---
_id: '45916'
author:
- first_name: Nihal
  full_name: Yadalam Murali Kumar, Nihal
  last_name: Yadalam Murali Kumar
citation:
  ama: Yadalam Murali Kumar N. <i>Data Analytics for Predictive Maintenance of Time
    Series Data</i>. Paderborn University; 2023.
  apa: Yadalam Murali Kumar, N. (2023). <i>Data Analytics for Predictive Maintenance
    of Time Series Data</i>. Paderborn University.
  bibtex: '@book{Yadalam Murali Kumar_2023, title={Data Analytics for Predictive Maintenance
    of Time Series Data}, publisher={Paderborn University}, author={Yadalam Murali
    Kumar, Nihal}, year={2023} }'
  chicago: Yadalam Murali Kumar, Nihal. <i>Data Analytics for Predictive Maintenance
    of Time Series Data</i>. Paderborn University, 2023.
  ieee: N. Yadalam Murali Kumar, <i>Data Analytics for Predictive Maintenance of Time
    Series Data</i>. Paderborn University, 2023.
  mla: Yadalam Murali Kumar, Nihal. <i>Data Analytics for Predictive Maintenance of
    Time Series Data</i>. Paderborn University, 2023.
  short: N. Yadalam Murali Kumar, Data Analytics for Predictive Maintenance of Time
    Series Data, Paderborn University, 2023.
date_created: 2023-07-09T12:59:28Z
date_updated: 2023-07-09T13:06:37Z
department:
- _id: '78'
language:
- iso: eng
project:
- _id: '83'
  name: 'SFB 901 - T1: SFB 901 -Subproject T1'
- _id: '82'
  name: 'SFB 901 - T: SFB 901 - Project Area T'
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
publisher: Paderborn University
status: public
title: Data Analytics for Predictive Maintenance of Time Series Data
type: mastersthesis
user_id: '398'
year: '2023'
...
---
_id: '64114'
author:
- first_name: Qazi Arbab
  full_name: Ahmed, Qazi Arbab
  last_name: Ahmed
- first_name: Muhammad
  full_name: Awais, Muhammad
  last_name: Awais
- first_name: Marco
  full_name: Platzner, Marco
  last_name: Platzner
citation:
  ama: 'Ahmed QA, Awais M, Platzner M. MAAS: Hiding Trojans in Approximate Circuits.
    In: <i>2023 24th International Symposium on Quality Electronic Design (ISQED)</i>.
    IEEE; 2023. doi:<a href="https://doi.org/10.1109/isqed57927.2023.10129286">10.1109/isqed57927.2023.10129286</a>'
  apa: 'Ahmed, Q. A., Awais, M., &#38; Platzner, M. (2023). MAAS: Hiding Trojans in
    Approximate Circuits. <i>2023 24th International Symposium on Quality Electronic
    Design (ISQED)</i>. <a href="https://doi.org/10.1109/isqed57927.2023.10129286">https://doi.org/10.1109/isqed57927.2023.10129286</a>'
  bibtex: '@inproceedings{Ahmed_Awais_Platzner_2023, title={MAAS: Hiding Trojans in
    Approximate Circuits}, DOI={<a href="https://doi.org/10.1109/isqed57927.2023.10129286">10.1109/isqed57927.2023.10129286</a>},
    booktitle={2023 24th International Symposium on Quality Electronic Design (ISQED)},
    publisher={IEEE}, author={Ahmed, Qazi Arbab and Awais, Muhammad and Platzner,
    Marco}, year={2023} }'
  chicago: 'Ahmed, Qazi Arbab, Muhammad Awais, and Marco Platzner. “MAAS: Hiding Trojans
    in Approximate Circuits.” In <i>2023 24th International Symposium on Quality Electronic
    Design (ISQED)</i>. IEEE, 2023. <a href="https://doi.org/10.1109/isqed57927.2023.10129286">https://doi.org/10.1109/isqed57927.2023.10129286</a>.'
  ieee: 'Q. A. Ahmed, M. Awais, and M. Platzner, “MAAS: Hiding Trojans in Approximate
    Circuits,” 2023, doi: <a href="https://doi.org/10.1109/isqed57927.2023.10129286">10.1109/isqed57927.2023.10129286</a>.'
  mla: 'Ahmed, Qazi Arbab, et al. “MAAS: Hiding Trojans in Approximate Circuits.”
    <i>2023 24th International Symposium on Quality Electronic Design (ISQED)</i>,
    IEEE, 2023, doi:<a href="https://doi.org/10.1109/isqed57927.2023.10129286">10.1109/isqed57927.2023.10129286</a>.'
  short: 'Q.A. Ahmed, M. Awais, M. Platzner, in: 2023 24th International Symposium
    on Quality Electronic Design (ISQED), IEEE, 2023.'
date_created: 2026-02-11T10:19:40Z
date_updated: 2026-02-11T10:20:32Z
department:
- _id: '78'
doi: 10.1109/isqed57927.2023.10129286
publication: 2023 24th International Symposium on Quality Electronic Design (ISQED)
publication_status: published
publisher: IEEE
status: public
title: 'MAAS: Hiding Trojans in Approximate Circuits'
type: conference
user_id: '64665'
year: '2023'
...
---
_id: '54244'
author:
- first_name: Salem
  full_name: AlAidroos, Salem
  last_name: AlAidroos
citation:
  ama: AlAidroos S. <i>Design and Implementation of a RadioML Demonstrator Based on
    an RFSoC Platform</i>. Paderborn University; 2023.
  apa: AlAidroos, S. (2023). <i>Design and Implementation of a RadioML Demonstrator
    based on an RFSoC Platform</i>. Paderborn University.
  bibtex: '@book{AlAidroos_2023, title={Design and Implementation of a RadioML Demonstrator
    based on an RFSoC Platform}, publisher={Paderborn University}, author={AlAidroos,
    Salem}, year={2023} }'
  chicago: AlAidroos, Salem. <i>Design and Implementation of a RadioML Demonstrator
    Based on an RFSoC Platform</i>. Paderborn University, 2023.
  ieee: S. AlAidroos, <i>Design and Implementation of a RadioML Demonstrator based
    on an RFSoC Platform</i>. Paderborn University, 2023.
  mla: AlAidroos, Salem. <i>Design and Implementation of a RadioML Demonstrator Based
    on an RFSoC Platform</i>. Paderborn University, 2023.
  short: S. AlAidroos, Design and Implementation of a RadioML Demonstrator Based on
    an RFSoC Platform, Paderborn University, 2023.
date_created: 2024-05-13T13:59:16Z
date_updated: 2026-04-27T14:20:33Z
department:
- _id: '78'
language:
- iso: eng
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publisher: Paderborn University
status: public
supervisor:
- first_name: Felix
  full_name: Jentzsch, Felix
  id: '55631'
  last_name: Jentzsch
  orcid: 0000-0003-4987-5708
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
title: Design and Implementation of a RadioML Demonstrator based on an RFSoC Platform
type: mastersthesis
user_id: '55631'
year: '2023'
...
---
_id: '54243'
author:
- first_name: Marvin Osaretin
  full_name: Oviasogie, Marvin Osaretin
  last_name: Oviasogie
citation:
  ama: Oviasogie MO. <i>Demonstrator for Dataflow-Based DNN Acceleration for Vision
    Applications on Platform FPGAs</i>. Paderborn University; 2023.
  apa: Oviasogie, M. O. (2023). <i>Demonstrator for Dataflow-based DNN Acceleration
    for Vision Applications on Platform FPGAs</i>. Paderborn University.
  bibtex: '@book{Oviasogie_2023, title={Demonstrator for Dataflow-based DNN Acceleration
    for Vision Applications on Platform FPGAs}, publisher={Paderborn University},
    author={Oviasogie, Marvin Osaretin}, year={2023} }'
  chicago: Oviasogie, Marvin Osaretin. <i>Demonstrator for Dataflow-Based DNN Acceleration
    for Vision Applications on Platform FPGAs</i>. Paderborn University, 2023.
  ieee: M. O. Oviasogie, <i>Demonstrator for Dataflow-based DNN Acceleration for Vision
    Applications on Platform FPGAs</i>. Paderborn University, 2023.
  mla: Oviasogie, Marvin Osaretin. <i>Demonstrator for Dataflow-Based DNN Acceleration
    for Vision Applications on Platform FPGAs</i>. Paderborn University, 2023.
  short: M.O. Oviasogie, Demonstrator for Dataflow-Based DNN Acceleration for Vision
    Applications on Platform FPGAs, Paderborn University, 2023.
date_created: 2024-05-13T13:58:31Z
date_updated: 2026-04-27T14:20:58Z
department:
- _id: '78'
language:
- iso: eng
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publisher: Paderborn University
status: public
supervisor:
- first_name: Felix
  full_name: Jentzsch, Felix
  id: '55631'
  last_name: Jentzsch
  orcid: 0000-0003-4987-5708
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
title: Demonstrator for Dataflow-based DNN Acceleration for Vision Applications on
  Platform FPGAs
type: bachelorsthesis
user_id: '55631'
year: '2023'
...
---
_id: '54241'
author:
- first_name: Lucas David
  full_name: Reuter, Lucas David
  last_name: Reuter
citation:
  ama: Reuter LD. <i>Development of a Power Analysis Framework for Embedded FPGA Accelerators</i>.
    Paderborn University; 2023.
  apa: Reuter, L. D. (2023). <i>Development of a Power Analysis Framework for Embedded
    FPGA Accelerators</i>. Paderborn University.
  bibtex: '@book{Reuter_2023, title={Development of a Power Analysis Framework for
    Embedded FPGA Accelerators}, publisher={Paderborn University}, author={Reuter,
    Lucas David}, year={2023} }'
  chicago: Reuter, Lucas David. <i>Development of a Power Analysis Framework for Embedded
    FPGA Accelerators</i>. Paderborn University, 2023.
  ieee: L. D. Reuter, <i>Development of a Power Analysis Framework for Embedded FPGA
    Accelerators</i>. Paderborn University, 2023.
  mla: Reuter, Lucas David. <i>Development of a Power Analysis Framework for Embedded
    FPGA Accelerators</i>. Paderborn University, 2023.
  short: L.D. Reuter, Development of a Power Analysis Framework for Embedded FPGA
    Accelerators, Paderborn University, 2023.
date_created: 2024-05-13T13:56:45Z
date_updated: 2026-04-27T14:21:10Z
department:
- _id: '78'
language:
- iso: eng
project:
- _id: '52'
  name: Computing Resources Provided by the Paderborn Center for Parallel Computing
publisher: Paderborn University
status: public
supervisor:
- first_name: Felix
  full_name: Jentzsch, Felix
  id: '55631'
  last_name: Jentzsch
  orcid: 0000-0003-4987-5708
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
title: Development of a Power Analysis Framework for Embedded FPGA Accelerators
type: bachelorsthesis
user_id: '55631'
year: '2023'
...
---
_id: '29945'
author:
- first_name: Linus Matthias
  full_name: Witschen, Linus Matthias
  id: '49051'
  last_name: Witschen
- first_name: Tobias
  full_name: Wiersema, Tobias
  id: '3118'
  last_name: Wiersema
- first_name: Lucas David
  full_name: Reuter, Lucas David
  last_name: Reuter
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: 'Witschen LM, Wiersema T, Reuter LD, Platzner M. Search Space Characterization
    for Approximate Logic Synthesis . In: <i>2022 59th ACM/IEEE Design Automation
    Conference (DAC)</i>.'
  apa: Witschen, L. M., Wiersema, T., Reuter, L. D., &#38; Platzner, M. (n.d.). Search
    Space Characterization for Approximate Logic Synthesis . <i>2022 59th ACM/IEEE
    Design Automation Conference (DAC)</i>. 2022 59th ACM/IEEE Design Automation Conference
    (DAC), San Francisco, USA.
  bibtex: '@inproceedings{Witschen_Wiersema_Reuter_Platzner, title={Search Space Characterization
    for Approximate Logic Synthesis }, booktitle={2022 59th ACM/IEEE Design Automation
    Conference (DAC)}, author={Witschen, Linus Matthias and Wiersema, Tobias and Reuter,
    Lucas David and Platzner, Marco} }'
  chicago: Witschen, Linus Matthias, Tobias Wiersema, Lucas David Reuter, and Marco
    Platzner. “Search Space Characterization for Approximate Logic Synthesis .” In
    <i>2022 59th ACM/IEEE Design Automation Conference (DAC)</i>, n.d.
  ieee: L. M. Witschen, T. Wiersema, L. D. Reuter, and M. Platzner, “Search Space
    Characterization for Approximate Logic Synthesis ,” presented at the 2022 59th
    ACM/IEEE Design Automation Conference (DAC), San Francisco, USA.
  mla: Witschen, Linus Matthias, et al. “Search Space Characterization for Approximate
    Logic Synthesis .” <i>2022 59th ACM/IEEE Design Automation Conference (DAC)</i>.
  short: 'L.M. Witschen, T. Wiersema, L.D. Reuter, M. Platzner, in: 2022 59th ACM/IEEE
    Design Automation Conference (DAC), n.d.'
conference:
  end_date: 2022-07-14
  location: San Francisco, USA
  name: 2022 59th ACM/IEEE Design Automation Conference (DAC)
  start_date: 2022-07-10
date_created: 2022-02-22T07:51:38Z
date_updated: 2022-02-22T07:51:42Z
department:
- _id: '78'
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '12'
  name: 'SFB 901 - B4: SFB 901 - Subproject B4'
publication: 2022 59th ACM/IEEE Design Automation Conference (DAC)
publication_status: accepted
status: public
title: 'Search Space Characterization for Approximate Logic Synthesis '
type: conference
user_id: '49051'
year: '2022'
...
---
_id: '29865'
author:
- first_name: Linus Matthias
  full_name: Witschen, Linus Matthias
  id: '49051'
  last_name: Witschen
- first_name: Tobias
  full_name: Wiersema, Tobias
  id: '3118'
  last_name: Wiersema
- first_name: Matthias
  full_name: Artmann, Matthias
  last_name: Artmann
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: 'Witschen LM, Wiersema T, Artmann M, Platzner M. MUSCAT: MUS-based Circuit
    Approximation Technique. In: <i>Design, Automation and Test in Europe (DATE)</i>.'
  apa: 'Witschen, L. M., Wiersema, T., Artmann, M., &#38; Platzner, M. (n.d.). MUSCAT:
    MUS-based Circuit Approximation Technique. <i>Design, Automation and Test in Europe
    (DATE)</i>. Design, Automation and Test in Europe (DATE), Online.'
  bibtex: '@inproceedings{Witschen_Wiersema_Artmann_Platzner, title={MUSCAT: MUS-based
    Circuit Approximation Technique}, booktitle={Design, Automation and Test in Europe
    (DATE)}, author={Witschen, Linus Matthias and Wiersema, Tobias and Artmann, Matthias
    and Platzner, Marco} }'
  chicago: 'Witschen, Linus Matthias, Tobias Wiersema, Matthias Artmann, and Marco
    Platzner. “MUSCAT: MUS-Based Circuit Approximation Technique.” In <i>Design, Automation
    and Test in Europe (DATE)</i>, n.d.'
  ieee: 'L. M. Witschen, T. Wiersema, M. Artmann, and M. Platzner, “MUSCAT: MUS-based
    Circuit Approximation Technique,” presented at the Design, Automation and Test
    in Europe (DATE), Online.'
  mla: 'Witschen, Linus Matthias, et al. “MUSCAT: MUS-Based Circuit Approximation
    Technique.” <i>Design, Automation and Test in Europe (DATE)</i>.'
  short: 'L.M. Witschen, T. Wiersema, M. Artmann, M. Platzner, in: Design, Automation
    and Test in Europe (DATE), n.d.'
conference:
  location: Online
  name: Design, Automation and Test in Europe (DATE)
date_created: 2022-02-16T16:22:23Z
date_updated: 2022-02-22T07:52:01Z
department:
- _id: '78'
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '12'
  name: 'SFB 901 - B4: SFB 901 - Subproject B4'
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: Design, Automation and Test in Europe (DATE)
publication_status: accepted
status: public
title: 'MUSCAT: MUS-based Circuit Approximation Technique'
type: conference
user_id: '49051'
year: '2022'
...
---
_id: '30971'
author:
- first_name: Tim
  full_name: Hansmeier, Tim
  id: '49992'
  last_name: Hansmeier
  orcid: 0000-0003-1377-3339
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: 'Hansmeier T, Platzner M. Integrating Safety Guarantees into the Learning Classifier
    System XCS. In: <i>Applications of Evolutionary Computation, EvoApplications 2022,
    Proceedings</i>. Vol 13224. Lecture Notes in Computer Science. Springer International
    Publishing; 2022:386-401. doi:<a href="https://doi.org/10.1007/978-3-031-02462-7_25">10.1007/978-3-031-02462-7_25</a>'
  apa: Hansmeier, T., &#38; Platzner, M. (2022). Integrating Safety Guarantees into
    the Learning Classifier System XCS. <i>Applications of Evolutionary Computation,
    EvoApplications 2022, Proceedings</i>, <i>13224</i>, 386–401. <a href="https://doi.org/10.1007/978-3-031-02462-7_25">https://doi.org/10.1007/978-3-031-02462-7_25</a>
  bibtex: '@inproceedings{Hansmeier_Platzner_2022, series={Lecture Notes in Computer
    Science}, title={Integrating Safety Guarantees into the Learning Classifier System
    XCS}, volume={13224}, DOI={<a href="https://doi.org/10.1007/978-3-031-02462-7_25">10.1007/978-3-031-02462-7_25</a>},
    booktitle={Applications of Evolutionary Computation, EvoApplications 2022, Proceedings},
    publisher={Springer International Publishing}, author={Hansmeier, Tim and Platzner,
    Marco}, year={2022}, pages={386–401}, collection={Lecture Notes in Computer Science}
    }'
  chicago: Hansmeier, Tim, and Marco Platzner. “Integrating Safety Guarantees into
    the Learning Classifier System XCS.” In <i>Applications of Evolutionary Computation,
    EvoApplications 2022, Proceedings</i>, 13224:386–401. Lecture Notes in Computer
    Science. Springer International Publishing, 2022. <a href="https://doi.org/10.1007/978-3-031-02462-7_25">https://doi.org/10.1007/978-3-031-02462-7_25</a>.
  ieee: 'T. Hansmeier and M. Platzner, “Integrating Safety Guarantees into the Learning
    Classifier System XCS,” in <i>Applications of Evolutionary Computation, EvoApplications
    2022, Proceedings</i>, Madrid, 2022, vol. 13224, pp. 386–401, doi: <a href="https://doi.org/10.1007/978-3-031-02462-7_25">10.1007/978-3-031-02462-7_25</a>.'
  mla: Hansmeier, Tim, and Marco Platzner. “Integrating Safety Guarantees into the
    Learning Classifier System XCS.” <i>Applications of Evolutionary Computation,
    EvoApplications 2022, Proceedings</i>, vol. 13224, Springer International Publishing,
    2022, pp. 386–401, doi:<a href="https://doi.org/10.1007/978-3-031-02462-7_25">10.1007/978-3-031-02462-7_25</a>.
  short: 'T. Hansmeier, M. Platzner, in: Applications of Evolutionary Computation,
    EvoApplications 2022, Proceedings, Springer International Publishing, 2022, pp.
    386–401.'
conference:
  end_date: 2022-04-22
  location: Madrid
  name: 25th International Conference on Applications of Evolutionary Computation,
    EvoApplications 2022
  start_date: 2022-04-20
date_created: 2022-04-28T09:42:33Z
date_updated: 2022-04-28T10:24:18Z
department:
- _id: '78'
doi: 10.1007/978-3-031-02462-7_25
intvolume: '     13224'
language:
- iso: eng
page: 386-401
project:
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '14'
  name: 'SFB 901 - C2: SFB 901 - Subproject C2'
- _id: '1'
  name: 'SFB 901: SFB 901'
publication: Applications of Evolutionary Computation, EvoApplications 2022, Proceedings
publication_identifier:
  isbn:
  - '9783031024610'
  - '9783031024627'
  issn:
  - 0302-9743
  - 1611-3349
publication_status: published
publisher: Springer International Publishing
series_title: Lecture Notes in Computer Science
status: public
title: Integrating Safety Guarantees into the Learning Classifier System XCS
type: conference
user_id: '49992'
volume: 13224
year: '2022'
...
---
_id: '32855'
author:
- first_name: Lennart
  full_name: Clausing, Lennart
  id: '74287'
  last_name: Clausing
  orcid: 0000-0003-3789-6034
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: 'Clausing L, Platzner M. ReconOS64: A Hardware Operating System for Modern
    Platform FPGAs with 64-Bit Support. In: <i>2022 IEEE International Parallel and
    Distributed Processing Symposium Workshops (IPDPSW)</i>. IEEE; 2022:120-127. doi:<a
    href="https://doi.org/10.1109/ipdpsw55747.2022.00029">10.1109/ipdpsw55747.2022.00029</a>'
  apa: 'Clausing, L., &#38; Platzner, M. (2022). ReconOS64: A Hardware Operating System
    for Modern Platform FPGAs with 64-Bit Support. <i>2022 IEEE International Parallel
    and Distributed Processing Symposium Workshops (IPDPSW)</i>, 120–127. <a href="https://doi.org/10.1109/ipdpsw55747.2022.00029">https://doi.org/10.1109/ipdpsw55747.2022.00029</a>'
  bibtex: '@inproceedings{Clausing_Platzner_2022, title={ReconOS64: A Hardware Operating
    System for Modern Platform FPGAs with 64-Bit Support}, DOI={<a href="https://doi.org/10.1109/ipdpsw55747.2022.00029">10.1109/ipdpsw55747.2022.00029</a>},
    booktitle={2022 IEEE International Parallel and Distributed Processing Symposium
    Workshops (IPDPSW)}, publisher={IEEE}, author={Clausing, Lennart and Platzner,
    Marco}, year={2022}, pages={120–127} }'
  chicago: 'Clausing, Lennart, and Marco Platzner. “ReconOS64: A Hardware Operating
    System for Modern Platform FPGAs with 64-Bit Support.” In <i>2022 IEEE International
    Parallel and Distributed Processing Symposium Workshops (IPDPSW)</i>, 120–27.
    IEEE, 2022. <a href="https://doi.org/10.1109/ipdpsw55747.2022.00029">https://doi.org/10.1109/ipdpsw55747.2022.00029</a>.'
  ieee: 'L. Clausing and M. Platzner, “ReconOS64: A Hardware Operating System for
    Modern Platform FPGAs with 64-Bit Support,” in <i>2022 IEEE International Parallel
    and Distributed Processing Symposium Workshops (IPDPSW)</i>,  Lyon, France, 2022,
    pp. 120–127, doi: <a href="https://doi.org/10.1109/ipdpsw55747.2022.00029">10.1109/ipdpsw55747.2022.00029</a>.'
  mla: 'Clausing, Lennart, and Marco Platzner. “ReconOS64: A Hardware Operating System
    for Modern Platform FPGAs with 64-Bit Support.” <i>2022 IEEE International Parallel
    and Distributed Processing Symposium Workshops (IPDPSW)</i>, IEEE, 2022, pp. 120–27,
    doi:<a href="https://doi.org/10.1109/ipdpsw55747.2022.00029">10.1109/ipdpsw55747.2022.00029</a>.'
  short: 'L. Clausing, M. Platzner, in: 2022 IEEE International Parallel and Distributed
    Processing Symposium Workshops (IPDPSW), IEEE, 2022, pp. 120–127.'
conference:
  end_date: 2022-06-03
  location: ' Lyon, France'
  name: 2022 IEEE International Parallel and Distributed Processing Symposium Workshops
    (IPDPSW)
  start_date: 2022-05-30
date_created: 2022-08-16T09:58:34Z
date_updated: 2022-11-18T09:36:00Z
department:
- _id: '78'
doi: 10.1109/ipdpsw55747.2022.00029
language:
- iso: eng
page: 120-127
project:
- _id: '83'
  name: 'SFB 901 - T1: SFB 901 -Subproject T1'
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '82'
  name: 'SFB 901 - T: SFB 901 - Project Area T'
publication: 2022 IEEE International Parallel and Distributed Processing Symposium
  Workshops (IPDPSW)
publication_identifier:
  eisbn:
  - 978-1-6654-9747-3
publication_status: published
publisher: IEEE
status: public
title: 'ReconOS64: A Hardware Operating System for Modern Platform FPGAs with 64-Bit
  Support'
type: conference
user_id: '477'
year: '2022'
...
---
_id: '33253'
author:
- first_name: Tim
  full_name: Hansmeier, Tim
  id: '49992'
  last_name: Hansmeier
  orcid: 0000-0003-1377-3339
- first_name: Mathis
  full_name: Brede, Mathis
  last_name: Brede
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: 'Hansmeier T, Brede M, Platzner M. XCS on Embedded Systems: An Analysis of
    Execution Profiles and Accelerated Classifier Deletion. In: <i>GECCO ’22: Proceedings
    of the Genetic and Evolutionary Computation Conference Companion</i>. Association
    for Computing Machinery (ACM); 2022:2071-2079. doi:<a href="https://doi.org/10.1145/3520304.3533977">10.1145/3520304.3533977</a>'
  apa: 'Hansmeier, T., Brede, M., &#38; Platzner, M. (2022). XCS on Embedded Systems:
    An Analysis of Execution Profiles and Accelerated Classifier Deletion. <i>GECCO
    ’22: Proceedings of the Genetic and Evolutionary Computation Conference Companion</i>,
    2071–2079. <a href="https://doi.org/10.1145/3520304.3533977">https://doi.org/10.1145/3520304.3533977</a>'
  bibtex: '@inproceedings{Hansmeier_Brede_Platzner_2022, place={New York, NY, United
    States}, title={XCS on Embedded Systems: An Analysis of Execution Profiles and
    Accelerated Classifier Deletion}, DOI={<a href="https://doi.org/10.1145/3520304.3533977">10.1145/3520304.3533977</a>},
    booktitle={GECCO ’22: Proceedings of the Genetic and Evolutionary Computation
    Conference Companion}, publisher={Association for Computing Machinery (ACM)},
    author={Hansmeier, Tim and Brede, Mathis and Platzner, Marco}, year={2022}, pages={2071–2079}
    }'
  chicago: 'Hansmeier, Tim, Mathis Brede, and Marco Platzner. “XCS on Embedded Systems:
    An Analysis of Execution Profiles and Accelerated Classifier Deletion.” In <i>GECCO
    ’22: Proceedings of the Genetic and Evolutionary Computation Conference Companion</i>,
    2071–79. New York, NY, United States: Association for Computing Machinery (ACM),
    2022. <a href="https://doi.org/10.1145/3520304.3533977">https://doi.org/10.1145/3520304.3533977</a>.'
  ieee: 'T. Hansmeier, M. Brede, and M. Platzner, “XCS on Embedded Systems: An Analysis
    of Execution Profiles and Accelerated Classifier Deletion,” in <i>GECCO ’22: Proceedings
    of the Genetic and Evolutionary Computation Conference Companion</i>, Boston,
    MA, USA, 2022, pp. 2071–2079, doi: <a href="https://doi.org/10.1145/3520304.3533977">10.1145/3520304.3533977</a>.'
  mla: 'Hansmeier, Tim, et al. “XCS on Embedded Systems: An Analysis of Execution
    Profiles and Accelerated Classifier Deletion.” <i>GECCO ’22: Proceedings of the
    Genetic and Evolutionary Computation Conference Companion</i>, Association for
    Computing Machinery (ACM), 2022, pp. 2071–79, doi:<a href="https://doi.org/10.1145/3520304.3533977">10.1145/3520304.3533977</a>.'
  short: 'T. Hansmeier, M. Brede, M. Platzner, in: GECCO ’22: Proceedings of the Genetic
    and Evolutionary Computation Conference Companion, Association for Computing Machinery
    (ACM), New York, NY, United States, 2022, pp. 2071–2079.'
conference:
  end_date: 2022-07-13
  location: Boston, MA, USA
  name: International Workshop on Learning Classifier Systems (IWLCS 2022)
  start_date: 2022-07-09
date_created: 2022-09-02T11:47:17Z
date_updated: 2022-11-18T10:13:22Z
department:
- _id: '78'
doi: 10.1145/3520304.3533977
language:
- iso: eng
page: 2071-2079
place: New York, NY, United States
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '14'
  name: 'SFB 901 - C2: SFB 901 - Subproject C2'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
publication: 'GECCO ''22: Proceedings of the Genetic and Evolutionary Computation
  Conference Companion'
publication_status: published
publisher: Association for Computing Machinery (ACM)
status: public
title: 'XCS on Embedded Systems: An Analysis of Execution Profiles and Accelerated
  Classifier Deletion'
type: conference
user_id: '477'
year: '2022'
...
---
_id: '29769'
abstract:
- lang: eng
  text: 'Wettstreit zwischen der Entwicklung neuer Hardwaretrojaner und entsprechender
    Gegenmaßnahmen beschreiten Widersacher immer raffiniertere Wege um Schaltungsentwürfe
    zu infizieren und dabei selbst fortgeschrittene Test- und Verifikationsmethoden
    zu überlisten. Abgesehen von den konventionellen Methoden um einen Trojaner in
    eine Schaltung für ein Field-programmable Gate Array (FPGA) einzuschleusen, können
    auch die Entwurfswerkzeuge heimlich kompromittiert werden um einen Angreifer dabei
    zu unterstützen einen erfolgreichen Angriff durchzuführen, der zum Beispiel Fehlfunktionen
    oder ungewollte Informationsabflüsse bewirken kann. Diese Dissertation beschäftigt
    sich hauptsächlich mit den beiden Blickwinkeln auf Hardwaretrojaner in rekonfigurierbaren
    Systemen, einerseits der Perspektive des Verteidigers mit einer Methode zur Erkennung
    von Trojanern auf der Bitstromebene, und andererseits derjenigen des Angreifers
    mit einer neuartigen Angriffsmethode für FPGA Trojaner. Für die Verteidigung gegen
    den Trojaner ``Heimtückische LUT'''' stellen wir die allererste erfolgreiche Gegenmaßnahme
    vor, die durch Verifikation mittels Proof-carrying Hardware (PCH) auf der Bitstromebene
    direkt vor der Konfiguration der Hardware angewendet werden kann, und präsentieren
    ein vollständiges Schema für den Entwurf und die Verifikation von Schaltungen
    für iCE40 FPGAs. Für die Gegenseite führen wir einen neuen Angriff ein, welcher
    bösartiges Routing im eingefügten Trojaner ausnutzt um selbst im fertigen Bitstrom
    in einem inaktiven Zustand zu verbleiben: Hierdurch kann dieser neuartige Angriff
    zur Zeit weder von herkömmlichen Test- und Verifikationsmethoden, noch von unserer
    vorher vorgestellten Verifikation auf der Bitstromebene entdeckt werden.'
- lang: eng
  text: The battle of developing hardware Trojans and corresponding countermeasures
    has taken adversaries towards ingenious ways of compromising hardware designs
    by circumventing even advanced testing and verification methods. Besides conventional
    methods of inserting Trojans into a design by a malicious entity, the design flow
    for field-programmable gate arrays (FPGAs) can also be surreptitiously compromised
    to assist the attacker to perform a successful malfunctioning or information leakage
    attack. This thesis mainly focuses on the two aspects of hardware Trojans in reconfigurable
    systems, the defenders perspective which corresponds to the bitstream-level Trojan
    detection technique, and the attackers perspective which corresponds to a novel
    FPGA Trojan attack. From the defender's perspective, we introduce a first-ever
    successful pre-configuration countermeasure against the ``Malicious LUT''-hardware
    Trojan, by employing bitstream-level Proof-Carrying Hardware (PCH) and present
    the complete design-and-verification flow for iCE40 FPGAs. Likewise, from an attackers
    perspective, we present a novel attack that leverages malicious routing of the
    inserted Trojan circuit to acquire a dormant state even in the generated and transmitted
    bitstream. Since the Trojan is injected in a post-synthesis step and remains unconnected
    in the bitstream, the presented attack can currently neither be prevented by conventional
    testing and verification methods nor by bitstream-level verification techniques.
author:
- first_name: Qazi Arbab
  full_name: Ahmed, Qazi Arbab
  id: '72764'
  last_name: Ahmed
  orcid: 0000-0002-1837-2254
citation:
  ama: Ahmed QA. <i>Hardware Trojans in Reconfigurable Computing</i>.  Paderborn University,
    Paderborn, Germany; 2022. doi:<a href="https://doi.org/10.17619/UNIPB/1-1271">10.17619/UNIPB/1-1271</a>
  apa: Ahmed, Q. A. (2022). <i>Hardware Trojans in Reconfigurable Computing</i>.  Paderborn
    University, Paderborn, Germany. <a href="https://doi.org/10.17619/UNIPB/1-1271">https://doi.org/10.17619/UNIPB/1-1271</a>
  bibtex: '@book{Ahmed_2022, place={Paderborn}, title={Hardware Trojans in Reconfigurable
    Computing}, DOI={<a href="https://doi.org/10.17619/UNIPB/1-1271">10.17619/UNIPB/1-1271</a>},
    publisher={ Paderborn University, Paderborn, Germany}, author={Ahmed, Qazi Arbab},
    year={2022} }'
  chicago: 'Ahmed, Qazi Arbab. <i>Hardware Trojans in Reconfigurable Computing</i>.
    Paderborn:  Paderborn University, Paderborn, Germany, 2022. <a href="https://doi.org/10.17619/UNIPB/1-1271">https://doi.org/10.17619/UNIPB/1-1271</a>.'
  ieee: 'Q. A. Ahmed, <i>Hardware Trojans in Reconfigurable Computing</i>. Paderborn:  Paderborn
    University, Paderborn, Germany, 2022.'
  mla: Ahmed, Qazi Arbab. <i>Hardware Trojans in Reconfigurable Computing</i>.  Paderborn
    University, Paderborn, Germany, 2022, doi:<a href="https://doi.org/10.17619/UNIPB/1-1271">10.17619/UNIPB/1-1271</a>.
  short: Q.A. Ahmed, Hardware Trojans in Reconfigurable Computing,  Paderborn University,
    Paderborn, Germany, Paderborn, 2022.
date_created: 2022-02-07T14:02:36Z
date_updated: 2022-11-30T13:39:01Z
ddc:
- '004'
department:
- _id: '78'
doi: 10.17619/UNIPB/1-1271
has_accepted_license: '1'
keyword:
- FPGA Security
- Hardware Trojans
- Bitstream-level Trojans
- Bitstream Verification
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: "\turn:nbn:de:hbz:466:2-40303"
oa: '1'
place: Paderborn
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '14'
  name: 'SFB 901 - C2: SFB 901 - Subproject C2'
publication_status: published
publisher: ' Paderborn University, Paderborn, Germany'
status: public
supervisor:
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
title: Hardware Trojans in Reconfigurable Computing
type: dissertation
user_id: '477'
year: '2022'
...
---
_id: '29541'
author:
- first_name: Christian
  full_name: Lienen, Christian
  id: '60323'
  last_name: Lienen
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: 'Lienen C, Platzner M. ReconROS Executor: Event-Driven Programming of FPGA-accelerated
    ROS 2 Applications. Published online 2022.'
  apa: 'Lienen, C., &#38; Platzner, M. (2022). <i>ReconROS Executor: Event-Driven
    Programming of FPGA-accelerated ROS 2 Applications</i>.'
  bibtex: '@article{Lienen_Platzner_2022, title={ReconROS Executor: Event-Driven Programming
    of FPGA-accelerated ROS 2 Applications}, author={Lienen, Christian and Platzner,
    Marco}, year={2022} }'
  chicago: 'Lienen, Christian, and Marco Platzner. “ReconROS Executor: Event-Driven
    Programming of FPGA-Accelerated ROS 2 Applications,” 2022.'
  ieee: 'C. Lienen and M. Platzner, “ReconROS Executor: Event-Driven Programming of
    FPGA-accelerated ROS 2 Applications.” 2022.'
  mla: 'Lienen, Christian, and Marco Platzner. <i>ReconROS Executor: Event-Driven
    Programming of FPGA-Accelerated ROS 2 Applications</i>. 2022.'
  short: C. Lienen, M. Platzner, (2022).
date_created: 2022-01-26T08:52:20Z
date_updated: 2022-01-28T08:30:16Z
department:
- _id: '78'
language:
- iso: eng
main_file_link:
- url: https://arxiv.org/abs/2201.07454
status: public
title: 'ReconROS Executor: Event-Driven Programming of FPGA-accelerated ROS 2 Applications'
type: preprint
user_id: '60323'
year: '2022'
...
---
_id: '34007'
author:
- first_name: Christian
  full_name: Lienen, Christian
  id: '60323'
  last_name: Lienen
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: Lienen C, Platzner M. Task Mapping for Hardware-Accelerated Robotics Applications
    using ReconROS.
  apa: Lienen, C., &#38; Platzner, M. (n.d.). <i>Task Mapping for Hardware-Accelerated
    Robotics Applications using ReconROS</i>. 2022 Sixth IEEE International Conference
    on Robotic Computing (IRC) , Neaples, Italy.
  bibtex: '@inproceedings{Lienen_Platzner, title={Task Mapping for Hardware-Accelerated
    Robotics Applications using ReconROS}, author={Lienen, Christian and Platzner,
    Marco} }'
  chicago: Lienen, Christian, and Marco Platzner. “Task Mapping for Hardware-Accelerated
    Robotics Applications Using ReconROS,” n.d.
  ieee: C. Lienen and M. Platzner, “Task Mapping for Hardware-Accelerated Robotics
    Applications using ReconROS,” presented at the 2022 Sixth IEEE International Conference
    on Robotic Computing (IRC) , Neaples, Italy.
  mla: Lienen, Christian, and Marco Platzner. <i>Task Mapping for Hardware-Accelerated
    Robotics Applications Using ReconROS</i>.
  short: 'C. Lienen, M. Platzner, in: n.d.'
conference:
  location: Neaples, Italy
  name: '2022 Sixth IEEE International Conference on Robotic Computing (IRC) '
date_created: 2022-11-04T09:26:42Z
date_updated: 2022-11-04T09:26:47Z
department:
- _id: '78'
language:
- iso: eng
publication_status: accepted
status: public
title: Task Mapping for Hardware-Accelerated Robotics Applications using ReconROS
type: conference
user_id: '60323'
year: '2022'
...
---
_id: '34005'
author:
- first_name: Christian
  full_name: Lienen, Christian
  id: '60323'
  last_name: Lienen
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: 'Lienen C, Platzner M. Event-Driven Programming of FPGA-accelerated ROS 2 Robotics
    Applications. In: <i>2022 25th Euromicro Conference on Digital System Design (DSD)</i>.
    doi:<a href="https://doi.org/10.1109/DSD57027.2022.00088">10.1109/DSD57027.2022.00088</a>'
  apa: Lienen, C., &#38; Platzner, M. (n.d.). Event-Driven Programming of FPGA-accelerated
    ROS 2 Robotics Applications. <i>2022 25th Euromicro Conference on Digital System
    Design (DSD)</i>. 25th Euromicro Conference on Digital System Design (DSD), Maspalomas,
    Gran Canaria, Spain. <a href="https://doi.org/10.1109/DSD57027.2022.00088">https://doi.org/10.1109/DSD57027.2022.00088</a>
  bibtex: '@inproceedings{Lienen_Platzner, title={Event-Driven Programming of FPGA-accelerated
    ROS 2 Robotics Applications}, DOI={<a href="https://doi.org/10.1109/DSD57027.2022.00088">10.1109/DSD57027.2022.00088</a>},
    booktitle={2022 25th Euromicro Conference on Digital System Design (DSD)}, author={Lienen,
    Christian and Platzner, Marco} }'
  chicago: Lienen, Christian, and Marco Platzner. “Event-Driven Programming of FPGA-Accelerated
    ROS 2 Robotics Applications.” In <i>2022 25th Euromicro Conference on Digital
    System Design (DSD)</i>, n.d. <a href="https://doi.org/10.1109/DSD57027.2022.00088">https://doi.org/10.1109/DSD57027.2022.00088</a>.
  ieee: 'C. Lienen and M. Platzner, “Event-Driven Programming of FPGA-accelerated
    ROS 2 Robotics Applications,” presented at the 25th Euromicro Conference on Digital
    System Design (DSD), Maspalomas, Gran Canaria, Spain, doi: <a href="https://doi.org/10.1109/DSD57027.2022.00088">10.1109/DSD57027.2022.00088</a>.'
  mla: Lienen, Christian, and Marco Platzner. “Event-Driven Programming of FPGA-Accelerated
    ROS 2 Robotics Applications.” <i>2022 25th Euromicro Conference on Digital System
    Design (DSD)</i>, doi:<a href="https://doi.org/10.1109/DSD57027.2022.00088">10.1109/DSD57027.2022.00088</a>.
  short: 'C. Lienen, M. Platzner, in: 2022 25th Euromicro Conference on Digital System
    Design (DSD), n.d.'
conference:
  location: Maspalomas, Gran Canaria, Spain
  name: 25th Euromicro Conference on Digital System Design (DSD)
date_created: 2022-11-04T09:24:47Z
date_updated: 2023-01-06T06:38:27Z
department:
- _id: '78'
doi: 10.1109/DSD57027.2022.00088
language:
- iso: eng
publication: 2022 25th Euromicro Conference on Digital System Design (DSD)
publication_status: accepted
status: public
title: Event-Driven Programming of FPGA-accelerated ROS 2 Robotics Applications
type: conference
user_id: '60323'
year: '2022'
...
---
_id: '34041'
author:
- first_name: Linus Matthias
  full_name: Witschen, Linus Matthias
  id: '49051'
  last_name: Witschen
citation:
  ama: Witschen LM. <i>Frameworks and Methodologies for Search-Based Approximate Logic
    Synthesis</i>.; 2022. doi:<a href="https://doi.org/10.17619/UNIPB/1-1649">10.17619/UNIPB/1-1649</a>
  apa: Witschen, L. M. (2022). <i>Frameworks and Methodologies for Search-based Approximate
    Logic Synthesis</i>. <a href="https://doi.org/10.17619/UNIPB/1-1649">https://doi.org/10.17619/UNIPB/1-1649</a>
  bibtex: '@book{Witschen_2022, title={Frameworks and Methodologies for Search-based
    Approximate Logic Synthesis}, DOI={<a href="https://doi.org/10.17619/UNIPB/1-1649">10.17619/UNIPB/1-1649</a>},
    author={Witschen, Linus Matthias}, year={2022} }'
  chicago: Witschen, Linus Matthias. <i>Frameworks and Methodologies for Search-Based
    Approximate Logic Synthesis</i>, 2022. <a href="https://doi.org/10.17619/UNIPB/1-1649">https://doi.org/10.17619/UNIPB/1-1649</a>.
  ieee: L. M. Witschen, <i>Frameworks and Methodologies for Search-based Approximate
    Logic Synthesis</i>. 2022.
  mla: Witschen, Linus Matthias. <i>Frameworks and Methodologies for Search-Based
    Approximate Logic Synthesis</i>. 2022, doi:<a href="https://doi.org/10.17619/UNIPB/1-1649">10.17619/UNIPB/1-1649</a>.
  short: L.M. Witschen, Frameworks and Methodologies for Search-Based Approximate
    Logic Synthesis, 2022.
date_created: 2022-11-09T06:26:22Z
date_updated: 2023-01-19T06:41:22Z
department:
- _id: '78'
doi: 10.17619/UNIPB/1-1649
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '12'
  name: 'SFB 901 - B4: SFB 901 - Subproject B4'
status: public
supervisor:
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
title: Frameworks and Methodologies for Search-based Approximate Logic Synthesis
type: dissertation
user_id: '15504'
year: '2022'
...
---
_id: '32342'
author:
- first_name: Qazi Arbab
  full_name: Ahmed, Qazi Arbab
  id: '72764'
  last_name: Ahmed
  orcid: 0000-0002-1837-2254
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: 'Ahmed QA, Platzner M. On the Detection and Circumvention of Bitstream-Level
    Trojans in FPGAs. In: IEEE Computer Society Annual Symposium on VLSI (ISVLSI,2022);
    2022.'
  apa: Ahmed, Q. A., &#38; Platzner, M. (2022). <i>On the Detection and Circumvention
    of Bitstream-Level Trojans in FPGAs</i>. IEEE Computer Society Annual Symposium
    on VLSI Aliathon Resort, Pafos, Cyprus.
  bibtex: '@inproceedings{Ahmed_Platzner_2022, place={Pafos, Cyprus}, title={On the
    Detection and Circumvention of Bitstream-Level Trojans in FPGAs}, publisher={IEEE
    Computer Society Annual Symposium on VLSI (ISVLSI,2022)}, author={Ahmed, Qazi
    Arbab and Platzner, Marco}, year={2022} }'
  chicago: 'Ahmed, Qazi Arbab, and Marco Platzner. “On the Detection and Circumvention
    of Bitstream-Level Trojans in FPGAs.” Pafos, Cyprus: IEEE Computer Society Annual
    Symposium on VLSI (ISVLSI,2022), 2022.'
  ieee: Q. A. Ahmed and M. Platzner, “On the Detection and Circumvention of Bitstream-Level
    Trojans in FPGAs,” presented at the IEEE Computer Society Annual Symposium on
    VLSI Aliathon Resort, Pafos, Cyprus, 2022.
  mla: Ahmed, Qazi Arbab, and Marco Platzner. <i>On the Detection and Circumvention
    of Bitstream-Level Trojans in FPGAs</i>. IEEE Computer Society Annual Symposium
    on VLSI (ISVLSI,2022), 2022.
  short: 'Q.A. Ahmed, M. Platzner, in: IEEE Computer Society Annual Symposium on VLSI
    (ISVLSI,2022), Pafos, Cyprus, 2022.'
conference:
  end_date: July 6, 2022
  location: Pafos, Cyprus
  name: IEEE Computer Society Annual Symposium on VLSI Aliathon Resort,
  start_date: ' July 4, 2022'
date_created: 2022-07-12T19:56:48Z
date_updated: 2023-04-19T15:04:30Z
department:
- _id: '78'
language:
- iso: eng
place: Pafos, Cyprus
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '12'
  name: 'SFB 901 - B4: SFB 901 - Subproject B4'
publisher: IEEE Computer Society Annual Symposium on VLSI (ISVLSI,2022)
status: public
title: On the Detection and Circumvention of Bitstream-Level Trojans in FPGAs
type: conference
user_id: '72764'
year: '2022'
...
---
_id: '33990'
abstract:
- lang: eng
  text: Deep neural networks (DNNs) are penetrating into a broad spectrum of applications
    and replacing manual algorithmic implementations, including the radio frequency
    communications domain with classical signal processing algorithms. However, the
    high throughput (gigasamples per second) and low latency requirements of this
    application domain pose a significant hurdle for adopting computationally demanding
    DNNs. In this article, we explore highly specialized DNN inference accelerator
    approaches on field-programmable gate arrays (FPGAs) for RadioML modulation classification.
    Using an automated end-to-end flow for the generation of the FPGA solution, we
    can easily explore a spectrum of solutions that optimize for different design
    targets, including accuracy, power efficiency, resources, throughput, and latency.
    By leveraging reduced precision arithmetic and customized streaming dataflow,
    we demonstrate a solution that meets the application requirements and outperforms
    alternative FPGA efforts by 3.5x in terms of throughput. Against modern embedded
    graphics processing units (GPUs), we measure >10x higher throughput and >100x
    lower latency under comparable accuracy and power envelopes.
author:
- first_name: Felix
  full_name: Jentzsch, Felix
  id: '55631'
  last_name: Jentzsch
  orcid: 0000-0003-4987-5708
- first_name: Yaman
  full_name: Umuroglu, Yaman
  last_name: Umuroglu
- first_name: Alessandro
  full_name: Pappalardo, Alessandro
  last_name: Pappalardo
- first_name: Michaela
  full_name: Blott, Michaela
  last_name: Blott
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
citation:
  ama: 'Jentzsch F, Umuroglu Y, Pappalardo A, Blott M, Platzner M. RadioML Meets FINN:
    Enabling Future RF Applications With FPGA Streaming Architectures. <i>IEEE Micro</i>.
    2022;42(6):125-133. doi:<a href="https://doi.org/10.1109/MM.2022.3202091">10.1109/MM.2022.3202091</a>'
  apa: 'Jentzsch, F., Umuroglu, Y., Pappalardo, A., Blott, M., &#38; Platzner, M.
    (2022). RadioML Meets FINN: Enabling Future RF Applications With FPGA Streaming
    Architectures. <i>IEEE Micro</i>, <i>42</i>(6), 125–133. <a href="https://doi.org/10.1109/MM.2022.3202091">https://doi.org/10.1109/MM.2022.3202091</a>'
  bibtex: '@article{Jentzsch_Umuroglu_Pappalardo_Blott_Platzner_2022, title={RadioML
    Meets FINN: Enabling Future RF Applications With FPGA Streaming Architectures},
    volume={42}, DOI={<a href="https://doi.org/10.1109/MM.2022.3202091">10.1109/MM.2022.3202091</a>},
    number={6}, journal={IEEE Micro}, publisher={IEEE}, author={Jentzsch, Felix and
    Umuroglu, Yaman and Pappalardo, Alessandro and Blott, Michaela and Platzner, Marco},
    year={2022}, pages={125–133} }'
  chicago: 'Jentzsch, Felix, Yaman Umuroglu, Alessandro Pappalardo, Michaela Blott,
    and Marco Platzner. “RadioML Meets FINN: Enabling Future RF Applications With
    FPGA Streaming Architectures.” <i>IEEE Micro</i> 42, no. 6 (2022): 125–33. <a
    href="https://doi.org/10.1109/MM.2022.3202091">https://doi.org/10.1109/MM.2022.3202091</a>.'
  ieee: 'F. Jentzsch, Y. Umuroglu, A. Pappalardo, M. Blott, and M. Platzner, “RadioML
    Meets FINN: Enabling Future RF Applications With FPGA Streaming Architectures,”
    <i>IEEE Micro</i>, vol. 42, no. 6, pp. 125–133, 2022, doi: <a href="https://doi.org/10.1109/MM.2022.3202091">10.1109/MM.2022.3202091</a>.'
  mla: 'Jentzsch, Felix, et al. “RadioML Meets FINN: Enabling Future RF Applications
    With FPGA Streaming Architectures.” <i>IEEE Micro</i>, vol. 42, no. 6, IEEE, 2022,
    pp. 125–33, doi:<a href="https://doi.org/10.1109/MM.2022.3202091">10.1109/MM.2022.3202091</a>.'
  short: F. Jentzsch, Y. Umuroglu, A. Pappalardo, M. Blott, M. Platzner, IEEE Micro
    42 (2022) 125–133.
date_created: 2022-11-03T14:42:16Z
date_updated: 2023-04-04T15:09:17Z
department:
- _id: '78'
doi: 10.1109/MM.2022.3202091
intvolume: '        42'
issue: '6'
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/9933377
page: 125-133
project:
- _id: '52'
  name: 'PC2: Computing Resources Provided by the Paderborn Center for Parallel Computing'
publication: IEEE Micro
publication_status: published
publisher: IEEE
status: public
title: 'RadioML Meets FINN: Enabling Future RF Applications With FPGA Streaming Architectures'
type: journal_article
user_id: '55631'
volume: 42
year: '2022'
...
---
_id: '45715'
author:
- first_name: Vanessa Ingrid
  full_name: Tcheussi Ngayap, Vanessa Ingrid
  last_name: Tcheussi Ngayap
citation:
  ama: Tcheussi Ngayap VI. <i>FreeRTOS on a MicroBlaze Soft-Core Processor with Hardware
    Accelerators</i>.; 2022.
  apa: Tcheussi Ngayap, V. I. (2022). <i>FreeRTOS on a MicroBlaze Soft-Core Processor
    with Hardware Accelerators</i>.
  bibtex: '@book{Tcheussi Ngayap_2022, title={FreeRTOS on a MicroBlaze Soft-Core Processor
    with Hardware Accelerators}, author={Tcheussi Ngayap, Vanessa Ingrid}, year={2022}
    }'
  chicago: Tcheussi Ngayap, Vanessa Ingrid. <i>FreeRTOS on a MicroBlaze Soft-Core
    Processor with Hardware Accelerators</i>, 2022.
  ieee: V. I. Tcheussi Ngayap, <i>FreeRTOS on a MicroBlaze Soft-Core Processor with
    Hardware Accelerators</i>. 2022.
  mla: Tcheussi Ngayap, Vanessa Ingrid. <i>FreeRTOS on a MicroBlaze Soft-Core Processor
    with Hardware Accelerators</i>. 2022.
  short: V.I. Tcheussi Ngayap, FreeRTOS on a MicroBlaze Soft-Core Processor with Hardware
    Accelerators, 2022.
date_created: 2023-06-22T12:04:57Z
date_updated: 2023-06-22T12:07:53Z
department:
- _id: '78'
language:
- iso: eng
project:
- _id: '83'
  name: 'SFB 901 - T1: SFB 901 -Subproject T1'
- _id: '82'
  name: 'SFB 901 - T: SFB 901 - Project Area T'
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
status: public
supervisor:
- first_name: Lennart
  full_name: Clausing, Lennart
  id: '74287'
  last_name: Clausing
  orcid: 0000-0003-3789-6034
- first_name: Marco
  full_name: Platzner, Marco
  id: '398'
  last_name: Platzner
- first_name: Sybille
  full_name: Hellebrand, Sybille
  id: '209'
  last_name: Hellebrand
  orcid: 0000-0002-3717-3939
title: FreeRTOS on a MicroBlaze Soft-Core Processor with Hardware Accelerators
type: mastersthesis
user_id: '74287'
year: '2022'
...
---
_id: '45914'
author:
- first_name: Suraj
  full_name: Manjunatha, Suraj
  last_name: Manjunatha
citation:
  ama: Manjunatha S. <i>Dealing With Pre-Processing And Feature Extraction Of Time-Series
    Data In  Predictive Maintenance</i>. Paderborn University ; 2022.
  apa: Manjunatha, S. (2022). <i>Dealing With Pre-Processing And Feature Extraction
    Of Time-Series Data In  Predictive Maintenance</i>. Paderborn University .
  bibtex: '@book{Manjunatha_2022, title={Dealing With Pre-Processing And Feature Extraction
    Of Time-Series Data In  Predictive Maintenance}, publisher={Paderborn University
    }, author={Manjunatha, Suraj}, year={2022} }'
  chicago: Manjunatha, Suraj. <i>Dealing With Pre-Processing And Feature Extraction
    Of Time-Series Data In  Predictive Maintenance</i>. Paderborn University , 2022.
  ieee: S. Manjunatha, <i>Dealing With Pre-Processing And Feature Extraction Of Time-Series
    Data In  Predictive Maintenance</i>. Paderborn University , 2022.
  mla: Manjunatha, Suraj. <i>Dealing With Pre-Processing And Feature Extraction Of
    Time-Series Data In  Predictive Maintenance</i>. Paderborn University , 2022.
  short: S. Manjunatha, Dealing With Pre-Processing And Feature Extraction Of Time-Series
    Data In  Predictive Maintenance, Paderborn University , 2022.
date_created: 2023-07-09T12:54:08Z
date_updated: 2023-07-09T13:05:11Z
department:
- _id: '78'
language:
- iso: eng
project:
- _id: '83'
  name: 'SFB 901 - T1: SFB 901 -Subproject T1'
- _id: '82'
  name: 'SFB 901 - T: SFB 901 - Project Area T'
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
publisher: 'Paderborn University '
status: public
supervisor:
- first_name: 'Marco '
  full_name: 'Platzner, Marco '
  last_name: Platzner
title: Dealing With Pre-Processing And Feature Extraction Of Time-Series Data In  Predictive
  Maintenance
type: mastersthesis
user_id: '398'
year: '2022'
...
---
_id: '45915'
author:
- first_name: Parvinder
  full_name: Kaur , Parvinder
  last_name: 'Kaur '
citation:
  ama: Kaur  P. <i>Analysis of Time-Series Classification in Conditional Monitoring
    Systems</i>.; 2022.
  apa: Kaur , P. (2022). <i>Analysis of Time-Series Classification in Conditional
    Monitoring Systems</i>.
  bibtex: '@book{Kaur _2022, place={Paderborn University }, title={Analysis of Time-Series
    Classification in Conditional Monitoring Systems}, author={Kaur , Parvinder},
    year={2022} }'
  chicago: Kaur , Parvinder. <i>Analysis of Time-Series Classification in Conditional
    Monitoring Systems</i>. Paderborn University , 2022.
  ieee: P. Kaur , <i>Analysis of Time-Series Classification in Conditional Monitoring
    Systems</i>. Paderborn University , 2022.
  mla: Kaur , Parvinder. <i>Analysis of Time-Series Classification in Conditional
    Monitoring Systems</i>. 2022.
  short: P. Kaur , Analysis of Time-Series Classification in Conditional Monitoring
    Systems, Paderborn University , 2022.
date_created: 2023-07-09T12:58:06Z
date_updated: 2023-07-09T13:05:55Z
department:
- _id: '78'
language:
- iso: eng
place: 'Paderborn University '
project:
- _id: '83'
  name: 'SFB 901 - T1: SFB 901 -Subproject T1'
- _id: '82'
  name: 'SFB 901 - T: SFB 901 - Project Area T'
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
status: public
supervisor:
- first_name: Marco
  full_name: Platzner, Marco
  last_name: Platzner
title: Analysis of Time-Series Classification in Conditional Monitoring Systems
type: mastersthesis
user_id: '398'
year: '2022'
...
