---
_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: '56606'
abstract:
- lang: eng
  text: <jats:title>Abstract</jats:title><jats:p>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.</jats:p>
author:
- first_name: Marius
  full_name: Meyer, Marius
  last_name: Meyer
- first_name: Tobias
  full_name: Kenter, Tobias
  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
  last_name: Plessl
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: 2024-10-14T07:51:51Z
date_updated: 2024-10-14T07:55:50Z
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
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: '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: '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: '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: '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: '9980'
abstract:
- lang: eng
  text: Die Erfindung betrifft ein Gerät mit wenigstens einem elastisch verformbaren
    Bauteil als Strukturteil und/oder Lagerteil, auf das im Betriebsverlauf von wechselnden
    Betriebszuständen abhängige, unterschiedliche Verformungskräfte einwirken, die
    zu einem die Bauteilnutzungsdauer begrenzenden Bauteilverschleiß führen, und mit
    einer Einrichtung zur Bestimmung der Bauteilnutzungsdauer und einer verschleißbedingten
    Bauteil-Restnutzungsdauer. Erfindungsgemäß wird ein sich zeitversetzt wiederholender,
    jeweils gleicher Betriebszustand vorbestimmt, dem eine jeweils gleiche, periodisch
    wirkende Verformungskraft zugeordnet ist, durch die das elastisch verformbare
    Bauteilmaterial periodisch verformt wird, wobei durch Walkarbeit ein Energieeintrag
    mit einem messbaren Temperaturanstieg im Vergleich zu einer Umgebungstemperatur
    erfolgt und wobei der jeweilige Temperaturanstieg als Kenngröße im Verlauf einer
    Bauteilnutzungsdauer entsprechend einer abnehmenden Bauteilsteifigkeit größer
    wird. Ein solcher vorbestimmter Betriebszustand wird jeweils von einer Messund
    Auswerteeinheit erkannt und ein Messvorgang durch ein Startsignal selbsttätig
    gestartet, wobei mit wenigstens einem bauteilzugeordneten Temperatursensor, der
    aktuelle Temperaturanstieg im Vergleich zur Umgebungstemperatur als Kenngröße
    für eine aktuelle Bauteilsteifigkeit gemessen und jeweils in einer Messkurve gespeichert
    und verglichen wird.
application_date: 02.02.2017
application_number: 10 2017 000 926.0
author:
- first_name: Kai
  full_name: Reinke, Kai
  last_name: Reinke
- first_name: Amelie
  full_name: Bender, Amelie
  id: '54290'
  last_name: Bender
- first_name: Tobias
  full_name: Meyer, Tobias
  last_name: Meyer
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
- first_name: James Kuria
  full_name: Kimotho, James Kuria
  last_name: Kimotho
citation:
  ama: 'Reinke K, Bender A, Meyer T, Sextro W, Kimotho JK. Patent DE 10 2017 000 926
    B4: Gerät mit wenigstens einem elastisch verformbaren Bauteil, insbesondere einem
    Gummi-Metall-Lager und mit einer Einrichtung zur Feststellung des Beginns einer
    verschleißbedingten Bauteil-Restnutzungsdauer, sowie Verfahren zur Bestimmung
    der Bauteil-Restnutzungsdauer. Published online 2022.'
  apa: 'Reinke, K., Bender, A., Meyer, T., Sextro, W., &#38; Kimotho, J. K. (2022).
    <i>Patent DE 10 2017 000 926 B4: Gerät mit wenigstens einem elastisch verformbaren
    Bauteil, insbesondere einem Gummi-Metall-Lager und mit einer Einrichtung zur Feststellung
    des Beginns einer verschleißbedingten Bauteil-Restnutzungsdauer, sowie Verfahren
    zur Bestimmung der Bauteil-Restnutzungsdauer.</i>'
  bibtex: '@article{Reinke_Bender_Meyer_Sextro_Kimotho_2022, title={Patent DE 10 2017
    000 926 B4: Gerät mit wenigstens einem elastisch verformbaren Bauteil, insbesondere
    einem Gummi-Metall-Lager und mit einer Einrichtung zur Feststellung des Beginns
    einer verschleißbedingten Bauteil-Restnutzungsdauer, sowie Verfahren zur Bestimmung
    der Bauteil-Restnutzungsdauer.}, author={Reinke, Kai and Bender, Amelie and Meyer,
    Tobias and Sextro, Walter and Kimotho, James Kuria}, year={2022} }'
  chicago: 'Reinke, Kai, Amelie Bender, Tobias Meyer, Walter Sextro, and James Kuria
    Kimotho. “Patent DE 10 2017 000 926 B4: Gerät Mit Wenigstens Einem Elastisch Verformbaren
    Bauteil, Insbesondere Einem Gummi-Metall-Lager Und Mit Einer Einrichtung Zur Feststellung
    Des Beginns Einer Verschleißbedingten Bauteil-Restnutzungsdauer, Sowie Verfahren
    Zur Bestimmung Der Bauteil-Restnutzungsdauer.,” 2022.'
  ieee: 'K. Reinke, A. Bender, T. Meyer, W. Sextro, and J. K. Kimotho, “Patent DE
    10 2017 000 926 B4: Gerät mit wenigstens einem elastisch verformbaren Bauteil,
    insbesondere einem Gummi-Metall-Lager und mit einer Einrichtung zur Feststellung
    des Beginns einer verschleißbedingten Bauteil-Restnutzungsdauer, sowie Verfahren
    zur Bestimmung der Bauteil-Restnutzungsdauer.” 2022.'
  mla: 'Reinke, Kai, et al. <i>Patent DE 10 2017 000 926 B4: Gerät Mit Wenigstens
    Einem Elastisch Verformbaren Bauteil, Insbesondere Einem Gummi-Metall-Lager Und
    Mit Einer Einrichtung Zur Feststellung Des Beginns Einer Verschleißbedingten Bauteil-Restnutzungsdauer,
    Sowie Verfahren Zur Bestimmung Der Bauteil-Restnutzungsdauer.</i> 2022.'
  short: K. Reinke, A. Bender, T. Meyer, W. Sextro, J.K. Kimotho, (2022).
date_created: 2019-05-27T09:44:22Z
date_updated: 2023-09-28T09:48:38Z
ddc:
- '620'
department:
- _id: '151'
file:
- access_level: closed
  content_type: application/pdf
  creator: ekubi
  date_created: 2022-09-07T05:04:49Z
  date_updated: 2022-09-07T05:04:49Z
  file_id: '33276'
  file_name: DE102017000926B4_1.pdf
  file_size: 244882
  relation: main_file
  success: 1
file_date_updated: 2022-09-07T05:04:49Z
has_accepted_license: '1'
ipc: G01M 7/00 (2006.01)
ipn: 'DE: 10 2017 000 926 B4 '
page: '1'
publication_date: 31.03.2022
status: public
title: 'Patent DE 10 2017 000 926 B4: Gerät mit wenigstens einem elastisch verformbaren
  Bauteil, insbesondere einem Gummi-Metall-Lager und mit einer Einrichtung zur Feststellung
  des Beginns einer verschleißbedingten Bauteil-Restnutzungsdauer, sowie Verfahren
  zur Bestimmung der Bauteil-Restnutzungsdauer.'
type: patent
user_id: '210'
year: '2022'
...
---
_id: '21632'
abstract:
- lang: eng
  text: FPGAs have found increasing adoption in data center applications since a new
    generation of high-level tools have become available which noticeably reduce development
    time for FPGA accelerators and still provide high-quality results. There is, however,
    no high-level benchmark suite available, which specifically enables a comparison
    of FPGA architectures, programming tools, and libraries for HPC applications.
    To fill this gap, we have developed an OpenCL-based open-source implementation
    of the HPCC benchmark suite for Xilinx and Intel FPGAs. This benchmark can serve
    to analyze the current capabilities of FPGA devices, cards, and development tool
    flows, track progress over time, and point out specific difficulties for FPGA
    acceleration in the HPC domain. Additionally, the benchmark documents proven performance
    optimization patterns. We will continue optimizing and porting the benchmark for
    new generations of FPGAs and design tools and encourage active participation to
    create a valuable tool for the community. To fill this gap, we have developed
    an OpenCL-based open-source implementation of the HPCC benchmark suite for Xilinx
    and Intel FPGAs. This benchmark can serve to analyze the current capabilities
    of FPGA devices, cards, and development tool flows, track progress over time,
    and point out specific difficulties for FPGA acceleration in the HPC domain. Additionally,
    the benchmark documents proven performance optimization patterns. We will continue
    optimizing and porting the benchmark for new generations of FPGAs and design tools
    and encourage active participation to create a valuable tool for the community.
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. Evaluating FPGA Accelerator Performance with
    a Parameterized OpenCL Adaptation of Selected Benchmarks of the HPCChallenge Benchmark
    Suite. In: <i>2020 IEEE/ACM International Workshop on Heterogeneous High-Performance
    Reconfigurable Computing (H2RC)</i>. ; 2020. doi:<a href="https://doi.org/10.1109/h2rc51942.2020.00007">10.1109/h2rc51942.2020.00007</a>'
  apa: Meyer, M., Kenter, T., &#38; Plessl, C. (2020). Evaluating FPGA Accelerator
    Performance with a Parameterized OpenCL Adaptation of Selected Benchmarks of the
    HPCChallenge Benchmark Suite. <i>2020 IEEE/ACM International Workshop on Heterogeneous
    High-Performance Reconfigurable Computing (H2RC)</i>. <a href="https://doi.org/10.1109/h2rc51942.2020.00007">https://doi.org/10.1109/h2rc51942.2020.00007</a>
  bibtex: '@inproceedings{Meyer_Kenter_Plessl_2020, title={Evaluating FPGA Accelerator
    Performance with a Parameterized OpenCL Adaptation of Selected Benchmarks of the
    HPCChallenge Benchmark Suite}, DOI={<a href="https://doi.org/10.1109/h2rc51942.2020.00007">10.1109/h2rc51942.2020.00007</a>},
    booktitle={2020 IEEE/ACM International Workshop on Heterogeneous High-performance
    Reconfigurable Computing (H2RC)}, author={Meyer, Marius and Kenter, Tobias and
    Plessl, Christian}, year={2020} }'
  chicago: Meyer, Marius, Tobias Kenter, and Christian Plessl. “Evaluating FPGA Accelerator
    Performance with a Parameterized OpenCL Adaptation of Selected Benchmarks of the
    HPCChallenge Benchmark Suite.” In <i>2020 IEEE/ACM International Workshop on Heterogeneous
    High-Performance Reconfigurable Computing (H2RC)</i>, 2020. <a href="https://doi.org/10.1109/h2rc51942.2020.00007">https://doi.org/10.1109/h2rc51942.2020.00007</a>.
  ieee: 'M. Meyer, T. Kenter, and C. Plessl, “Evaluating FPGA Accelerator Performance
    with a Parameterized OpenCL Adaptation of Selected Benchmarks of the HPCChallenge
    Benchmark Suite,” 2020, doi: <a href="https://doi.org/10.1109/h2rc51942.2020.00007">10.1109/h2rc51942.2020.00007</a>.'
  mla: Meyer, Marius, et al. “Evaluating FPGA Accelerator Performance with a Parameterized
    OpenCL Adaptation of Selected Benchmarks of the HPCChallenge Benchmark Suite.”
    <i>2020 IEEE/ACM International Workshop on Heterogeneous High-Performance Reconfigurable
    Computing (H2RC)</i>, 2020, doi:<a href="https://doi.org/10.1109/h2rc51942.2020.00007">10.1109/h2rc51942.2020.00007</a>.
  short: 'M. Meyer, T. Kenter, C. Plessl, in: 2020 IEEE/ACM International Workshop
    on Heterogeneous High-Performance Reconfigurable Computing (H2RC), 2020.'
date_created: 2021-04-16T10:17:22Z
date_updated: 2023-09-26T11:42:53Z
department:
- _id: '27'
- _id: '518'
doi: 10.1109/h2rc51942.2020.00007
keyword:
- FPGA
- OpenCL
- High Level Synthesis
- HPC benchmarking
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/9306963
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publication: 2020 IEEE/ACM International Workshop on Heterogeneous High-performance
  Reconfigurable Computing (H2RC)
publication_identifier:
  isbn:
  - '9781665415927'
publication_status: published
quality_controlled: '1'
related_material:
  link:
  - description: Official repository of the benchmark suite on GitHub
    relation: supplementary_material
    url: https://github.com/pc2/HPCC_FPGA
status: public
title: Evaluating FPGA Accelerator Performance with a Parameterized OpenCL Adaptation
  of Selected Benchmarks of the HPCChallenge Benchmark Suite
type: conference
user_id: '15278'
year: '2020'
...
---
_id: '9981'
abstract:
- lang: ger
  text: Die Erfindung betrifft ein Gerät mit wenigstens einem elastisch verformbaren
    Bauteil als Strukturteil und/oder Lagerteil, auf das im Betriebsverlauf von wechselnden
    Betriebszuständen abhängige, unterschiedliche Verformungskräfte einwirken, die
    zu einem die Bauteilnutzungsdauer begrenzenden Bauteilverschleiß führen, und mit
    einer Einrichtung zur Bestimmung der Bauteilnutzungsdauer und einer verschleißbedingten
    Bauteil-Restnutzungsdauer. Erfindungsgemäß wird ein sich zeitversetzt wiederholender,
    jeweils gleicher Betriebszustand vorbestimmt, dem eine jeweils gleiche Verformungskraft
    zugeordnet ist, durch die das elastisch verformbare Bauteilmaterial verformt wird.
    Ein solcher vorbestimmter Betriebszustand wird jeweils von einer Mess- und Auswerteeinheit
    erkannt und ein Messvorgang durch ein Startsignal selbsttätig gestartet, wobei
    mit wenigstens einem bauteilzugeordneten Beschleunigungssensor, die aktuelle Beschleunigung
    der Verformung oder daraus abgeleitete Kennwerte als Kenngröße für eine aktuelle
    Bauteilsteifigkeit gemessen und jeweils in einer Messkurve gespeichert und verglichen
    wird.
application_date: 01.02.2018
application_number: '18154730.8'
author:
- first_name: Kai
  full_name: Reinke, Kai
  last_name: Reinke
- first_name: Amelie
  full_name: Bender, Amelie
  id: '54290'
  last_name: Bender
- first_name: Tobias
  full_name: Meyer, Tobias
  last_name: Meyer
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
- first_name: James Kuria
  full_name: Kimotho, James Kuria
  last_name: Kimotho
citation:
  ama: 'Reinke K, Bender A, Meyer T, Sextro W, Kimotho JK. Patent EP 3 358 332 B1:
    Verfahren zur Bestimmung des Beginns einer verschleißbedingten Bauteil-Restnutzungsdauer
    eines elastisch verformbaren Bauteils, als Strukturteil und/oder Lagerteil eines
    Geräts. Published online 2020.'
  apa: 'Reinke, K., Bender, A., Meyer, T., Sextro, W., &#38; Kimotho, J. K. (2020).
    <i>Patent EP 3 358 332 B1: Verfahren zur Bestimmung des Beginns einer verschleißbedingten
    Bauteil-Restnutzungsdauer eines elastisch verformbaren Bauteils, als Strukturteil
    und/oder Lagerteil eines Geräts.</i>'
  bibtex: '@article{Reinke_Bender_Meyer_Sextro_Kimotho_2020, title={Patent EP 3 358
    332 B1: Verfahren zur Bestimmung des Beginns einer verschleißbedingten Bauteil-Restnutzungsdauer
    eines elastisch verformbaren Bauteils, als Strukturteil und/oder Lagerteil eines
    Geräts.}, author={Reinke, Kai and Bender, Amelie and Meyer, Tobias and Sextro,
    Walter and Kimotho, James Kuria}, year={2020} }'
  chicago: 'Reinke, Kai, Amelie Bender, Tobias Meyer, Walter Sextro, and James Kuria
    Kimotho. “Patent EP 3 358 332 B1: Verfahren Zur Bestimmung Des Beginns Einer Verschleißbedingten
    Bauteil-Restnutzungsdauer Eines Elastisch Verformbaren Bauteils, Als Strukturteil
    Und/Oder Lagerteil Eines Geräts.,” 2020.'
  ieee: 'K. Reinke, A. Bender, T. Meyer, W. Sextro, and J. K. Kimotho, “Patent EP
    3 358 332 B1: Verfahren zur Bestimmung des Beginns einer verschleißbedingten Bauteil-Restnutzungsdauer
    eines elastisch verformbaren Bauteils, als Strukturteil und/oder Lagerteil eines
    Geräts.” 2020.'
  mla: 'Reinke, Kai, et al. <i>Patent EP 3 358 332 B1: Verfahren Zur Bestimmung Des
    Beginns Einer Verschleißbedingten Bauteil-Restnutzungsdauer Eines Elastisch Verformbaren
    Bauteils, Als Strukturteil Und/Oder Lagerteil Eines Geräts.</i> 2020.'
  short: K. Reinke, A. Bender, T. Meyer, W. Sextro, J.K. Kimotho, (2020).
date_created: 2019-05-27T09:46:54Z
date_updated: 2023-09-28T09:49:19Z
ddc:
- '620'
department:
- _id: '151'
file:
- access_level: closed
  content_type: application/pdf
  creator: ekubi
  date_created: 2022-09-07T05:17:34Z
  date_updated: 2022-09-07T05:17:34Z
  file_id: '33277'
  file_name: EP000003358332B1_1.pdf
  file_size: 115020
  relation: main_file
  success: 1
file_date_updated: 2022-09-07T05:17:34Z
has_accepted_license: '1'
ipc: G01M 13/00
ipn: EP 3 358 332 B1
page: '1'
publication_date: 15.07.2020
status: public
title: 'Patent EP 3 358 332 B1: Verfahren zur Bestimmung des Beginns einer verschleißbedingten
  Bauteil-Restnutzungsdauer eines elastisch verformbaren Bauteils, als Strukturteil
  und/oder Lagerteil eines Geräts.'
type: patent
user_id: '210'
year: '2020'
...
---
_id: '9995'
abstract:
- lang: ger
  text: Selbstoptimierung bietet die Möglichkeit der autonomen Anpassung des Systemverhaltens
    an veränderliche Ziele. Dabei ist vor allem der Aspekt Zuverlässigkeit von maßgeblicher
    Bedeutung, da über einen an die aktuelle Systemzuverlässigkeit angepassten Betriebspunkt
    die Leistungsfähigkeit verbessert wird, während das Ausfallverhalten besser vorhersehbar
    wird. Zur Anpassung des Systemverhaltens an die aktuelle Zuverlässigkeit mittels
    Selbstoptimierung müssen die ersten beiden Schritte des Selbstoptimierungsprozesses
    unterstützt werden. Für die Analyse der Ist-Situation ist eine Erkennung des aktuellen
    Degradationszustands mittels Condition Monitoring notwendig. Zur Auswahl geeigneter
    Verfahren werden bestehende Ansätze hinsichtlich ihrer Eignung klassifiziert.
    Der zweite Schritt, die Bestimmung der Systemziele, wird durch eine strukturierte
    Methode zum Finden verlässlichkeitsrelevanter Zielfunktionen ergänzt. Dabei werden
    kritische Komponenten identifiziert, Optimierungsparameter festgelegt und die
    Verlässlichkeit in Abhängigkeit des Systemverhaltens quantifiziert. Entwickler
    selbstoptimierender Systeme werden somit durch geeignete Mittel bei der Implementierung
    beider Schritte unterstützt. Abschließend wird der praktische Einsatz der vorgestellten
    Methoden anhand zweier Beispiele gezeigt.
author:
- first_name: Tobias
  full_name: Meyer, Tobias
  last_name: Meyer
- first_name: Thorben
  full_name: Kaul, Thorben
  id: '14802'
  last_name: Kaul
- first_name: James Kuria
  full_name: Kimotho, James Kuria
  last_name: Kimotho
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: Meyer T, Kaul T, Kimotho JK, Sextro W. <i>Steigerung Der Intelligenz Mechatronischer
    Systeme</i>. Vol Steigerung der Verlässlichkeit technischer Systeme. Springer
    Nature Switzerland AG. Part of Springer Nature.; 2018:193-213.
  apa: Meyer, T., Kaul, T., Kimotho, J. K., &#38; Sextro, W. (2018). <i>Steigerung
    der Intelligenz mechatronischer Systeme</i> (Vol. Steigerung der Verlässlichkeit
    technischer Systeme, pp. 193–213). Springer Nature Switzerland AG. Part of Springer
    Nature.
  bibtex: '@book{Meyer_Kaul_Kimotho_Sextro_2018, title={Steigerung der Intelligenz
    mechatronischer Systeme}, volume={Steigerung der Verlässlichkeit technischer Systeme},
    publisher={Springer Nature Switzerland AG. Part of Springer Nature.}, author={Meyer,
    Tobias and Kaul, Thorben and Kimotho, James Kuria and Sextro, Walter}, year={2018},
    pages={193–213} }'
  chicago: Meyer, Tobias, Thorben Kaul, James Kuria Kimotho, and Walter Sextro. <i>Steigerung
    Der Intelligenz Mechatronischer Systeme</i>. Vol. Steigerung der Verlässlichkeit
    technischer Systeme. Springer Nature Switzerland AG. Part of Springer Nature.,
    2018.
  ieee: T. Meyer, T. Kaul, J. K. Kimotho, and W. Sextro, <i>Steigerung der Intelligenz
    mechatronischer Systeme</i>, vol. Steigerung der Verlässlichkeit technischer Systeme.
    Springer Nature Switzerland AG. Part of Springer Nature., 2018, pp. 193–213.
  mla: Meyer, Tobias, et al. <i>Steigerung Der Intelligenz Mechatronischer Systeme</i>.
    Vol. Steigerung der Verlässlichkeit technischer Systeme, Springer Nature Switzerland
    AG. Part of Springer Nature., 2018, pp. 193–213.
  short: T. Meyer, T. Kaul, J.K. Kimotho, W. Sextro, Steigerung Der Intelligenz Mechatronischer
    Systeme, Springer Nature Switzerland AG. Part of Springer Nature., 2018.
date_created: 2019-05-27T10:22:20Z
date_updated: 2019-05-27T10:23:51Z
department:
- _id: '151'
language:
- iso: eng
page: 193-213
publisher: Springer Nature Switzerland AG. Part of Springer Nature.
status: public
title: Steigerung der Intelligenz mechatronischer Systeme
type: book
user_id: '55222'
volume: Steigerung der Verlässlichkeit technischer Systeme
year: '2018'
...
---
_id: '9999'
abstract:
- lang: eng
  text: Ultrasonic wire bonding is an indispensable process in the industrial manufacturing
    of semiconductor devices. Copper wire is increasingly replacing the well-established
    aluminium wire because of its superior electrical, thermal and mechanical properties.
    Copper wire processes differ significantly from aluminium processes and are more
    sensitive to disturbances, which reduces the range of parameter values suitable
    for a stable process. Disturbances can be compensated by an adaption of process
    parameters, but finding suitable parameters manually is difficult and time-consuming.
    This paper presents a physical model of the ultrasonic wire bonding process including
    the friction contact between tool and wire. This model yields novel insights into
    the process. A prototype of a multi-objective optimizing bonding machine (MOBM)
    is presented. It uses multi-objective optimization, based on the complete process
    model, to automatically select the best operating point as a compromise of concurrent
    objectives.
author:
- first_name: Andreas
  full_name: Unger, Andreas
  last_name: Unger
- first_name: Matthias
  full_name: Hunstig, Matthias
  last_name: Hunstig
- first_name: Tobias
  full_name: Meyer, Tobias
  last_name: Meyer
- first_name: Michael
  full_name: Brökelmann, Michael
  last_name: Brökelmann
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: 'Unger A, Hunstig M, Meyer T, Brökelmann M, Sextro W. Intelligent Production
    of Wire Bonds using Multi-Objective Optimization – Insights, Opportunities and
    Challenges. In: <i>In Proceedings of IMAPS 2018 – 51st Symposium on Microelectronics,
    Pasadena, CA, 2018</i>. Vol Vol. 2018, No. 1, pp. 000572-000577. ; 2018. doi:<a
    href="https://doi.org/10.4071/2380-4505-2018.1.000572">10.4071/2380-4505-2018.1.000572</a>'
  apa: Unger, A., Hunstig, M., Meyer, T., Brökelmann, M., &#38; Sextro, W. (2018).
    Intelligent Production of Wire Bonds using Multi-Objective Optimization – Insights,
    Opportunities and Challenges. In <i>In Proceedings of IMAPS 2018 – 51st Symposium
    on Microelectronics, Pasadena, CA, 2018</i> (Vol. Vol. 2018, No. 1, pp. 000572-000577.).
    <a href="https://doi.org/10.4071/2380-4505-2018.1.000572">https://doi.org/10.4071/2380-4505-2018.1.000572</a>
  bibtex: '@inproceedings{Unger_Hunstig_Meyer_Brökelmann_Sextro_2018, title={Intelligent
    Production of Wire Bonds using Multi-Objective Optimization – Insights, Opportunities
    and Challenges}, volume={Vol. 2018, No. 1, pp. 000572-000577.}, DOI={<a href="https://doi.org/10.4071/2380-4505-2018.1.000572">10.4071/2380-4505-2018.1.000572</a>},
    booktitle={In Proceedings of IMAPS 2018 – 51st Symposium on Microelectronics,
    Pasadena, CA, 2018}, author={Unger, Andreas and Hunstig, Matthias and Meyer, Tobias
    and Brökelmann, Michael and Sextro, Walter}, year={2018} }'
  chicago: Unger, Andreas, Matthias Hunstig, Tobias Meyer, Michael Brökelmann, and
    Walter Sextro. “Intelligent Production of Wire Bonds Using Multi-Objective Optimization
    – Insights, Opportunities and Challenges.” In <i>In Proceedings of IMAPS 2018
    – 51st Symposium on Microelectronics, Pasadena, CA, 2018</i>, Vol. Vol. 2018,
    No. 1, pp. 000572-000577., 2018. <a href="https://doi.org/10.4071/2380-4505-2018.1.000572">https://doi.org/10.4071/2380-4505-2018.1.000572</a>.
  ieee: A. Unger, M. Hunstig, T. Meyer, M. Brökelmann, and W. Sextro, “Intelligent
    Production of Wire Bonds using Multi-Objective Optimization – Insights, Opportunities
    and Challenges,” in <i>In Proceedings of IMAPS 2018 – 51st Symposium on Microelectronics,
    Pasadena, CA, 2018</i>, 2018, vol. Vol. 2018, No. 1, pp. 000572-000577.
  mla: Unger, Andreas, et al. “Intelligent Production of Wire Bonds Using Multi-Objective
    Optimization – Insights, Opportunities and Challenges.” <i>In Proceedings of IMAPS
    2018 – 51st Symposium on Microelectronics, Pasadena, CA, 2018</i>, vol. Vol. 2018,
    No. 1, pp. 000572-000577., 2018, doi:<a href="https://doi.org/10.4071/2380-4505-2018.1.000572">10.4071/2380-4505-2018.1.000572</a>.
  short: 'A. Unger, M. Hunstig, T. Meyer, M. Brökelmann, W. Sextro, in: In Proceedings
    of IMAPS 2018 – 51st Symposium on Microelectronics, Pasadena, CA, 2018, 2018.'
date_created: 2019-05-27T10:27:45Z
date_updated: 2020-05-07T05:33:56Z
department:
- _id: '151'
doi: 10.4071/2380-4505-2018.1.000572
keyword:
- wire bonding
- multi-objective optimization
- process model
- copper wire
- self-optimization
language:
- iso: eng
project:
- _id: '92'
  grant_number: 02 PQ2210
  name: Intelligente Herstellung zuverlässiger Kupferbondverbindungen
publication: In Proceedings of IMAPS 2018 – 51st Symposium on Microelectronics, Pasadena,
  CA, 2018
quality_controlled: '1'
status: public
title: Intelligent Production of Wire Bonds using Multi-Objective Optimization – Insights,
  Opportunities and Challenges
type: conference
user_id: '210'
volume: Vol. 2018, No. 1, pp. 000572-000577.
year: '2018'
...
---
_id: '9994'
abstract:
- lang: eng
  text: Reliability-adaptive systems allow an adaptation of system behavior based
    on current system reliability. They can extend their lifetime at the cost of lowered
    performance or vice versa. This can be used to adapt failure behavior according
    to a maintenance plan, thus increasing availability while using up system capability
    fully. To facilitate setup, a control algorithm independent of a degradation model
    is desired. A closed loop control technique for reliability based on a health
    index, a measure for system degradation, is introduced. It uses self-optimization
    as means to implement behavior adaptation. This is based on selecting the priorities
    of objectives that the system pursues. Possible working points are computed beforehand
    using model-based multiobjective optimization techniques. The controller selects
    the priorities of objectives and this way balances reliability and performance.
    As exemplary application, an automatically actuated single plate dry clutch is
    introduced. The entire reliability control is setup and lifetime experiments are
    conducted. Results show that the variance of time to failure is reduced greatly,
    making the failure behavior more predictable. At the same time, the desired usable
    lifetime can be extended at the cost of system performance to allow for changed
    maintenance intervals. Together, these possibilities allow for greater system
    usage and better planning of maintenance.
author:
- first_name: Tobias
  full_name: Meyer, Tobias
  last_name: Meyer
citation:
  ama: Meyer T. <i>Optimization-Based Reliability Control of Mechatronic Systems</i>.
    Shaker; 2018.
  apa: Meyer, T. (2018). <i>Optimization-based reliability control of mechatronic
    systems</i>. Shaker.
  bibtex: '@book{Meyer_2018, title={Optimization-based reliability control of mechatronic
    systems}, publisher={Shaker}, author={Meyer, Tobias}, year={2018} }'
  chicago: Meyer, Tobias. <i>Optimization-Based Reliability Control of Mechatronic
    Systems</i>. Shaker, 2018.
  ieee: T. Meyer, <i>Optimization-based reliability control of mechatronic systems</i>.
    Shaker, 2018.
  mla: Meyer, Tobias. <i>Optimization-Based Reliability Control of Mechatronic Systems</i>.
    Shaker, 2018.
  short: T. Meyer, Optimization-Based Reliability Control of Mechatronic Systems,
    Shaker, 2018.
date_created: 2019-05-27T10:21:17Z
date_updated: 2023-09-15T12:26:09Z
department:
- _id: '151'
keyword:
- dependability
- reliability
- behavior adaptation
- self-optimization
- multiobjective optimization
- optimal control
- automotive drivetrain
- clutch system
- reliability-adaptive system
language:
- iso: eng
publisher: Shaker
status: public
title: Optimization-based reliability control of mechatronic systems
type: dissertation
user_id: '210'
year: '2018'
...
---
_id: '56249'
author:
- first_name: Yael
  full_name: Fleischmann, Yael
  last_name: Fleischmann
- first_name: Leander
  full_name: Kempen, Leander
  last_name: Kempen
- first_name: Tobias
  full_name: Mai, Tobias
  last_name: Mai
- first_name: Rolf
  full_name: Biehler, Rolf
  id: '16274'
  last_name: Biehler
citation:
  ama: 'Fleischmann Y, Kempen L, Mai T, Biehler R. Die online Lernmaterialien von
    studiVEMINT: Einsatzszenarien im Blended Learning Format in mathematischen Vorkursen.
    In: Klinger M, Schüler-Meyer A, Wessel L, eds. <i>Hanse-Kolloquium Zur Hochschuldidaktik
    Der Mathematik</i>. WTM-Verlag; 2018:101–116.'
  apa: 'Fleischmann, Y., Kempen, L., Mai, T., &#38; Biehler, R. (2018). Die online
    Lernmaterialien von studiVEMINT: Einsatzszenarien im Blended Learning Format in
    mathematischen Vorkursen. In M. Klinger, A. Schüler-Meyer, &#38; L. Wessel (Eds.),
    <i>Hanse-Kolloquium zur Hochschuldidaktik der Mathematik</i> (pp. 101–116). WTM-Verlag.'
  bibtex: '@inproceedings{Fleischmann_Kempen_Mai_Biehler_2018, place={Münster}, title={Die
    online Lernmaterialien von studiVEMINT: Einsatzszenarien im Blended Learning Format
    in mathematischen Vorkursen}, booktitle={Hanse-Kolloquium zur Hochschuldidaktik
    der Mathematik}, publisher={WTM-Verlag}, author={Fleischmann, Yael and Kempen,
    Leander and Mai, Tobias and Biehler, Rolf}, editor={Klinger, M. and Schüler-Meyer,
    A. and Wessel, L.}, year={2018}, pages={101–116} }'
  chicago: 'Fleischmann, Yael, Leander Kempen, Tobias Mai, and Rolf Biehler. “Die
    Online Lernmaterialien von StudiVEMINT: Einsatzszenarien Im Blended Learning Format
    in Mathematischen Vorkursen.” In <i>Hanse-Kolloquium Zur Hochschuldidaktik Der
    Mathematik</i>, edited by M. Klinger, A. Schüler-Meyer, and L. Wessel, 101–116.
    Münster: WTM-Verlag, 2018.'
  ieee: 'Y. Fleischmann, L. Kempen, T. Mai, and R. Biehler, “Die online Lernmaterialien
    von studiVEMINT: Einsatzszenarien im Blended Learning Format in mathematischen
    Vorkursen,” in <i>Hanse-Kolloquium zur Hochschuldidaktik der Mathematik</i>, 2018,
    pp. 101–116.'
  mla: 'Fleischmann, Yael, et al. “Die Online Lernmaterialien von StudiVEMINT: Einsatzszenarien
    Im Blended Learning Format in Mathematischen Vorkursen.” <i>Hanse-Kolloquium Zur
    Hochschuldidaktik Der Mathematik</i>, edited by M. Klinger et al., WTM-Verlag,
    2018, pp. 101–116.'
  short: 'Y. Fleischmann, L. Kempen, T. Mai, R. Biehler, in: M. Klinger, A. Schüler-Meyer,
    L. Wessel (Eds.), Hanse-Kolloquium Zur Hochschuldidaktik Der Mathematik, WTM-Verlag,
    Münster, 2018, pp. 101–116.'
date_created: 2024-09-25T08:20:25Z
date_updated: 2024-09-25T08:28:10Z
department:
- _id: '363'
editor:
- first_name: M.
  full_name: Klinger, M.
  last_name: Klinger
- first_name: A.
  full_name: Schüler-Meyer, A.
  last_name: Schüler-Meyer
- first_name: L.
  full_name: Wessel, L.
  last_name: Wessel
language:
- iso: eng
main_file_link:
- url: https://www.researchgate.net/profile/Rolf-Biehler/publication/348551970_Die_Online-Lernmaterialien_von_studiVEMINT_Einsatzszenarien_im_Blended_Learning_Format_in_mathematischen_Vorkursen/links/602286d5a6fdcc37a813a04b/Die-Online-Lernmaterialien-von-studiVEMINT-Einsatzszenarien-im-Blended-Learning-Format-in-mathematischen-Vorkursen.pdf
page: 101–116
place: Münster
publication: Hanse-Kolloquium zur Hochschuldidaktik der Mathematik
publisher: WTM-Verlag
status: public
title: 'Die online Lernmaterialien von studiVEMINT: Einsatzszenarien im Blended Learning
  Format in mathematischen Vorkursen'
type: conference
user_id: '37888'
year: '2018'
...
---
_id: '9976'
abstract:
- lang: eng
  text: State-of-the-art mechatronic systems offer inherent intelligence that enables
    them to autonomously adapt their behavior to current environmental conditions
    and to their own system state. This autonomous behavior adaptation is made possible
    by software in combination with complex sensor and actuator systems and by sophisticated
    information processing, all of which make these systems increasingly complex.
    This increasing complexity makes the design process a challenging task and brings
    new complex possibilities for operation and maintenance. However, with the risk
    of increased system complexity also comes the chance to adapt system behavior
    based on current reliability, which in turn increases reliability. The development
    of such an adaption strategy requires appropriate methods to evaluate reliability
    based on currently selected system behavior. A common approach to implement such
    adaptivity is to base system behavior on different working points that are obtained
    using multiobjective optimization. During operation, selection among these allows
    a changed operating strategy. To allow for multiobjective optimization, an accurate
    system model including system reliability is required. This model is repeatedly
    evaluated by the optimization algorithm. At present, modeling of system reliability
    and synchronization of the models of behavior and reliability is a laborious manual
    task and thus very error-prone. Since system behavior is crucial for system reliability,
    an integrated model is introduced that integrates system behavior and system reliability.
    The proposed approach is used to formulate reliability-related objective functions
    for a clutch test rig that are used to compute feasible working points using multiobjective
    optimization.
author:
- first_name: Thorben
  full_name: Kaul, Thorben
  id: '14802'
  last_name: Kaul
- first_name: Tobias
  full_name: Meyer, Tobias
  last_name: Meyer
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: Kaul T, Meyer T, Sextro W. Formulation of reliability-related objective functions
    for design of intelligent mechatronic systems. <i>SAGE Journals</i>. 2017;Vol.
    231(4):390-399. doi:<a href="https://doi.org/10.1177/1748006X17709376">10.1177/1748006X17709376</a>
  apa: Kaul, T., Meyer, T., &#38; Sextro, W. (2017). Formulation of reliability-related
    objective functions for design of intelligent mechatronic systems. <i>SAGE Journals</i>,
    <i>Vol. 231(4)</i>, 390–399. <a href="https://doi.org/10.1177/1748006X17709376">https://doi.org/10.1177/1748006X17709376</a>
  bibtex: '@article{Kaul_Meyer_Sextro_2017, title={Formulation of reliability-related
    objective functions for design of intelligent mechatronic systems}, volume={Vol.
    231(4)}, DOI={<a href="https://doi.org/10.1177/1748006X17709376">10.1177/1748006X17709376</a>},
    journal={SAGE Journals}, author={Kaul, Thorben and Meyer, Tobias and Sextro, Walter},
    year={2017}, pages={390–399} }'
  chicago: 'Kaul, Thorben, Tobias Meyer, and Walter Sextro. “Formulation of Reliability-Related
    Objective Functions for Design of Intelligent Mechatronic Systems.” <i>SAGE Journals</i>
    Vol. 231(4) (2017): 390–99. <a href="https://doi.org/10.1177/1748006X17709376">https://doi.org/10.1177/1748006X17709376</a>.'
  ieee: T. Kaul, T. Meyer, and W. Sextro, “Formulation of reliability-related objective
    functions for design of intelligent mechatronic systems,” <i>SAGE Journals</i>,
    vol. Vol. 231(4), pp. 390–399, 2017.
  mla: Kaul, Thorben, et al. “Formulation of Reliability-Related Objective Functions
    for Design of Intelligent Mechatronic Systems.” <i>SAGE Journals</i>, vol. Vol.
    231(4), 2017, pp. 390–99, doi:<a href="https://doi.org/10.1177/1748006X17709376">10.1177/1748006X17709376</a>.
  short: T. Kaul, T. Meyer, W. Sextro, SAGE Journals Vol. 231(4) (2017) 390–399.
date_created: 2019-05-27T09:37:46Z
date_updated: 2019-09-16T10:20:49Z
department:
- _id: '151'
doi: 10.1177/1748006X17709376
keyword:
- Integrated model
- reliability
- system behavior
- Bayesian network
- multiobjective optimization
language:
- iso: eng
page: 390 - 399
publication: SAGE Journals
quality_controlled: '1'
status: public
title: Formulation of reliability-related objective functions for design of intelligent
  mechatronic systems
type: journal_article
user_id: '55222'
volume: Vol. 231(4)
year: '2017'
...
---
_id: '9985'
abstract:
- lang: ger
  text: Intelligente technische Systeme sind durch einen erhöhten Funktionsumfang
    charakterisiert, der diese dazu befähigt, autonom auf wechselnde Umgebungsbedingungen,
    Anforderungen und inhärente Systemzustände zu reagieren. Dies kann mit den Methoden
    der Selbstoptimie-rung erreicht werden. Hier werden mit Verfahren der Mehrzieloptimierung
    mögliche Betriebs-punkte des Systems bestimmt zwischen denen das System im Betrieb
    autonom auswählt und somit eine Verhaltensadaption erwirkt. Zur Berechnung der
    Betriebspunkte ist es notwendig ein Modell des Systemverhaltens aufzustellen und
    das Verhalten hinsichtlich verschiedener, meist konfliktärer, Ziele zu quantifizieren.
    Bei der Modellierung des Systemverhaltens und der Formulierung der Ziele stellt
    die Absiche-rung der Verlässlichkeit auf Grund der zunehmenden Systemkomplexität
    eine große Heraus-forderung dar, der im Entwicklungsprozess begegnet werden muss.
    Die Implementierung von Selbstoptimierung bietet darüber hinaus in Kombination
    mit einer Zustandsüberwachung im Betrieb die Möglichkeit einer zuverlässigkeitsbasierten
    Verhaltensanpassung, deren Potential zu einer Steigerung der Verlässlichkeit genutzt
    werden kann. In dieser Arbeit werden die Entwicklung intelligenter technischer
    Systeme und die damit ver-bundenen notwendigen Entwicklungsschritte zur Absicherung
    der Verlässlichkeit anhand von selbstoptimierenden Systemen betrachtet. Dazu gehören
    die Formulierung verlässlichkeitsre-levanter Ziele und die Implementierung einer
    Zustandsüberwachung als Basis für eine zuver-lässigkeitsbasierte Verhaltensanpassung.
    Es werden auf Grundlage einer Beschreibung der Entwicklungsschritte, Potentiale
    zur Steigerung der Verlässlichkeit sowie Chancen und zukünf-tige Herausforderungen
    herausgestellt und diskutiert.
author:
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
- first_name: Tobias
  full_name: Meyer, Tobias
  last_name: Meyer
- first_name: Thorben
  full_name: Kaul, Thorben
  id: '14802'
  last_name: Kaul
- first_name: James Kuria
  full_name: Kimotho, James Kuria
  last_name: Kimotho
citation:
  ama: 'Sextro W, Meyer T, Kaul T, Kimotho JK. Entwicklung verlässlicher, intelligenter
    Systeme. In: <i>VDI-Berichte 2307–28. Tagung Technische Zuverlässigkeit (TTZ 2017)
    - Entwicklung Und Betrieb Zuverlässiger Produkte.</i> Leonberg; 2017:17–30.'
  apa: Sextro, W., Meyer, T., Kaul, T., &#38; Kimotho, J. K. (2017). Entwicklung verlässlicher,
    intelligenter Systeme. In <i>VDI-Berichte 2307–28. Tagung Technische Zuverlässigkeit
    (TTZ 2017) - Entwicklung und Betrieb zuverlässiger Produkte.</i> (pp. 17–30).
    Leonberg.
  bibtex: '@inproceedings{Sextro_Meyer_Kaul_Kimotho_2017, place={Leonberg}, title={Entwicklung
    verlässlicher, intelligenter Systeme}, booktitle={VDI-Berichte 2307–28. Tagung
    Technische Zuverlässigkeit (TTZ 2017) - Entwicklung und Betrieb zuverlässiger
    Produkte.}, author={Sextro, Walter and Meyer, Tobias and Kaul, Thorben and Kimotho,
    James Kuria}, year={2017}, pages={17–30} }'
  chicago: Sextro, Walter, Tobias Meyer, Thorben Kaul, and James Kuria Kimotho. “Entwicklung
    Verlässlicher, Intelligenter Systeme.” In <i>VDI-Berichte 2307–28. Tagung Technische
    Zuverlässigkeit (TTZ 2017) - Entwicklung Und Betrieb Zuverlässiger Produkte.</i>,
    17–30. Leonberg, 2017.
  ieee: W. Sextro, T. Meyer, T. Kaul, and J. K. Kimotho, “Entwicklung verlässlicher,
    intelligenter Systeme,” in <i>VDI-Berichte 2307–28. Tagung Technische Zuverlässigkeit
    (TTZ 2017) - Entwicklung und Betrieb zuverlässiger Produkte.</i>, 2017, pp. 17–30.
  mla: Sextro, Walter, et al. “Entwicklung Verlässlicher, Intelligenter Systeme.”
    <i>VDI-Berichte 2307–28. Tagung Technische Zuverlässigkeit (TTZ 2017) - Entwicklung
    Und Betrieb Zuverlässiger Produkte.</i>, 2017, pp. 17–30.
  short: 'W. Sextro, T. Meyer, T. Kaul, J.K. Kimotho, in: VDI-Berichte 2307–28. Tagung
    Technische Zuverlässigkeit (TTZ 2017) - Entwicklung Und Betrieb Zuverlässiger
    Produkte., Leonberg, 2017, pp. 17–30.'
date_created: 2019-05-27T09:52:37Z
date_updated: 2019-09-30T09:03:57Z
department:
- _id: '151'
keyword:
- intelligente Systeme
language:
- iso: eng
page: 17–30
place: Leonberg
publication: VDI-Berichte 2307–28. Tagung Technische Zuverlässigkeit (TTZ 2017) -
  Entwicklung und Betrieb zuverlässiger Produkte.
quality_controlled: '1'
status: public
title: Entwicklung verlässlicher, intelligenter Systeme
type: conference
user_id: '55222'
year: '2017'
...
---
_id: '9955'
abstract:
- lang: eng
  text: Wire bonding has been an established packaging technology for decades. When
    introducing copper as wire material for high power applications, adaptations to
    the bonding process and to machines became necessary. Here, challenges occur due
    to the stiffer wire material and changing oxide layers on the contact partners.
    To achieve sufficient process stability, a clean bond area is required, which
    can only be achieved with high shear stresses in the contact partners surfaces.
    These necessitate high normal forces to plastically deform the wire and substrate.
    To achieve such high stresses in the contact area, the bonding tool needs to be
    able to transmit the needed tangential forces to the top side of the wire. The
    wire itself performs a shear movement and transmits the force into the contact
    area to clean the contaminant and oxide layers and to level the desired bond surfaces.
    The main function of the tool is to transmit these forces. If the bond tool can
    only transmit low forces in the direction of excitation, the parameter space for
    a stable bond process is severely restricted. Here, a modeling approach to estimate
    how well different tool shapes meet the demand of transmitting high tangential
    forces is presented. The model depends on wire deformation and thus on the ultrasonic
    softening effect.
author:
- first_name: Simon
  full_name: Althoff, Simon
  last_name: Althoff
- first_name: Tobias
  full_name: Meyer, Tobias
  last_name: Meyer
- first_name: Andreas
  full_name: Unger, Andreas
  last_name: Unger
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
- first_name: Florian
  full_name: Eacock, Florian
  last_name: Eacock
citation:
  ama: 'Althoff S, Meyer T, Unger A, Sextro W, Eacock F. Shape-Dependent Transmittable
    Tangential Force of Wire Bond Tools. In: <i>IEEE 66th Electronic Components and
    Technology Conference</i>. ; 2016:2103-2110. doi:<a href="https://doi.org/10.1109/ECTC.2016.234">10.1109/ECTC.2016.234</a>'
  apa: Althoff, S., Meyer, T., Unger, A., Sextro, W., &#38; Eacock, F. (2016). Shape-Dependent
    Transmittable Tangential Force of Wire Bond Tools. In <i>IEEE 66th Electronic
    Components and Technology Conference</i> (pp. 2103–2110). <a href="https://doi.org/10.1109/ECTC.2016.234">https://doi.org/10.1109/ECTC.2016.234</a>
  bibtex: '@inproceedings{Althoff_Meyer_Unger_Sextro_Eacock_2016, title={Shape-Dependent
    Transmittable Tangential Force of Wire Bond Tools}, DOI={<a href="https://doi.org/10.1109/ECTC.2016.234">10.1109/ECTC.2016.234</a>},
    booktitle={IEEE 66th Electronic Components and Technology Conference}, author={Althoff,
    Simon and Meyer, Tobias and Unger, Andreas and Sextro, Walter and Eacock, Florian},
    year={2016}, pages={2103–2110} }'
  chicago: Althoff, Simon, Tobias Meyer, Andreas Unger, Walter Sextro, and Florian
    Eacock. “Shape-Dependent Transmittable Tangential Force of Wire Bond Tools.” In
    <i>IEEE 66th Electronic Components and Technology Conference</i>, 2103–10, 2016.
    <a href="https://doi.org/10.1109/ECTC.2016.234">https://doi.org/10.1109/ECTC.2016.234</a>.
  ieee: S. Althoff, T. Meyer, A. Unger, W. Sextro, and F. Eacock, “Shape-Dependent
    Transmittable Tangential Force of Wire Bond Tools,” in <i>IEEE 66th Electronic
    Components and Technology Conference</i>, 2016, pp. 2103–2110.
  mla: Althoff, Simon, et al. “Shape-Dependent Transmittable Tangential Force of Wire
    Bond Tools.” <i>IEEE 66th Electronic Components and Technology Conference</i>,
    2016, pp. 2103–10, doi:<a href="https://doi.org/10.1109/ECTC.2016.234">10.1109/ECTC.2016.234</a>.
  short: 'S. Althoff, T. Meyer, A. Unger, W. Sextro, F. Eacock, in: IEEE 66th Electronic
    Components and Technology Conference, 2016, pp. 2103–2110.'
date_created: 2019-05-27T08:47:52Z
date_updated: 2020-05-07T05:33:52Z
department:
- _id: '151'
doi: 10.1109/ECTC.2016.234
keyword:
- finite element simulation
- wire bonding
- tool geometry
language:
- iso: eng
page: 2103-2110
project:
- _id: '92'
  grant_number: 02 PQ2210
  name: Intelligente Herstellung zuverlässiger Kupferbondverbindungen
publication: IEEE 66th Electronic Components and Technology Conference
quality_controlled: '1'
status: public
title: Shape-Dependent Transmittable Tangential Force of Wire Bond Tools
type: conference
user_id: '210'
year: '2016'
...
---
_id: '9957'
abstract:
- lang: eng
  text: Leistungshalbleitermodule werden leistungsfähiger, effizienter, kompakter
    und haltbarer Ziel dieses Innovationsprojekts des Spitzenclusters „it’s OWL –
    Intelligente Technische Systeme OstWestfalen-Lippe“ ist die Entwicklung von selbstoptimierenden
    Verfahren, um unter variablen Produktionsbedingungen zuverlässige Kupferbondverbindungen
    herstellen zu können. Die Ultraschall-Drahtbondmaschine erhält die Fähigkeit,
    sich automatisch an veränderte Bedingungen anzupassen. Hierzu wird der gesamte
    Prozess der Ultraschall-Verbindungsbildung modelliert und neueste Verfahren der
    Selbstoptimierung angewandt. Die Evaluierung erfolgt anhand eines Prototypen in
    Form einer modifizierten Bondmaschine. Intelligent production of heavy copper
    wire bonds It is the aim of this innovation-project to develop a self-optimization
    system for ultrasonic copper wire bonding. It is part of the leading edge cluster
    “it’s OWL”. The bonding machine will be able to react autonomously to changing
    boundary conditions to ensure constant and reliable bonding results. For this,
    the hole bonding process is modeled in great detail and newest self-optimization
    techniques are utilized. A prototype-system incorporated in a serial machine is
    used for evaluation.
author:
- first_name: Michael
  full_name: Brökelmann, Michael
  last_name: Brökelmann
- first_name: Andreas
  full_name: Unger, Andreas
  last_name: Unger
- first_name: Tobias
  full_name: Meyer, Tobias
  last_name: Meyer
- first_name: Simon
  full_name: Althoff, Simon
  last_name: Althoff
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
- first_name: Matthias
  full_name: Hunstig, Matthias
  last_name: Hunstig
- first_name: Florian
  full_name: Biermann, Florian
  last_name: Biermann
- first_name: Karsten
  full_name: Guth, Karsten
  last_name: Guth
citation:
  ama: Brökelmann M, Unger A, Meyer T, et al. Kupferbondverbindungen intelligent herstellen.
    <i>wt-online</i>. 2016;7/8:512-519.
  apa: Brökelmann, M., Unger, A., Meyer, T., Althoff, S., Sextro, W., Hunstig, M.,
    … Guth, K. (2016). Kupferbondverbindungen intelligent herstellen. <i>Wt-Online</i>,
    <i>7/8</i>, 512–519.
  bibtex: '@article{Brökelmann_Unger_Meyer_Althoff_Sextro_Hunstig_Biermann_Guth_2016,
    title={Kupferbondverbindungen intelligent herstellen}, volume={7/8}, journal={wt-online},
    author={Brökelmann, Michael and Unger, Andreas and Meyer, Tobias and Althoff,
    Simon and Sextro, Walter and Hunstig, Matthias and Biermann, Florian and Guth,
    Karsten}, year={2016}, pages={512–519} }'
  chicago: 'Brökelmann, Michael, Andreas Unger, Tobias Meyer, Simon Althoff, Walter
    Sextro, Matthias Hunstig, Florian Biermann, and Karsten Guth. “Kupferbondverbindungen
    Intelligent Herstellen.” <i>Wt-Online</i> 7/8 (2016): 512–19.'
  ieee: M. Brökelmann <i>et al.</i>, “Kupferbondverbindungen intelligent herstellen,”
    <i>wt-online</i>, vol. 7/8, pp. 512–519, 2016.
  mla: Brökelmann, Michael, et al. “Kupferbondverbindungen Intelligent Herstellen.”
    <i>Wt-Online</i>, vol. 7/8, 2016, pp. 512–19.
  short: M. Brökelmann, A. Unger, T. Meyer, S. Althoff, W. Sextro, M. Hunstig, F.
    Biermann, K. Guth, Wt-Online 7/8 (2016) 512–519.
date_created: 2019-05-27T08:53:18Z
date_updated: 2020-05-07T05:33:52Z
department:
- _id: '151'
language:
- iso: eng
page: 512-519
popular_science: '1'
project:
- _id: '92'
  grant_number: 02 PQ2210
  name: Intelligente Herstellung zuverlässiger Kupferbondverbindungen
publication: wt-online
status: public
title: Kupferbondverbindungen intelligent herstellen
type: journal_article
user_id: '210'
volume: 7/8
year: '2016'
...
---
_id: '9961'
abstract:
- lang: eng
  text: Redundancy is a common approach to improve system reliability, availability
    and safety in technical systems. It is achieved by adding functionally equivalent
    elements that enable the system to remain operational even though one or more
    of those elements fail. This paper begins with an overview on the various terminologies
    and methods for redundancy concepts that can be modeled sufficiently using established
    reliability analysis methods. However, these approaches yield very complex system
    models, which limits their applicability. In current research, Bayesian Networks
    (BNs), especially Dynamic Bayesian Networks (DBNs) have been successfully used
    for reliability analysis because of their benefits in modeling complex systems
    and in representing multi-state variables. However, these approaches lack appropriate
    methods to model all commonly used redundancy concepts. To overcome this limitation,
    three different modeling approaches based on BNs and DBNs are described in this
    paper. Addressing those approaches, the benefits and limitations of BNs and DBNs
    for modeling reliability of redundant technical systems are discussed and evaluated.
author:
- first_name: Thorben
  full_name: Kaul, Thorben
  id: '14802'
  last_name: Kaul
- first_name: Tobias
  full_name: Meyer, Tobias
  last_name: Meyer
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: 'Kaul T, Meyer T, Sextro W. Modeling of Complex Redundancy in Technical Systems
    with Bayesian Networks. In: <i>Proceedings of the Third European Conference of
    the Prognostics and Health Management Society 2016</i>. ; 2016.'
  apa: Kaul, T., Meyer, T., &#38; Sextro, W. (2016). Modeling of Complex Redundancy
    in Technical Systems with Bayesian Networks. In <i>Proceedings of the Third European
    Conference of the Prognostics and Health Management Society 2016</i>.
  bibtex: '@inproceedings{Kaul_Meyer_Sextro_2016, title={Modeling of Complex Redundancy
    in Technical Systems with Bayesian Networks}, booktitle={Proceedings of the Third
    European Conference of the Prognostics and Health Management Society 2016}, author={Kaul,
    Thorben and Meyer, Tobias and Sextro, Walter}, year={2016} }'
  chicago: Kaul, Thorben, Tobias Meyer, and Walter Sextro. “Modeling of Complex Redundancy
    in Technical Systems with Bayesian Networks.” In <i>Proceedings of the Third European
    Conference of the Prognostics and Health Management Society 2016</i>, 2016.
  ieee: T. Kaul, T. Meyer, and W. Sextro, “Modeling of Complex Redundancy in Technical
    Systems with Bayesian Networks,” in <i>Proceedings of the Third European Conference
    of the Prognostics and Health Management Society 2016</i>, 2016.
  mla: Kaul, Thorben, et al. “Modeling of Complex Redundancy in Technical Systems
    with Bayesian Networks.” <i>Proceedings of the Third European Conference of the
    Prognostics and Health Management Society 2016</i>, 2016.
  short: 'T. Kaul, T. Meyer, W. Sextro, in: Proceedings of the Third European Conference
    of the Prognostics and Health Management Society 2016, 2016.'
date_created: 2019-05-27T09:10:07Z
date_updated: 2019-09-30T08:05:55Z
department:
- _id: '151'
language:
- iso: eng
publication: Proceedings of the Third European Conference of the Prognostics and Health
  Management Society 2016
quality_controlled: '1'
status: public
title: Modeling of Complex Redundancy in Technical Systems with Bayesian Networks
type: conference
user_id: '55222'
year: '2016'
...
---
_id: '9966'
abstract:
- lang: eng
  text: Usage of copper wire bonds allows to push power boundaries imposed by aluminum
    wire bonds. Copper allows higher electrical, thermal and mechanical loads than
    aluminum, which currently is the most commonly used material in heavy wire bonding.
    This is the main driving factor for increased usage of copper in high power applications
    such as wind turbines, locomotives or electric vehicles. At the same time, usage
    of copper also increases tool wear and reduces the range of parameter values for
    a stable process, making the process more challenging. To overcome these drawbacks,
    parameter adaptation at runtime using self-optimization is desired. A self-optimizing
    system is based on system objectives that evaluate and quantify system performance.
    System parameters can be changed at runtime such that pre-selected objective values
    are reached. For adaptation of bond process parameters, model-based self-optimization
    is employed. Since it is based on a model of the system, the bond process was
    modeled. In addition to static model parameters such as wire and substrate material
    properties and vibration characteristics of transducer and tool, variable model
    inputs are process parameters. Main simulation result is bonded area in the wiresubstrate
    contact. This model is then used to find valid and optimal working points before
    operation. The working point is composed of normal force and ultrasonic voltage
    trajectories, which are usually determined experimentally. Instead, multiobjective
    optimalization is used to compute trajectories that simultaneously optimize bond
    quality, process duration, tool wear and probability of tool-substrate contacts.
    The values of these objectives are computed using the process model. At runtime,
    selection among pre-determined optimal working points is sufficient to prioritize
    individual objectives. This way, the computationally expensive process of numerically
    solving a multiobjective optimal control problem and the demanding high speed
    bonding process are separated. To evaluate to what extent the pre-defined goals
    of self-optimization are met, an offthe- shelf heavy wire bonding machine was
    modified to allow for parameter adaptation and for transmitting of measurement
    data at runtime. This data is received by an external computer system and evaluated
    to select a new working point. Then, new process parameters are sent to the modified
    bonding machine for use for subsequent bonds. With these components, a full self-optimizing
    system has been implemented.
author:
- first_name: Tobias
  full_name: Meyer , Tobias
  last_name: 'Meyer '
- first_name: Andreas
  full_name: Unger, Andreas
  last_name: Unger
- first_name: Simon
  full_name: Althoff, Simon
  last_name: Althoff
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
- first_name: Michael
  full_name: Brökelmann, Michael
  last_name: Brökelmann
- first_name: Matthias
  full_name: Hunstig, Matthias
  last_name: Hunstig
- first_name: Karsten
  full_name: Guth, Karsten
  last_name: Guth
citation:
  ama: 'Meyer  T, Unger A, Althoff S, et al. Reliable Manufacturing of Heavy Copper
    Wire Bonds Using Online Parameter Adaptation. In: <i>IEEE 66th Electronic Components
    and Technology Conference</i>. ; 2016:622-628. doi:<a href="https://doi.org/10.1109/ECTC.2016.215">10.1109/ECTC.2016.215</a>'
  apa: Meyer , T., Unger, A., Althoff, S., Sextro, W., Brökelmann, M., Hunstig, M.,
    &#38; Guth, K. (2016). Reliable Manufacturing of Heavy Copper Wire Bonds Using
    Online Parameter Adaptation. In <i>IEEE 66th Electronic Components and Technology
    Conference</i> (pp. 622–628). <a href="https://doi.org/10.1109/ECTC.2016.215">https://doi.org/10.1109/ECTC.2016.215</a>
  bibtex: '@inproceedings{Meyer _Unger_Althoff_Sextro_Brökelmann_Hunstig_Guth_2016,
    title={Reliable Manufacturing of Heavy Copper Wire Bonds Using Online Parameter
    Adaptation}, DOI={<a href="https://doi.org/10.1109/ECTC.2016.215">10.1109/ECTC.2016.215</a>},
    booktitle={IEEE 66th Electronic Components and Technology Conference}, author={Meyer
    , Tobias and Unger, Andreas and Althoff, Simon and Sextro, Walter and Brökelmann,
    Michael and Hunstig, Matthias and Guth, Karsten}, year={2016}, pages={622–628}
    }'
  chicago: Meyer , Tobias, Andreas Unger, Simon Althoff, Walter Sextro, Michael Brökelmann,
    Matthias Hunstig, and Karsten Guth. “Reliable Manufacturing of Heavy Copper Wire
    Bonds Using Online Parameter Adaptation.” In <i>IEEE 66th Electronic Components
    and Technology Conference</i>, 622–28, 2016. <a href="https://doi.org/10.1109/ECTC.2016.215">https://doi.org/10.1109/ECTC.2016.215</a>.
  ieee: T. Meyer  <i>et al.</i>, “Reliable Manufacturing of Heavy Copper Wire Bonds
    Using Online Parameter Adaptation,” in <i>IEEE 66th Electronic Components and
    Technology Conference</i>, 2016, pp. 622–628.
  mla: Meyer , Tobias, et al. “Reliable Manufacturing of Heavy Copper Wire Bonds Using
    Online Parameter Adaptation.” <i>IEEE 66th Electronic Components and Technology
    Conference</i>, 2016, pp. 622–28, doi:<a href="https://doi.org/10.1109/ECTC.2016.215">10.1109/ECTC.2016.215</a>.
  short: 'T. Meyer , A. Unger, S. Althoff, W. Sextro, M. Brökelmann, M. Hunstig, K.
    Guth, in: IEEE 66th Electronic Components and Technology Conference, 2016, pp.
    622–628.'
date_created: 2019-05-27T09:17:26Z
date_updated: 2020-05-07T05:33:53Z
department:
- _id: '151'
doi: 10.1109/ECTC.2016.215
keyword:
- Self-optimization
- adaptive system
- bond process
- copper wire
language:
- iso: eng
page: 622-628
project:
- _id: '92'
  grant_number: 02 PQ2210
  name: Intelligente Herstellung zuverlässiger Kupferbondverbindungen
publication: IEEE 66th Electronic Components and Technology Conference
quality_controlled: '1'
status: public
title: Reliable Manufacturing of Heavy Copper Wire Bonds Using Online Parameter Adaptation
type: conference
user_id: '210'
year: '2016'
...
