Intel and Xilinx
    FPGAs Using OpenCL.” <i>Journal of Parallel and Distributed Computing</i>, 2022,
    doi:<a href="https://doi.org/10.1016/j.jpdc.2021.10.007">10.1016/j.jpdc.2021.10.007</a>.
  short: M. Meyer, T. Kenter, C. Plessl, Journal of Parallel and Distributed Computing
    (2022).
date_created: 2021-11-10T14:36:27Z
date_updated: 2023-09-26T10:26:56Z
department:
- _id: '27'
- _id: '518'
doi: 10.1016/j.jpdc.2021.10.007
language:
- iso: eng
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication: Journal of Parallel and Distributed Computing
publication_identifier:
  issn:
  - 0743-7315
publication_status: published
quality_controlled: '1'
status: public
title: In-depth FPGA Accelerator Performance Evaluation with Single Node Benchmarks
  from the HPC Challenge Benchmark Suite for Intel and Xilinx FPGAs using OpenCL
type: journal_article
user_id: '15278'
year: '2022'
...
---
_id: '28099'
abstract:
- lang: eng
  text: N-body methods are one of the essential algorithmic building blocks of high-performance
    and parallel computing. Previous research has shown promising performance for
    implementing n-body simulations with pairwise force calculations on FPGAs. However,
    to avoid challenges with accumulation and memory access patterns, the presented
    designs calculate each pair of forces twice, along with both force sums of the
    involved particles. Also, they require large problem instances with hundreds of
    thousands of particles to reach their respective peak performance, limiting the
    applicability for strong scaling scenarios. This work addresses both issues by
    presenting a novel FPGA design that uses each calculated force twice and overlaps
    data transfers and computations in a way that allows to reach peak performance
    even for small problem instances, outperforming previous single precision results
    even in double precision, and scaling linearly over multiple interconnected FPGAs.
    For a comparison across architectures, we provide an equally optimized CPU reference,
    which for large problems actually achieves higher peak performance per device,
    however, given the strong scaling advantages of the FPGA design, in parallel setups
    with few thousand particles per device, the FPGA platform achieves highest performance
    and power efficiency.
article_type: original
author:
- first_name: Johannes
  full_name: Menzel, Johannes
  last_name: Menzel
- 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: Menzel J, Plessl C, Kenter T. The Strong Scaling Advantage of FPGAs in HPC
    for N-body Simulations. <i>ACM Transactions on Reconfigurable Technology and Systems</i>.
    2021;15(1):1-30. doi:<a href="https://doi.org/10.1145/3491235">10.1145/3491235</a>
  apa: Menzel, J., Plessl, C., &#38; Kenter, T. (2021). The Strong Scaling Advantage
    of FPGAs in HPC for N-body Simulations. <i>ACM Transactions on Reconfigurable
    Technology and Systems</i>, <i>15</i>(1), 1–30. <a href="https://doi.org/10.1145/3491235">https://doi.org/10.1145/3491235</a>
  bibtex: '@article{Menzel_Plessl_Kenter_2021, title={The Strong Scaling Advantage
    of FPGAs in HPC for N-body Simulations}, volume={15}, DOI={<a href="https://doi.org/10.1145/3491235">10.1145/3491235</a>},
    number={1}, journal={ACM Transactions on Reconfigurable Technology and Systems},
    author={Menzel, Johannes and Plessl, Christian and Kenter, Tobias}, year={2021},
    pages={1–30} }'
  chicago: 'Menzel, Johannes, Christian Plessl, and Tobias Kenter. “The Strong Scaling
    Advantage of FPGAs in HPC for N-Body Simulations.” <i>ACM Transactions on Reconfigurable
    Technology and Systems</i> 15, no. 1 (2021): 1–30. <a href="https://doi.org/10.1145/3491235">https://doi.org/10.1145/3491235</a>.'
  ieee: 'J. Menzel, C. Plessl, and T. Kenter, “The Strong Scaling Advantage of FPGAs
    in HPC for N-body Simulations,” <i>ACM Transactions on Reconfigurable Technology
    and Systems</i>, vol. 15, no. 1, pp. 1–30, 2021, doi: <a href="https://doi.org/10.1145/3491235">10.1145/3491235</a>.'
  mla: Menzel, Johannes, et al. “The Strong Scaling Advantage of FPGAs in HPC for
    N-Body Simulations.” <i>ACM Transactions on Reconfigurable Technology and Systems</i>,
    vol. 15, no. 1, 2021, pp. 1–30, doi:<a href="https://doi.org/10.1145/3491235">10.1145/3491235</a>.
  short: J. Menzel, C. Plessl, T. Kenter, ACM Transactions on Reconfigurable Technology
    and Systems 15 (2021) 1–30.
date_created: 2021-11-30T10:00:31Z
date_updated: 2022-01-06T06:57:51Z
department:
- _id: '27'
- _id: '518'
doi: 10.1145/3491235
intvolume: '        15'
issue: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://dl.acm.org/doi/10.1145/3491235
oa: '1'
page: 1-30
publication: ACM Transactions on Reconfigurable Technology and Systems
publication_identifier:
  issn:
  - 1936-7406
  - 1936-7414
publication_status: published
quality_controlled: '1'
status: public
title: The Strong Scaling Advantage of FPGAs in HPC for N-body Simulations
type: journal_article
user_id: '3145'
volume: 15
year: '2021'
...
---
_id: '29937'
author:
- first_name: Martin
  full_name: Karp, Martin
  last_name: Karp
- first_name: Artur
  full_name: Podobas, Artur
  last_name: Podobas
- first_name: Niclas
  full_name: Jansson, Niclas
  last_name: Jansson
- 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: Philipp
  full_name: Schlatter, Philipp
  last_name: Schlatter
- first_name: Stefano
  full_name: Markidis, Stefano
  last_name: Markidis
citation:
  ama: 'Karp M, Podobas A, Jansson N, et al. High-Performance Spectral Element Methods
    on Field-Programmable Gate Arrays : Implementation, Evaluation, and Future Projection.
    In: <i>2021 IEEE International Parallel and Distributed Processing Symposium (IPDPS)</i>.
    IEEE; 2021. doi:<a href="https://doi.org/10.1109/ipdps49936.2021.00116">10.1109/ipdps49936.2021.00116</a>'
  apa: 'Karp, M., Podobas, A., Jansson, N., Kenter, T., Plessl, C., Schlatter, P.,
    &#38; Markidis, S. (2021). High-Performance Spectral Element Methods on Field-Programmable
    Gate Arrays : Implementation, Evaluation, and Future Projection. <i>2021 IEEE
    International Parallel and Distributed Processing Symposium (IPDPS)</i>. <a href="https://doi.org/10.1109/ipdps49936.2021.00116">https://doi.org/10.1109/ipdps49936.2021.00116</a>'
  bibtex: '@inproceedings{Karp_Podobas_Jansson_Kenter_Plessl_Schlatter_Markidis_2021,
    title={High-Performance Spectral Element Methods on Field-Programmable Gate Arrays :
    Implementation, Evaluation, and Future Projection}, DOI={<a href="https://doi.org/10.1109/ipdps49936.2021.00116">10.1109/ipdps49936.2021.00116</a>},
    booktitle={2021 IEEE International Parallel and Distributed Processing Symposium
    (IPDPS)}, publisher={IEEE}, author={Karp, Martin and Podobas, Artur and Jansson,
    Niclas and Kenter, Tobias and Plessl, Christian and Schlatter, Philipp and Markidis,
    Stefano}, year={2021} }'
  chicago: 'Karp, Martin, Artur Podobas, Niclas Jansson, Tobias Kenter, Christian
    Plessl, Philipp Schlatter, and Stefano Markidis. “High-Performance Spectral Element
    Methods on Field-Programmable Gate Arrays : Implementation, Evaluation, and Future
    Projection.” In <i>2021 IEEE International Parallel and Distributed Processing
    Symposium (IPDPS)</i>. IEEE, 2021. <a href="https://doi.org/10.1109/ipdps49936.2021.00116">https://doi.org/10.1109/ipdps49936.2021.00116</a>.'
  ieee: 'M. Karp <i>et al.</i>, “High-Performance Spectral Element Methods on Field-Programmable
    Gate Arrays : Implementation, Evaluation, and Future Projection,” 2021, doi: <a
    href="https://doi.org/10.1109/ipdps49936.2021.00116">10.1109/ipdps49936.2021.00116</a>.'
  mla: 'Karp, Martin, et al. “High-Performance Spectral Element Methods on Field-Programmable
    Gate Arrays : Implementation, Evaluation, and Future Projection.” <i>2021 IEEE
    International Parallel and Distributed Processing Symposium (IPDPS)</i>, IEEE,
    2021, doi:<a href="https://doi.org/10.1109/ipdps49936.2021.00116">10.1109/ipdps49936.2021.00116</a>.'
  short: 'M. Karp, A. Podobas, N. Jansson, T. Kenter, C. Plessl, P. Schlatter, S.
    Markidis, in: 2021 IEEE International Parallel and Distributed Processing Symposium
    (IPDPS), IEEE, 2021.'
date_created: 2022-02-21T14:26:37Z
date_updated: 2024-01-22T09:59:13Z
department:
- _id: '27'
- _id: '518'
doi: 10.1109/ipdps49936.2021.00116
language:
- iso: eng
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: 2021 IEEE International Parallel and Distributed Processing Symposium
  (IPDPS)
publication_status: published
publisher: IEEE
quality_controlled: '1'
status: public
title: 'High-Performance Spectral Element Methods on Field-Programmable Gate Arrays
  : Implementation, Evaluation, and Future Projection'
type: conference
user_id: '3145'
year: '2021'
...
---
_id: '46194'
author:
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Adesh
  full_name: Shambhu, Adesh
  last_name: Shambhu
- first_name: Sara
  full_name: Faghih-Naini, Sara
  last_name: Faghih-Naini
- first_name: Vadym
  full_name: Aizinger, Vadym
  last_name: Aizinger
citation:
  ama: 'Kenter T, Shambhu A, Faghih-Naini S, Aizinger V. Algorithm-hardware co-design
    of a discontinuous Galerkin shallow-water model for a dataflow architecture on
    FPGA. In: <i>Proceedings of the Platform for Advanced Scientific Computing Conference
    (PASC)</i>. ACM; 2021. doi:<a href="https://doi.org/10.1145/3468267.3470617">10.1145/3468267.3470617</a>'
  apa: Kenter, T., Shambhu, A., Faghih-Naini, S., &#38; Aizinger, V. (2021). Algorithm-hardware
    co-design of a discontinuous Galerkin shallow-water model for a dataflow architecture
    on FPGA. <i>Proceedings of the Platform for Advanced Scientific Computing Conference
    (PASC)</i>. <a href="https://doi.org/10.1145/3468267.3470617">https://doi.org/10.1145/3468267.3470617</a>
  bibtex: '@inproceedings{Kenter_Shambhu_Faghih-Naini_Aizinger_2021, title={Algorithm-hardware
    co-design of a discontinuous Galerkin shallow-water model for a dataflow architecture
    on FPGA}, DOI={<a href="https://doi.org/10.1145/3468267.3470617">10.1145/3468267.3470617</a>},
    booktitle={Proceedings of the Platform for Advanced Scientific Computing Conference
    (PASC)}, publisher={ACM}, author={Kenter, Tobias and Shambhu, Adesh and Faghih-Naini,
    Sara and Aizinger, Vadym}, year={2021} }'
  chicago: Kenter, Tobias, Adesh Shambhu, Sara Faghih-Naini, and Vadym Aizinger. “Algorithm-Hardware
    Co-Design of a Discontinuous Galerkin Shallow-Water Model for a Dataflow Architecture
    on FPGA.” In <i>Proceedings of the Platform for Advanced Scientific Computing
    Conference (PASC)</i>. ACM, 2021. <a href="https://doi.org/10.1145/3468267.3470617">https://doi.org/10.1145/3468267.3470617</a>.
  ieee: 'T. Kenter, A. Shambhu, S. Faghih-Naini, and V. Aizinger, “Algorithm-hardware
    co-design of a discontinuous Galerkin shallow-water model for a dataflow architecture
    on FPGA,” 2021, doi: <a href="https://doi.org/10.1145/3468267.3470617">10.1145/3468267.3470617</a>.'
  mla: Kenter, Tobias, et al. “Algorithm-Hardware Co-Design of a Discontinuous Galerkin
    Shallow-Water Model for a Dataflow Architecture on FPGA.” <i>Proceedings of the
    Platform for Advanced Scientific Computing Conference (PASC)</i>, ACM, 2021, doi:<a
    href="https://doi.org/10.1145/3468267.3470617">10.1145/3468267.3470617</a>.
  short: 'T. Kenter, A. Shambhu, S. Faghih-Naini, V. Aizinger, in: Proceedings of
    the Platform for Advanced Scientific Computing Conference (PASC), ACM, 2021.'
date_created: 2023-07-28T11:58:14Z
date_updated: 2024-04-17T08:12:21Z
department:
- _id: '27'
- _id: '518'
doi: 10.1145/3468267.3470617
language:
- iso: eng
main_file_link:
- url: https://dl.acm.org/doi/pdf/10.1145/3468267.3470617
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/pasc21-open-toc '
status: public
title: Algorithm-hardware co-design of a discontinuous Galerkin shallow-water model
  for a dataflow architecture on FPGA
type: conference
user_id: '3145'
year: '2021'
...
---
_id: '46195'
author:
- first_name: Martin
  full_name: Karp, Martin
  last_name: Karp
- first_name: Artur
  full_name: Podobas, Artur
  last_name: Podobas
- first_name: Niclas
  full_name: Jansson, Niclas
  last_name: Jansson
- 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: Philipp
  full_name: Schlatter, Philipp
  last_name: Schlatter
- first_name: Stefano
  full_name: Markidis, Stefano
  last_name: Markidis
citation:
  ama: 'Karp M, Podobas A, Jansson N, et al. High-Performance Spectral Element Methods
    on Field-Programmable Gate Arrays : Implementation, Evaluation, and Future Projection.
    In: <i>2021 IEEE International Parallel and Distributed Processing Symposium (IPDPS)</i>.
    IEEE; 2021. doi:<a href="https://doi.org/10.1109/ipdps49936.2021.00116">10.1109/ipdps49936.2021.00116</a>'
  apa: 'Karp, M., Podobas, A., Jansson, N., Kenter, T., Plessl, C., Schlatter, P.,
    &#38; Markidis, S. (2021). High-Performance Spectral Element Methods on Field-Programmable
    Gate Arrays : Implementation, Evaluation, and Future Projection. <i>2021 IEEE
    International Parallel and Distributed Processing Symposium (IPDPS)</i>. <a href="https://doi.org/10.1109/ipdps49936.2021.00116">https://doi.org/10.1109/ipdps49936.2021.00116</a>'
  bibtex: '@inproceedings{Karp_Podobas_Jansson_Kenter_Plessl_Schlatter_Markidis_2021,
    title={High-Performance Spectral Element Methods on Field-Programmable Gate Arrays :
    Implementation, Evaluation, and Future Projection}, DOI={<a href="https://doi.org/10.1109/ipdps49936.2021.00116">10.1109/ipdps49936.2021.00116</a>},
    booktitle={2021 IEEE International Parallel and Distributed Processing Symposium
    (IPDPS)}, publisher={IEEE}, author={Karp, Martin and Podobas, Artur and Jansson,
    Niclas and Kenter, Tobias and Plessl, Christian and Schlatter, Philipp and Markidis,
    Stefano}, year={2021} }'
  chicago: 'Karp, Martin, Artur Podobas, Niclas Jansson, Tobias Kenter, Christian
    Plessl, Philipp Schlatter, and Stefano Markidis. “High-Performance Spectral Element
    Methods on Field-Programmable Gate Arrays : Implementation, Evaluation, and Future
    Projection.” In <i>2021 IEEE International Parallel and Distributed Processing
    Symposium (IPDPS)</i>. IEEE, 2021. <a href="https://doi.org/10.1109/ipdps49936.2021.00116">https://doi.org/10.1109/ipdps49936.2021.00116</a>.'
  ieee: 'M. Karp <i>et al.</i>, “High-Performance Spectral Element Methods on Field-Programmable
    Gate Arrays : Implementation, Evaluation, and Future Projection,” 2021, doi: <a
    href="https://doi.org/10.1109/ipdps49936.2021.00116">10.1109/ipdps49936.2021.00116</a>.'
  mla: 'Karp, Martin, et al. “High-Performance Spectral Element Methods on Field-Programmable
    Gate Arrays : Implementation, Evaluation, and Future Projection.” <i>2021 IEEE
    International Parallel and Distributed Processing Symposium (IPDPS)</i>, IEEE,
    2021, doi:<a href="https://doi.org/10.1109/ipdps49936.2021.00116">10.1109/ipdps49936.2021.00116</a>.'
  short: 'M. Karp, A. Podobas, N. Jansson, T. Kenter, C. Plessl, P. Schlatter, S.
    Markidis, in: 2021 IEEE International Parallel and Distributed Processing Symposium
    (IPDPS), IEEE, 2021.'
date_created: 2023-07-28T12:04:27Z
date_updated: 2023-07-28T12:05:15Z
department:
- _id: '27'
- _id: '518'
doi: 10.1109/ipdps49936.2021.00116
language:
- iso: eng
publication: 2021 IEEE International Parallel and Distributed Processing Symposium
  (IPDPS)
publication_status: published
publisher: IEEE
quality_controlled: '1'
status: public
title: 'High-Performance Spectral Element Methods on Field-Programmable Gate Arrays
  : Implementation, Evaluation, and Future Projection'
type: conference
user_id: '3145'
year: '2021'
...
---
_id: '21587'
abstract:
- lang: eng
  text: Solving partial differential equations on unstructured grids is a cornerstone
    of engineering and scientific computing. Nowadays, heterogeneous parallel platforms
    with CPUs, GPUs, and FPGAs enable energy-efficient and computationally demanding
    simulations. We developed the HighPerMeshes C++-embedded Domain-Specific Language
    (DSL) for bridging the abstraction gap between the mathematical and algorithmic
    formulation of mesh-based algorithms for PDE problems on the one hand and an increasing
    number of heterogeneous platforms with their different parallel programming and
    runtime models on the other hand. Thus, the HighPerMeshes DSL aims at higher productivity
    in the code development process for multiple target platforms. We introduce the
    concepts as well as the basic structure of the HighPerMeshes DSL, and demonstrate
    its usage with three examples, a Poisson and monodomain problem, respectively,
    solved by the continuous finite element method, and the discontinuous Galerkin
    method for Maxwell’s equation. The mapping of the abstract algorithmic description
    onto parallel hardware, including distributed memory compute clusters, is presented.
    Finally, the achievable performance and scalability are demonstrated for a typical
    example problem on a multi-core CPU cluster.
author:
- first_name: Samer
  full_name: Alhaddad, Samer
  id: '42456'
  last_name: Alhaddad
- first_name: Jens
  full_name: Förstner, Jens
  id: '158'
  last_name: Förstner
  orcid: 0000-0001-7059-9862
- first_name: Stefan
  full_name: Groth, Stefan
  last_name: Groth
- first_name: Daniel
  full_name: Grünewald, Daniel
  last_name: Grünewald
- first_name: Yevgen
  full_name: Grynko, Yevgen
  id: '26059'
  last_name: Grynko
- first_name: Frank
  full_name: Hannig, Frank
  last_name: Hannig
- first_name: Tobias
  full_name: Kenter, Tobias
  id: '3145'
  last_name: Kenter
- first_name: Franz-Josef
  full_name: Pfreundt, Franz-Josef
  last_name: Pfreundt
- first_name: Christian
  full_name: Plessl, Christian
  id: '16153'
  last_name: Plessl
  orcid: 0000-0001-5728-9982
- first_name: Merlind
  full_name: Schotte, Merlind
  last_name: Schotte
- first_name: Thomas
  full_name: Steinke, Thomas
  last_name: Steinke
- first_name: Jürgen
  full_name: Teich, Jürgen
  last_name: Teich
- first_name: Martin
  full_name: Weiser, Martin
  last_name: Weiser
- first_name: Florian
  full_name: Wende, Florian
  last_name: Wende
citation:
  ama: 'Alhaddad S, Förstner J, Groth S, et al. HighPerMeshes – A Domain-Specific
    Language for Numerical Algorithms on Unstructured Grids. In: <i>Euro-Par 2020:
    Parallel Processing Workshops</i>. ; 2021. doi:<a href="https://doi.org/10.1007/978-3-030-71593-9_15">10.1007/978-3-030-71593-9_15</a>'
  apa: 'Alhaddad, S., Förstner, J., Groth, S., Grünewald, D., Grynko, Y., Hannig,
    F., Kenter, T., Pfreundt, F.-J., Plessl, C., Schotte, M., Steinke, T., Teich,
    J., Weiser, M., &#38; Wende, F. (2021). HighPerMeshes – A Domain-Specific Language
    for Numerical Algorithms on Unstructured Grids. In <i>Euro-Par 2020: Parallel
    Processing Workshops</i>. <a href="https://doi.org/10.1007/978-3-030-71593-9_15">https://doi.org/10.1007/978-3-030-71593-9_15</a>'
  bibtex: '@inbook{Alhaddad_Förstner_Groth_Grünewald_Grynko_Hannig_Kenter_Pfreundt_Plessl_Schotte_et
    al._2021, place={Cham}, title={HighPerMeshes – A Domain-Specific Language for
    Numerical Algorithms on Unstructured Grids}, DOI={<a href="https://doi.org/10.1007/978-3-030-71593-9_15">10.1007/978-3-030-71593-9_15</a>},
    booktitle={Euro-Par 2020: Parallel Processing Workshops}, author={Alhaddad, Samer
    and Förstner, Jens and Groth, Stefan and Grünewald, Daniel and Grynko, Yevgen
    and Hannig, Frank and Kenter, Tobias and Pfreundt, Franz-Josef and Plessl, Christian
    and Schotte, Merlind and et al.}, year={2021} }'
  chicago: 'Alhaddad, Samer, Jens Förstner, Stefan Groth, Daniel Grünewald, Yevgen
    Grynko, Frank Hannig, Tobias Kenter, et al. “HighPerMeshes – A Domain-Specific
    Language for Numerical Algorithms on Unstructured Grids.” In <i>Euro-Par 2020:
    Parallel Processing Workshops</i>. Cham, 2021. <a href="https://doi.org/10.1007/978-3-030-71593-9_15">https://doi.org/10.1007/978-3-030-71593-9_15</a>.'
  ieee: 'S. Alhaddad <i>et al.</i>, “HighPerMeshes – A Domain-Specific Language for
    Numerical Algorithms on Unstructured Grids,” in <i>Euro-Par 2020: Parallel Processing
    Workshops</i>, Cham, 2021.'
  mla: 'Alhaddad, Samer, et al. “HighPerMeshes – A Domain-Specific Language for Numerical
    Algorithms on Unstructured Grids.” <i>Euro-Par 2020: Parallel Processing Workshops</i>,
    2021, doi:<a href="https://doi.org/10.1007/978-3-030-71593-9_15">10.1007/978-3-030-71593-9_15</a>.'
  short: 'S. Alhaddad, J. Förstner, S. Groth, D. Grünewald, Y. Grynko, F. Hannig,
    T. Kenter, F.-J. Pfreundt, C. Plessl, M. Schotte, T. Steinke, J. Teich, M. Weiser,
    F. Wende, in: Euro-Par 2020: Parallel Processing Workshops, Cham, 2021.'
date_created: 2021-03-31T19:39:42Z
date_updated: 2023-09-26T11:40:25Z
ddc:
- '004'
department:
- _id: '61'
- _id: '230'
- _id: '429'
- _id: '27'
- _id: '518'
doi: 10.1007/978-3-030-71593-9_15
file:
- access_level: closed
  content_type: application/pdf
  creator: fossie
  date_created: 2021-03-31T19:42:52Z
  date_updated: 2021-03-31T19:42:52Z
  file_id: '21588'
  file_name: 2021-03 Alhaddad2021_Chapter_HighPerMeshesADomain-SpecificL.pdf
  file_size: 564398
  relation: main_file
  success: 1
file_date_updated: 2021-03-31T19:42:52Z
has_accepted_license: '1'
keyword:
- tet_topic_hpc
language:
- iso: eng
place: Cham
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication: 'Euro-Par 2020: Parallel Processing Workshops'
publication_identifier:
  isbn:
  - '9783030715922'
  - '9783030715939'
  issn:
  - 0302-9743
  - 1611-3349
publication_status: published
quality_controlled: '1'
status: public
title: HighPerMeshes – A Domain-Specific Language for Numerical Algorithms on Unstructured
  Grids
type: book_chapter
user_id: '15278'
year: '2021'
...
