---
_id: '47837'
author:
- first_name: Tim
full_name: Hansmeier, Tim
last_name: Hansmeier
citation:
ama: Hansmeier T. XCS for Self-Awareness in Autonomous Computing Systems.;
2023.
apa: Hansmeier, T. (2023). XCS for Self-awareness in Autonomous Computing Systems.
bibtex: '@book{Hansmeier_2023, title={XCS for Self-awareness in Autonomous Computing
Systems}, author={Hansmeier, Tim}, year={2023} }'
chicago: Hansmeier, Tim. XCS for Self-Awareness in Autonomous Computing Systems,
2023.
ieee: T. Hansmeier, XCS for Self-awareness in Autonomous Computing Systems.
2023.
mla: Hansmeier, Tim. XCS for Self-Awareness in Autonomous Computing Systems.
2023.
short: T. Hansmeier, XCS for Self-Awareness in Autonomous Computing Systems, 2023.
date_created: 2023-10-06T12:45:58Z
date_updated: 2023-10-06T12:46:08Z
department:
- _id: '78'
language:
- iso: eng
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)'
status: public
supervisor:
- first_name: Marco
full_name: Platzner, Marco
id: '398'
last_name: Platzner
title: XCS for Self-awareness in Autonomous Computing Systems
type: dissertation
user_id: '15504'
year: '2023'
...
---
_id: '45893'
author:
- first_name: Tim
full_name: Hansmeier, Tim
id: '49992'
last_name: Hansmeier
orcid: 0000-0003-1377-3339
- first_name: Tobias
full_name: Kenter, Tobias
id: '3145'
last_name: Kenter
- first_name: Marius
full_name: Meyer, Marius
id: '40778'
last_name: Meyer
- first_name: Heinrich
full_name: Riebler, Heinrich
id: '8961'
last_name: Riebler
- first_name: Marco
full_name: Platzner, Marco
id: '398'
last_name: Platzner
- first_name: Christian
full_name: Plessl, Christian
id: '16153'
last_name: Plessl
orcid: 0000-0001-5728-9982
citation:
ama: 'Hansmeier T, Kenter T, Meyer M, Riebler H, Platzner M, Plessl C. Compute Centers
I: Heterogeneous Execution Environments. In: Haake C-J, Meyer auf der Heide F,
Platzner M, Wachsmuth H, Wehrheim H, eds. On-The-Fly Computing -- Individualized
IT-Services in Dynamic Markets. Vol 412. Verlagsschriftenreihe des Heinz Nixdorf
Instituts. Heinz Nixdorf Institut, Universität Paderborn; 2023:165-182. doi:10.5281/zenodo.8068642'
apa: 'Hansmeier, T., Kenter, T., Meyer, M., Riebler, H., Platzner, M., & Plessl,
C. (2023). Compute Centers I: Heterogeneous Execution Environments. 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 (Vol. 412, pp.
165–182). Heinz Nixdorf Institut, Universität Paderborn. https://doi.org/10.5281/zenodo.8068642'
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={10.5281/zenodo.8068642},
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 On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets,
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. https://doi.org/10.5281/zenodo.8068642.'
ieee: 'T. Hansmeier, T. Kenter, M. Meyer, H. Riebler, M. Platzner, and C. Plessl,
“Compute Centers I: Heterogeneous Execution Environments,” in On-The-Fly Computing
-- Individualized IT-services in dynamic markets, 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.”
On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets,
edited by Claus-Jochen Haake et al., vol. 412, Heinz Nixdorf Institut, Universität
Paderborn, 2023, pp. 165–82, doi:10.5281/zenodo.8068642.'
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: '42839'
author:
- first_name: Florian
full_name: Mehlich, Florian
last_name: Mehlich
citation:
ama: Mehlich F. An Evaluation of XCS on the OpenAI Gym. Paderborn University;
2023.
apa: Mehlich, F. (2023). An Evaluation of XCS on the OpenAI Gym. Paderborn
University.
bibtex: '@book{Mehlich_2023, place={Paderborn}, title={An Evaluation of XCS on the
OpenAI Gym}, publisher={Paderborn University}, author={Mehlich, Florian}, year={2023}
}'
chicago: 'Mehlich, Florian. An Evaluation of XCS on the OpenAI Gym. Paderborn:
Paderborn University, 2023.'
ieee: 'F. Mehlich, An Evaluation of XCS on the OpenAI Gym. Paderborn: Paderborn
University, 2023.'
mla: Mehlich, Florian. An Evaluation of XCS on the OpenAI Gym. Paderborn
University, 2023.
short: F. Mehlich, An Evaluation of XCS on the OpenAI Gym, Paderborn University,
Paderborn, 2023.
date_created: 2023-03-07T12:22:57Z
date_updated: 2024-05-15T13:14:54Z
department:
- _id: '78'
extern: '1'
language:
- iso: eng
place: Paderborn
project:
- _id: '14'
grant_number: '160364472'
name: 'SFB 901 - C2: SFB 901 - Subproject C2'
- _id: '4'
name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '1'
grant_number: '160364472'
name: 'SFB 901: SFB 901'
publisher: Paderborn University
status: public
supervisor:
- first_name: Marco
full_name: Platzner, Marco
id: '398'
last_name: Platzner
- first_name: Tim
full_name: Hansmeier, Tim
id: '49992'
last_name: Hansmeier
orcid: 0000-0003-1377-3339
title: An Evaluation of XCS on the OpenAI Gym
type: bachelorsthesis
user_id: '398'
year: '2023'
...
---
_id: '45863'
abstract:
- lang: eng
text: "In the proposal for our CRC in 2011, we formulated a vision of markets for\r\nIT
services that describes an approach to the provision of such services\r\nthat
was novel at that time and, to a large extent, remains so today:\r\n„Our vision
of on-the-fly computing is that of IT services individually and\r\nautomatically
configured and brought to execution from flexibly combinable\r\nservices traded
on markets. At the same time, we aim at organizing\r\nmarkets whose participants
maintain a lively market of services through\r\nappropriate entrepreneurial actions.“\r\nOver
the last 12 years, we have developed methods and techniques to\r\naddress problems
critical to the convenient, efficient, and secure use of\r\non-the-fly computing.
Among other things, we have made the description\r\nof services more convenient
by allowing natural language input,\r\nincreased the quality of configured services
through (natural language)\r\ninteraction and more efficient configuration processes
and analysis\r\nprocedures, made the quality of (the products of) providers in
the\r\nmarketplace transparent through reputation systems, and increased the\r\nresource
efficiency of execution through reconfigurable heterogeneous\r\ncomputing nodes
and an integrated treatment of service description and\r\nconfiguration. We have
also developed network infrastructures that have\r\na high degree of adaptivity,
scalability, efficiency, and reliability, and\r\nprovide cryptographic guarantees
of anonymity and security for market\r\nparticipants and their products and services.\r\nTo
demonstrate the pervasiveness of the OTF computing approach, we\r\nhave implemented
a proof-of-concept for OTF computing that can run\r\ntypical scenarios of an OTF
market. We illustrated the approach using\r\na cutting-edge application scenario
– automated machine learning (AutoML).\r\nFinally, we have been pushing our work
for the perpetuation of\r\nOn-The-Fly Computing beyond the SFB and sharing the
expertise gained\r\nin the SFB in events with industry partners as well as transfer
projects.\r\nThis work required a broad spectrum of expertise. Computer scientists\r\nand
economists with research interests such as computer networks and\r\ndistributed
algorithms, security and cryptography, software engineering\r\nand verification,
configuration and machine learning, computer engineering\r\nand HPC, microeconomics
and game theory, business informatics\r\nand management have successfully collaborated
here."
alternative_title:
- Collaborative Research Centre 901 (2011 – 2023)
author:
- first_name: Claus-Jochen
full_name: Haake, Claus-Jochen
id: '20801'
last_name: Haake
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
id: '15523'
last_name: Meyer auf der Heide
- first_name: Marco
full_name: Platzner, Marco
id: '398'
last_name: Platzner
- first_name: Henning
full_name: Wachsmuth, Henning
id: '3900'
last_name: Wachsmuth
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
citation:
ama: Haake C-J, Meyer auf der Heide F, Platzner M, Wachsmuth H, Wehrheim H. On-The-Fly
Computing -- Individualized IT-Services in Dynamic Markets. Vol 412. Heinz
Nixdorf Institut, Universität Paderborn; 2023. doi:10.17619/UNIPB/1-1797
apa: Haake, C.-J., Meyer auf der Heide, F., Platzner, M., Wachsmuth, H., & Wehrheim,
H. (2023). On-The-Fly Computing -- Individualized IT-services in dynamic markets
(Vol. 412). Heinz Nixdorf Institut, Universität Paderborn. https://doi.org/10.17619/UNIPB/1-1797
bibtex: '@book{Haake_Meyer auf der Heide_Platzner_Wachsmuth_Wehrheim_2023, place={Paderborn},
series={Verlagsschriftenreihe des Heinz Nixdorf Instituts}, title={On-The-Fly
Computing -- Individualized IT-services in dynamic markets}, volume={412}, DOI={10.17619/UNIPB/1-1797}, publisher={Heinz
Nixdorf Institut, Universität Paderborn}, author={Haake, Claus-Jochen and Meyer
auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim,
Heike}, year={2023}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts}
}'
chicago: 'Haake, Claus-Jochen, Friedhelm Meyer auf der Heide, Marco Platzner, Henning
Wachsmuth, and Heike Wehrheim. On-The-Fly Computing -- Individualized IT-Services
in Dynamic Markets. Vol. 412. Verlagsschriftenreihe Des Heinz Nixdorf Instituts.
Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023. https://doi.org/10.17619/UNIPB/1-1797.'
ieee: 'C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, and H. Wehrheim,
On-The-Fly Computing -- Individualized IT-services in dynamic markets,
vol. 412. Paderborn: Heinz Nixdorf Institut, Universität Paderborn, 2023.'
mla: Haake, Claus-Jochen, et al. On-The-Fly Computing -- Individualized IT-Services
in Dynamic Markets. Heinz Nixdorf Institut, Universität Paderborn, 2023, doi:10.17619/UNIPB/1-1797.
short: C.-J. Haake, F. Meyer auf der Heide, M. Platzner, H. Wachsmuth, H. Wehrheim,
On-The-Fly Computing -- Individualized IT-Services in Dynamic Markets, Heinz Nixdorf
Institut, Universität Paderborn, Paderborn, 2023.
date_created: 2023-07-05T07:16:51Z
date_updated: 2024-07-12T12:07:59Z
ddc:
- '000'
department:
- _id: '7'
- _id: '78'
- _id: '26'
doi: 10.17619/UNIPB/1-1797
file:
- access_level: open_access
content_type: application/pdf
creator: ups
date_created: 2023-07-05T07:15:55Z
date_updated: 2023-07-05T07:19:14Z
file_id: '45864'
file_name: SFB-Buch-Final.pdf
file_size: 15480050
relation: main_file
file_date_updated: 2023-07-05T07:19:14Z
has_accepted_license: '1'
intvolume: ' 412'
language:
- iso: eng
oa: '1'
page: '247'
place: Paderborn
project:
- _id: '1'
grant_number: '160364472'
name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
in dynamischen Märkten '
- _id: '2'
name: 'SFB 901 - A: SFB 901 - Project Area A'
- _id: '3'
name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '4'
name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '82'
name: 'SFB 901 - T: SFB 901 - Project Area T'
- _id: '5'
grant_number: '160364472'
name: 'SFB 901 - A1: SFB 901 - Möglichkeiten und Grenzen lokaler Strategien in dynamischen
Netzen (Subproject A1)'
- _id: '7'
grant_number: '160364472'
name: 'SFB 901 - A3: SFB 901 - Der Markt für Services: Anreize, Algorithmen, Implementation
(Subproject A3)'
- _id: '8'
grant_number: '160364472'
name: 'SFB 901 - A4: SFB 901 - Empirische Analysen in Märkten für OTF Dienstleistungen
(Subproject A4)'
- _id: '9'
grant_number: '160364472'
name: 'SFB 901 - B1: SFB 901 - Parametrisierte Servicespezifikation (Subproject
B1)'
- _id: '10'
grant_number: '160364472'
name: 'SFB 901 - B2: Konfiguration und Bewertung (B02)'
- _id: '11'
name: 'SFB 901 - B3: SFB 901 - Subproject B3'
- _id: '12'
name: 'SFB 901 - B4: SFB 901 - Subproject B4'
- _id: '13'
grant_number: '160364472'
name: 'SFB 901 - C1: SFB 901 - Subproject C1'
- _id: '14'
grant_number: '160364472'
name: 'SFB 901 - C2: SFB 901 - On-The-Fly Compute Centers I: Heterogene Ausführungsumgebungen
(Subproject C2)'
- _id: '16'
grant_number: '160364472'
name: 'SFB 901 - C4: SFB 901 - On-The-Fly Compute Centers II: Ausführung komponierter
Dienste in konfigurierbaren Rechenzentren (Subproject C4)'
- _id: '17'
name: 'SFB 901 - C5: SFB 901 - Subproject C5'
- _id: '83'
name: 'SFB 901 - T1: SFB 901 -Subproject T1'
- _id: '84'
grant_number: '160364472'
name: 'SFB 901 - T2: SFB 901 -Subproject T2'
publication_identifier:
unknown:
- 978-3-947647-31-6
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
title: On-The-Fly Computing -- Individualized IT-services in dynamic markets
type: book
user_id: '1112'
volume: 412
year: '2023'
...
---
_id: '38041'
abstract:
- lang: eng
text: "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.\r\n
\ 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."
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. ACM Transactions
on Reconfigurable Technology and Systems. Published online 2023. doi:10.1145/3576200
apa: Meyer, M., Kenter, T., & Plessl, C. (2023). Multi-FPGA Designs and Scaling
of HPC Challenge Benchmarks via MPI and Circuit-Switched Inter-FPGA Networks.
ACM Transactions on Reconfigurable Technology and Systems. https://doi.org/10.1145/3576200
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={10.1145/3576200}, 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.” ACM Transactions on Reconfigurable Technology and Systems, 2023.
https://doi.org/10.1145/3576200.
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,” ACM
Transactions on Reconfigurable Technology and Systems, 2023, doi: 10.1145/3576200.'
mla: Meyer, Marius, et al. “Multi-FPGA Designs and Scaling of HPC Challenge Benchmarks
via MPI and Circuit-Switched Inter-FPGA Networks.” ACM Transactions on Reconfigurable
Technology and Systems, Association for Computing Machinery (ACM), 2023, doi:10.1145/3576200.
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: '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: Applications of Evolutionary Computation, EvoApplications 2022,
Proceedings. Vol 13224. Lecture Notes in Computer Science. Springer International
Publishing; 2022:386-401. doi:10.1007/978-3-031-02462-7_25'
apa: Hansmeier, T., & Platzner, M. (2022). Integrating Safety Guarantees into
the Learning Classifier System XCS. Applications of Evolutionary Computation,
EvoApplications 2022, Proceedings, 13224, 386–401. https://doi.org/10.1007/978-3-031-02462-7_25
bibtex: '@inproceedings{Hansmeier_Platzner_2022, series={Lecture Notes in Computer
Science}, title={Integrating Safety Guarantees into the Learning Classifier System
XCS}, volume={13224}, DOI={10.1007/978-3-031-02462-7_25},
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 Applications of Evolutionary Computation,
EvoApplications 2022, Proceedings, 13224:386–401. Lecture Notes in Computer
Science. Springer International Publishing, 2022. https://doi.org/10.1007/978-3-031-02462-7_25.
ieee: 'T. Hansmeier and M. Platzner, “Integrating Safety Guarantees into the Learning
Classifier System XCS,” in Applications of Evolutionary Computation, EvoApplications
2022, Proceedings, Madrid, 2022, vol. 13224, pp. 386–401, doi: 10.1007/978-3-031-02462-7_25.'
mla: Hansmeier, Tim, and Marco Platzner. “Integrating Safety Guarantees into the
Learning Classifier System XCS.” Applications of Evolutionary Computation,
EvoApplications 2022, Proceedings, vol. 13224, Springer International Publishing,
2022, pp. 386–401, doi:10.1007/978-3-031-02462-7_25.
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: '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: GECCO ’22: Proceedings
of the Genetic and Evolutionary Computation Conference Companion. Association
for Computing Machinery (ACM); 2022:2071-2079. doi:10.1145/3520304.3533977'
apa: 'Hansmeier, T., Brede, M., & Platzner, M. (2022). XCS on Embedded Systems:
An Analysis of Execution Profiles and Accelerated Classifier Deletion. GECCO
’22: Proceedings of the Genetic and Evolutionary Computation Conference Companion,
2071–2079. https://doi.org/10.1145/3520304.3533977'
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={10.1145/3520304.3533977},
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 GECCO
’22: Proceedings of the Genetic and Evolutionary Computation Conference Companion,
2071–79. New York, NY, United States: Association for Computing Machinery (ACM),
2022. https://doi.org/10.1145/3520304.3533977.'
ieee: 'T. Hansmeier, M. Brede, and M. Platzner, “XCS on Embedded Systems: An Analysis
of Execution Profiles and Accelerated Classifier Deletion,” in GECCO ’22: Proceedings
of the Genetic and Evolutionary Computation Conference Companion, Boston,
MA, USA, 2022, pp. 2071–2079, doi: 10.1145/3520304.3533977.'
mla: 'Hansmeier, Tim, et al. “XCS on Embedded Systems: An Analysis of Execution
Profiles and Accelerated Classifier Deletion.” GECCO ’22: Proceedings of the
Genetic and Evolutionary Computation Conference Companion, Association for
Computing Machinery (ACM), 2022, pp. 2071–79, doi:10.1145/3520304.3533977.'
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. Hardware Trojans in Reconfigurable Computing. Paderborn University,
Paderborn, Germany; 2022. doi:10.17619/UNIPB/1-1271
apa: Ahmed, Q. A. (2022). Hardware Trojans in Reconfigurable Computing. Paderborn
University, Paderborn, Germany. https://doi.org/10.17619/UNIPB/1-1271
bibtex: '@book{Ahmed_2022, place={Paderborn}, title={Hardware Trojans in Reconfigurable
Computing}, DOI={10.17619/UNIPB/1-1271},
publisher={ Paderborn University, Paderborn, Germany}, author={Ahmed, Qazi Arbab},
year={2022} }'
chicago: 'Ahmed, Qazi Arbab. Hardware Trojans in Reconfigurable Computing.
Paderborn: Paderborn University, Paderborn, Germany, 2022. https://doi.org/10.17619/UNIPB/1-1271.'
ieee: 'Q. A. Ahmed, Hardware Trojans in Reconfigurable Computing. Paderborn: Paderborn
University, Paderborn, Germany, 2022.'
mla: Ahmed, Qazi Arbab. Hardware Trojans in Reconfigurable Computing. Paderborn
University, Paderborn, Germany, 2022, doi:10.17619/UNIPB/1-1271.
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: '29151'
abstract:
- lang: eng
text: Automation becomes a vital part in the High-Performance computing system in
situational dynamics to take the decisions on the fly. Heterogeneous compute nodes
consist of computing resources such as CPU, GPU and FPGA and are the important
components of the high-performance computing system that can adapt the automation
to achieve the given goal. While implanting automation in the computing resources,
management of the resources is one of the essential aspects that need to be taken
care of. Tasks are continuously executed on the resources using its unique characteristics.
Effective scheduling is essential to make the best use of the characteristics
provided by each resource. Scheduling enables the execution of each task by allocating
resources so that they take advantage of all the characteristics of the compute
resources. Various scheduling heuristics can be used to create effective scheduling,
which might require the execution time to schedule the task efficiently. Providing
actual execution time is not possible in many cases; hence we can provide the
estimations for the actual execution time . The purpose of this master's thesis
is to design a predictive model or system that estimates the execution time required
to execute tasks using historical execution time data on the heterogeneous compute
nodes. In this thesis, regression techniques(SGD Regressor, Passive-Aggressive
Regressor, MLP Regressor, and XCSF Regressor) are compared in terms of their prediction
accuracy in order to determine which technique produces reliable predictions for
the execution time. These estimations must be generated in an online learning
environment in which data points arrive in any sequence, one by one, and the regression
model must learn from them. After evaluating the regression algorithms, it is
seen that the XCSF regressor provides the highest overall prediction accuracy
for the supplied data sets. The regression technique's parameters also play a
significant role in achieving an acceptable prediction accuracy. As a remark,
when using online learning in regression analysis, the accuracy depends upon both
the order of sequential data points that are coming to train the model and the
parameter configuration for each regression technique.
author:
- first_name: Chinmay
full_name: Kashikar, Chinmay
last_name: Kashikar
citation:
ama: Kashikar C. A Comparison of Machine Learning Techniques for the On-Line
Characterization of Tasks Executed on Heterogeneous Compute Nodes. Paderborn
University; 2021.
apa: Kashikar, C. (2021). A Comparison of Machine Learning Techniques for the
On-line Characterization of Tasks Executed on Heterogeneous Compute Nodes.
Paderborn University.
bibtex: '@book{Kashikar_2021, place={Paderborn}, title={A Comparison of Machine
Learning Techniques for the On-line Characterization of Tasks Executed on Heterogeneous
Compute Nodes}, publisher={Paderborn University}, author={Kashikar, Chinmay},
year={2021} }'
chicago: 'Kashikar, Chinmay. A Comparison of Machine Learning Techniques for
the On-Line Characterization of Tasks Executed on Heterogeneous Compute Nodes.
Paderborn: Paderborn University, 2021.'
ieee: 'C. Kashikar, A Comparison of Machine Learning Techniques for the On-line
Characterization of Tasks Executed on Heterogeneous Compute Nodes. Paderborn:
Paderborn University, 2021.'
mla: Kashikar, Chinmay. A Comparison of Machine Learning Techniques for the On-Line
Characterization of Tasks Executed on Heterogeneous Compute Nodes. Paderborn
University, 2021.
short: C. Kashikar, A Comparison of Machine Learning Techniques for the On-Line
Characterization of Tasks Executed on Heterogeneous Compute Nodes, Paderborn University,
Paderborn, 2021.
date_created: 2022-01-04T09:24:52Z
date_updated: 2022-01-06T06:58:46Z
department:
- _id: '78'
language:
- iso: eng
place: Paderborn
project:
- _id: '14'
name: SFB 901 - Subproject C2
- _id: '4'
name: SFB 901 - Project Area C
- _id: '1'
name: SFB 901
publisher: Paderborn University
status: public
supervisor:
- first_name: Marco
full_name: Platzner, Marco
id: '398'
last_name: Platzner
- first_name: Tim
full_name: Hansmeier, Tim
id: '49992'
last_name: Hansmeier
orcid: 0000-0003-1377-3339
title: A Comparison of Machine Learning Techniques for the On-line Characterization
of Tasks Executed on Heterogeneous Compute Nodes
type: mastersthesis
user_id: '49992'
year: '2021'
...
---
_id: '22483'
abstract:
- lang: eng
text: This bachelor thesis presents a C/C++ implementation of the XCS algorithm
for an embedded system and profiling results concerning the execution time of
the functions. These are then analyzed in relation to the input characteristics
of the examined learning environments and compared with related work. Three main
conclusions can be drawn from the measured results. First, the maximum size of
the population of the classifiers influences the runtime of the genetic algorithm;
second, the size of the input space has a direct effect on the execution time
of the matching function; and last, a larger action space results in a longer
runtime generating the prediction for the possible actions. The dependencies identified
here can serve to optimize the computational efficiency and make XCS more suitable
for embedded systems.
author:
- first_name: Mathis
full_name: Brede, Mathis
last_name: Brede
citation:
ama: 'Brede M. Implementation and Profiling of XCS in the Context of Embedded
Systems. Paderborn: Paderborn University; 2021.'
apa: 'Brede, M. (2021). Implementation and Profiling of XCS in the Context of
Embedded Systems. Paderborn: Paderborn University.'
bibtex: '@book{Brede_2021, place={Paderborn}, title={Implementation and Profiling
of XCS in the Context of Embedded Systems}, publisher={Paderborn University},
author={Brede, Mathis}, year={2021} }'
chicago: 'Brede, Mathis. Implementation and Profiling of XCS in the Context of
Embedded Systems. Paderborn: Paderborn University, 2021.'
ieee: 'M. Brede, Implementation and Profiling of XCS in the Context of Embedded
Systems. Paderborn: Paderborn University, 2021.'
mla: Brede, Mathis. Implementation and Profiling of XCS in the Context of Embedded
Systems. Paderborn University, 2021.
short: M. Brede, Implementation and Profiling of XCS in the Context of Embedded
Systems, Paderborn University, Paderborn, 2021.
date_created: 2021-06-21T09:35:03Z
date_updated: 2022-01-06T06:55:33Z
department:
- _id: '78'
extern: '1'
language:
- iso: eng
place: Paderborn
project:
- _id: '14'
name: SFB 901 - Subproject C2
- _id: '4'
name: SFB 901 - Project Area C
- _id: '1'
name: SFB 901
publisher: Paderborn University
status: public
supervisor:
- first_name: Marco
full_name: Platzner, Marco
id: '398'
last_name: Platzner
- first_name: Tim
full_name: Hansmeier, Tim
id: '49992'
last_name: Hansmeier
orcid: 0000-0003-1377-3339
title: Implementation and Profiling of XCS in the Context of Embedded Systems
type: bachelorsthesis
user_id: '477'
year: '2021'
...
---
_id: '29137'
author:
- first_name: Tim
full_name: Hansmeier, Tim
id: '49992'
last_name: Hansmeier
orcid: 0000-0003-1377-3339
citation:
ama: 'Hansmeier T. Self-aware Operation of Heterogeneous Compute Nodes using the
Learning Classifier System XCS. In: HEART ’21: Proceedings of the 11th International
Symposium on Highly Efficient Accelerators and Reconfigurable Technologies.
Association for Computing Machinery (ACM); 2021. doi:10.1145/3468044.3468055'
apa: 'Hansmeier, T. (2021). Self-aware Operation of Heterogeneous Compute Nodes
using the Learning Classifier System XCS. HEART ’21: Proceedings of the 11th
International Symposium on Highly Efficient Accelerators and Reconfigurable Technologies.
International Symposium on Highly Efficient Accelerators and Reconfigurable Technologies
(HEART ’21), Online. https://doi.org/10.1145/3468044.3468055'
bibtex: '@inproceedings{Hansmeier_2021, place={New York, NY, United States}, title={Self-aware
Operation of Heterogeneous Compute Nodes using the Learning Classifier System
XCS}, DOI={10.1145/3468044.3468055},
booktitle={HEART ’21: Proceedings of the 11th International Symposium on Highly
Efficient Accelerators and Reconfigurable Technologies}, publisher={Association
for Computing Machinery (ACM)}, author={Hansmeier, Tim}, year={2021} }'
chicago: 'Hansmeier, Tim. “Self-Aware Operation of Heterogeneous Compute Nodes Using
the Learning Classifier System XCS.” In HEART ’21: Proceedings of the 11th
International Symposium on Highly Efficient Accelerators and Reconfigurable Technologies.
New York, NY, United States: Association for Computing Machinery (ACM), 2021.
https://doi.org/10.1145/3468044.3468055.'
ieee: 'T. Hansmeier, “Self-aware Operation of Heterogeneous Compute Nodes using
the Learning Classifier System XCS,” presented at the International Symposium
on Highly Efficient Accelerators and Reconfigurable Technologies (HEART ’21),
Online, 2021, doi: 10.1145/3468044.3468055.'
mla: 'Hansmeier, Tim. “Self-Aware Operation of Heterogeneous Compute Nodes Using
the Learning Classifier System XCS.” HEART ’21: Proceedings of the 11th International
Symposium on Highly Efficient Accelerators and Reconfigurable Technologies,
Association for Computing Machinery (ACM), 2021, doi:10.1145/3468044.3468055.'
short: 'T. Hansmeier, in: HEART ’21: Proceedings of the 11th International Symposium
on Highly Efficient Accelerators and Reconfigurable Technologies, Association
for Computing Machinery (ACM), New York, NY, United States, 2021.'
conference:
end_date: 2021-06-23
location: Online
name: International Symposium on Highly Efficient Accelerators and Reconfigurable
Technologies (HEART ’21)
start_date: 2021-06-21
date_created: 2021-12-27T12:01:02Z
date_updated: 2022-11-18T10:03:24Z
department:
- _id: '78'
doi: 10.1145/3468044.3468055
language:
- iso: eng
place: New York, NY, United States
project:
- _id: '4'
name: SFB 901 - Project Area C
- _id: '1'
name: 'SFB 901: SFB 901'
- _id: '14'
name: 'SFB 901 - C2: SFB 901 - Subproject C2'
publication: 'HEART ''21: Proceedings of the 11th International Symposium on Highly
Efficient Accelerators and Reconfigurable Technologies'
publication_status: published
publisher: Association for Computing Machinery (ACM)
status: public
title: Self-aware Operation of Heterogeneous Compute Nodes using the Learning Classifier
System XCS
type: conference
user_id: '477'
year: '2021'
...
---
_id: '21813'
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. An Experimental Comparison of Explore/Exploit Strategies
for the Learning Classifier System XCS. In: GECCO ’21: Proceedings of the Genetic
and Evolutionary Computation Conference Companion. Association for Computing
Machinery (ACM); 2021:1639–1647. doi:10.1145/3449726.3463159'
apa: 'Hansmeier, T., & Platzner, M. (2021). An Experimental Comparison of Explore/Exploit
Strategies for the Learning Classifier System XCS. GECCO ’21: Proceedings of
the Genetic and Evolutionary Computation Conference Companion, 1639–1647.
https://doi.org/10.1145/3449726.3463159'
bibtex: '@inproceedings{Hansmeier_Platzner_2021, place={New York, NY, United States},
title={An Experimental Comparison of Explore/Exploit Strategies for the Learning
Classifier System XCS}, DOI={10.1145/3449726.3463159},
booktitle={GECCO ’21: Proceedings of the Genetic and Evolutionary Computation
Conference Companion}, publisher={Association for Computing Machinery (ACM)},
author={Hansmeier, Tim and Platzner, Marco}, year={2021}, pages={1639–1647} }'
chicago: 'Hansmeier, Tim, and Marco Platzner. “An Experimental Comparison of Explore/Exploit
Strategies for the Learning Classifier System XCS.” In GECCO ’21: Proceedings
of the Genetic and Evolutionary Computation Conference Companion, 1639–1647.
New York, NY, United States: Association for Computing Machinery (ACM), 2021.
https://doi.org/10.1145/3449726.3463159.'
ieee: 'T. Hansmeier and M. Platzner, “An Experimental Comparison of Explore/Exploit
Strategies for the Learning Classifier System XCS,” in GECCO ’21: Proceedings
of the Genetic and Evolutionary Computation Conference Companion, Lille, France,
2021, pp. 1639–1647, doi: 10.1145/3449726.3463159.'
mla: 'Hansmeier, Tim, and Marco Platzner. “An Experimental Comparison of Explore/Exploit
Strategies for the Learning Classifier System XCS.” GECCO ’21: Proceedings
of the Genetic and Evolutionary Computation Conference Companion, Association
for Computing Machinery (ACM), 2021, pp. 1639–1647, doi:10.1145/3449726.3463159.'
short: 'T. Hansmeier, M. Platzner, in: GECCO ’21: Proceedings of the Genetic and
Evolutionary Computation Conference Companion, Association for Computing Machinery
(ACM), New York, NY, United States, 2021, pp. 1639–1647.'
conference:
end_date: 2021-07-14
location: Lille, France
name: International Workshop on Learning Classifier Systems (IWLCS 2021)
start_date: 2021-07-10
date_created: 2021-04-28T09:08:17Z
date_updated: 2022-09-02T09:42:38Z
department:
- _id: '78'
doi: 10.1145/3449726.3463159
language:
- iso: eng
page: 1639–1647
place: New York, NY, United States
project:
- _id: '4'
name: SFB 901 - Project Area C
- _id: '1'
name: SFB 901
- _id: '14'
name: SFB 901 - Subproject C2
publication: 'GECCO ''21: Proceedings of the Genetic and Evolutionary Computation
Conference Companion'
publication_identifier:
isbn:
- 978-1-4503-8351-6
publication_status: published
publisher: Association for Computing Machinery (ACM)
status: public
title: An Experimental Comparison of Explore/Exploit Strategies for the Learning Classifier
System XCS
type: conference
user_id: '49992'
year: '2021'
...
---
_id: '17063'
author:
- first_name: Tim
full_name: Hansmeier, Tim
id: '49992'
last_name: Hansmeier
orcid: 0000-0003-1377-3339
- first_name: Paul
full_name: Kaufmann, Paul
last_name: Kaufmann
- first_name: Marco
full_name: Platzner, Marco
id: '398'
last_name: Platzner
citation:
ama: 'Hansmeier T, Kaufmann P, Platzner M. An Adaption Mechanism for the Error Threshold
of XCSF. In: GECCO ’20: Proceedings of the Genetic and Evolutionary Computation
Conference Companion. Association for Computing Machinery (ACM); 2020:1756-1764.
doi:10.1145/3377929.3398106'
apa: 'Hansmeier, T., Kaufmann, P., & Platzner, M. (2020). An Adaption Mechanism
for the Error Threshold of XCSF. GECCO ’20: Proceedings of the Genetic and
Evolutionary Computation Conference Companion, 1756–1764. https://doi.org/10.1145/3377929.3398106'
bibtex: '@inproceedings{Hansmeier_Kaufmann_Platzner_2020, place={New York, NY, United
States}, title={An Adaption Mechanism for the Error Threshold of XCSF}, DOI={10.1145/3377929.3398106}, booktitle={GECCO
’20: Proceedings of the Genetic and Evolutionary Computation Conference Companion},
publisher={Association for Computing Machinery (ACM)}, author={Hansmeier, Tim
and Kaufmann, Paul and Platzner, Marco}, year={2020}, pages={1756–1764} }'
chicago: 'Hansmeier, Tim, Paul Kaufmann, and Marco Platzner. “An Adaption Mechanism
for the Error Threshold of XCSF.” In GECCO ’20: Proceedings of the Genetic
and Evolutionary Computation Conference Companion, 1756–64. New York, NY,
United States: Association for Computing Machinery (ACM), 2020. https://doi.org/10.1145/3377929.3398106.'
ieee: 'T. Hansmeier, P. Kaufmann, and M. Platzner, “An Adaption Mechanism for the
Error Threshold of XCSF,” in GECCO ’20: Proceedings of the Genetic and Evolutionary
Computation Conference Companion, Cancún, Mexico, 2020, pp. 1756–1764, doi:
10.1145/3377929.3398106.'
mla: 'Hansmeier, Tim, et al. “An Adaption Mechanism for the Error Threshold of XCSF.”
GECCO ’20: Proceedings of the Genetic and Evolutionary Computation Conference
Companion, Association for Computing Machinery (ACM), 2020, pp. 1756–64, doi:10.1145/3377929.3398106.'
short: 'T. Hansmeier, P. Kaufmann, M. Platzner, in: GECCO ’20: Proceedings of the
Genetic and Evolutionary Computation Conference Companion, Association for Computing
Machinery (ACM), New York, NY, United States, 2020, pp. 1756–1764.'
conference:
end_date: 2020-07-12
location: Cancún, Mexico
name: International Workshop on Learning Classifier Systems (IWLCS 2020)
start_date: 2020-07-08
date_created: 2020-05-27T14:14:58Z
date_updated: 2022-01-06T06:53:03Z
department:
- _id: '78'
doi: 10.1145/3377929.3398106
language:
- iso: eng
page: 1756-1764
place: New York, NY, United States
project:
- _id: '4'
name: SFB 901 - Project Area C
- _id: '1'
name: SFB 901
- _id: '14'
name: SFB 901 - Subproject C2
publication: 'GECCO ''20: Proceedings of the Genetic and Evolutionary Computation
Conference Companion'
publication_identifier:
isbn:
- 978-1-4503-7127-8
publication_status: published
publisher: Association for Computing Machinery (ACM)
status: public
title: An Adaption Mechanism for the Error Threshold of XCSF
type: conference
user_id: '477'
year: '2020'
...
---
_id: '16363'
author:
- first_name: Tim
full_name: Hansmeier, Tim
id: '49992'
last_name: Hansmeier
orcid: 0000-0003-1377-3339
- first_name: Paul
full_name: Kaufmann, Paul
last_name: Kaufmann
- first_name: Marco
full_name: Platzner, Marco
id: '398'
last_name: Platzner
citation:
ama: 'Hansmeier T, Kaufmann P, Platzner M. Enabling XCSF to Cope with Dynamic Environments
via an Adaptive Error Threshold. In: GECCO ’20: Proceedings of the Genetic
and Evolutionary Computation Conference Companion. New York, NY, United States:
Association for Computing Machinery (ACM); 2020:125-126. doi:10.1145/3377929.3389968'
apa: 'Hansmeier, T., Kaufmann, P., & Platzner, M. (2020). Enabling XCSF to Cope
with Dynamic Environments via an Adaptive Error Threshold. In GECCO ’20: Proceedings
of the Genetic and Evolutionary Computation Conference Companion (pp. 125–126).
New York, NY, United States: Association for Computing Machinery (ACM). https://doi.org/10.1145/3377929.3389968'
bibtex: '@inproceedings{Hansmeier_Kaufmann_Platzner_2020, place={New York, NY, United
States}, title={Enabling XCSF to Cope with Dynamic Environments via an Adaptive
Error Threshold}, DOI={10.1145/3377929.3389968},
booktitle={GECCO ’20: Proceedings of the Genetic and Evolutionary Computation
Conference Companion}, publisher={Association for Computing Machinery (ACM)},
author={Hansmeier, Tim and Kaufmann, Paul and Platzner, Marco}, year={2020}, pages={125–126}
}'
chicago: 'Hansmeier, Tim, Paul Kaufmann, and Marco Platzner. “Enabling XCSF to Cope
with Dynamic Environments via an Adaptive Error Threshold.” In GECCO ’20: Proceedings
of the Genetic and Evolutionary Computation Conference Companion, 125–26.
New York, NY, United States: Association for Computing Machinery (ACM), 2020.
https://doi.org/10.1145/3377929.3389968.'
ieee: 'T. Hansmeier, P. Kaufmann, and M. Platzner, “Enabling XCSF to Cope with Dynamic
Environments via an Adaptive Error Threshold,” in GECCO ’20: Proceedings of
the Genetic and Evolutionary Computation Conference Companion, Cancún, Mexico,
2020, pp. 125–126.'
mla: 'Hansmeier, Tim, et al. “Enabling XCSF to Cope with Dynamic Environments via
an Adaptive Error Threshold.” GECCO ’20: Proceedings of the Genetic and Evolutionary
Computation Conference Companion, Association for Computing Machinery (ACM),
2020, pp. 125–26, doi:10.1145/3377929.3389968.'
short: 'T. Hansmeier, P. Kaufmann, M. Platzner, in: GECCO ’20: Proceedings of the
Genetic and Evolutionary Computation Conference Companion, Association for Computing
Machinery (ACM), New York, NY, United States, 2020, pp. 125–126.'
conference:
end_date: 2020-07-12
location: Cancún, Mexico
name: The Genetic and Evolutionary Computation Conference (GECCO 2020)
start_date: 2020-07-08
date_created: 2020-04-02T10:07:10Z
date_updated: 2022-01-06T06:52:49Z
department:
- _id: '78'
doi: 10.1145/3377929.3389968
language:
- iso: eng
page: 125-126
place: New York, NY, United States
project:
- _id: '4'
name: SFB 901 - Project Area C
- _id: '1'
name: SFB 901
- _id: '14'
name: SFB 901 - Subproject C2
publication: 'GECCO ''20: Proceedings of the Genetic and Evolutionary Computation
Conference Companion'
publication_identifier:
isbn:
- 978-1-4503-7127-8
publication_status: published
publisher: Association for Computing Machinery (ACM)
status: public
title: Enabling XCSF to Cope with Dynamic Environments via an Adaptive Error Threshold
type: conference
user_id: '477'
year: '2020'
...
---
_id: '13770'
author:
- first_name: Holger
full_name: Karl, Holger
id: '126'
last_name: Karl
- first_name: Dennis
full_name: Kundisch, Dennis
id: '21117'
last_name: Kundisch
- first_name: Friedhelm
full_name: Meyer auf der Heide, Friedhelm
id: '15523'
last_name: Meyer auf der Heide
- first_name: Heike
full_name: Wehrheim, Heike
id: '573'
last_name: Wehrheim
citation:
ama: 'Karl H, Kundisch D, Meyer auf der Heide F, Wehrheim H. A Case for a New IT
Ecosystem: On-The-Fly Computing. Business & Information Systems Engineering.
2020;62(6):467-481. doi:10.1007/s12599-019-00627-x'
apa: 'Karl, H., Kundisch, D., Meyer auf der Heide, F., & Wehrheim, H. (2020).
A Case for a New IT Ecosystem: On-The-Fly Computing. Business & Information
Systems Engineering, 62(6), 467–481. https://doi.org/10.1007/s12599-019-00627-x'
bibtex: '@article{Karl_Kundisch_Meyer auf der Heide_Wehrheim_2020, title={A Case
for a New IT Ecosystem: On-The-Fly Computing}, volume={62}, DOI={10.1007/s12599-019-00627-x},
number={6}, journal={Business & Information Systems Engineering}, publisher={Springer},
author={Karl, Holger and Kundisch, Dennis and Meyer auf der Heide, Friedhelm and
Wehrheim, Heike}, year={2020}, pages={467–481} }'
chicago: 'Karl, Holger, Dennis Kundisch, Friedhelm Meyer auf der Heide, and Heike
Wehrheim. “A Case for a New IT Ecosystem: On-The-Fly Computing.” Business &
Information Systems Engineering 62, no. 6 (2020): 467–81. https://doi.org/10.1007/s12599-019-00627-x.'
ieee: 'H. Karl, D. Kundisch, F. Meyer auf der Heide, and H. Wehrheim, “A Case for
a New IT Ecosystem: On-The-Fly Computing,” Business & Information Systems
Engineering, vol. 62, no. 6, pp. 467–481, 2020, doi: 10.1007/s12599-019-00627-x.'
mla: 'Karl, Holger, et al. “A Case for a New IT Ecosystem: On-The-Fly Computing.”
Business & Information Systems Engineering, vol. 62, no. 6, Springer,
2020, pp. 467–81, doi:10.1007/s12599-019-00627-x.'
short: H. Karl, D. Kundisch, F. Meyer auf der Heide, H. Wehrheim, Business &
Information Systems Engineering 62 (2020) 467–481.
date_created: 2019-10-10T13:41:06Z
date_updated: 2022-12-02T09:27:17Z
ddc:
- '004'
department:
- _id: '276'
- _id: '75'
- _id: '63'
- _id: '77'
doi: 10.1007/s12599-019-00627-x
file:
- access_level: closed
content_type: application/pdf
creator: ups
date_created: 2019-12-12T10:24:47Z
date_updated: 2019-12-12T10:24:47Z
file_id: '15311'
file_name: Karl2019_Article_ACaseForANewITEcosystemOn-The-.pdf
file_size: 454532
relation: main_file
success: 1
file_date_updated: 2019-12-12T10:24:47Z
has_accepted_license: '1'
intvolume: ' 62'
issue: '6'
language:
- iso: eng
page: 467-481
project:
- _id: '1'
name: SFB 901
- _id: '2'
name: SFB 901 - Project Area A
- _id: '3'
name: SFB 901 - Project Area B
- _id: '4'
name: SFB 901 - Project Area C
- _id: '82'
name: SFB 901 - Project Area T
- _id: '5'
name: SFB 901 - Subproject A1
- _id: '6'
name: SFB 901 - Subproject A2
- _id: '7'
name: SFB 901 - Subproject A3
- _id: '8'
name: SFB 901 - Subproject A4
- _id: '9'
name: SFB 901 - Subproject B1
- _id: '10'
name: SFB 901 - Subproject B2
- _id: '11'
name: SFB 901 - Subproject B3
- _id: '12'
name: SFB 901 - Subproject B4
- _id: '13'
name: SFB 901 - Subproject C1
- _id: '14'
name: SFB 901 - Subproject C2
- _id: '15'
name: SFB 901 - Subproject C3
- _id: '16'
name: SFB 901 - Subproject C4
- _id: '17'
name: SFB 901 - Subproject C5
- _id: '83'
name: SFB 901 -Subproject T1
- _id: '84'
name: SFB 901 -Subproject T2
- _id: '107'
name: SFB 901 -Subproject T3
- _id: '158'
name: 'SFB 901 - T4: SFB 901 -Subproject T4'
publication: Business & Information Systems Engineering
publication_status: published
publisher: Springer
status: public
title: 'A Case for a New IT Ecosystem: On-The-Fly Computing'
type: journal_article
user_id: '477'
volume: 62
year: '2020'
...
---
_id: '7689'
article_type: original
author:
- first_name: Heinrich
full_name: Riebler, Heinrich
id: '8961'
last_name: Riebler
- first_name: Gavin Francis
full_name: Vaz, Gavin Francis
id: '30332'
last_name: Vaz
- 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: Riebler H, Vaz GF, Kenter T, Plessl C. Transparent Acceleration for Heterogeneous
Platforms with Compilation to OpenCL. ACM Trans Archit Code Optim (TACO).
2019;16(2):14:1–14:26. doi:10.1145/3319423
apa: Riebler, H., Vaz, G. F., Kenter, T., & Plessl, C. (2019). Transparent Acceleration
for Heterogeneous Platforms with Compilation to OpenCL. ACM Trans. Archit.
Code Optim. (TACO), 16(2), 14:1–14:26. https://doi.org/10.1145/3319423
bibtex: '@article{Riebler_Vaz_Kenter_Plessl_2019, title={Transparent Acceleration
for Heterogeneous Platforms with Compilation to OpenCL}, volume={16}, DOI={10.1145/3319423}, number={2}, journal={ACM
Trans. Archit. Code Optim. (TACO)}, publisher={ACM}, author={Riebler, Heinrich
and Vaz, Gavin Francis and Kenter, Tobias and Plessl, Christian}, year={2019},
pages={14:1–14:26} }'
chicago: 'Riebler, Heinrich, Gavin Francis Vaz, Tobias Kenter, and Christian Plessl.
“Transparent Acceleration for Heterogeneous Platforms with Compilation to OpenCL.”
ACM Trans. Archit. Code Optim. (TACO) 16, no. 2 (2019): 14:1–14:26. https://doi.org/10.1145/3319423.'
ieee: H. Riebler, G. F. Vaz, T. Kenter, and C. Plessl, “Transparent Acceleration
for Heterogeneous Platforms with Compilation to OpenCL,” ACM Trans. Archit.
Code Optim. (TACO), vol. 16, no. 2, pp. 14:1–14:26, 2019.
mla: Riebler, Heinrich, et al. “Transparent Acceleration for Heterogeneous Platforms
with Compilation to OpenCL.” ACM Trans. Archit. Code Optim. (TACO), vol.
16, no. 2, ACM, 2019, pp. 14:1–14:26, doi:10.1145/3319423.
short: H. Riebler, G.F. Vaz, T. Kenter, C. Plessl, ACM Trans. Archit. Code Optim.
(TACO) 16 (2019) 14:1–14:26.
date_created: 2019-02-13T15:01:43Z
date_updated: 2022-01-06T07:03:44Z
ddc:
- '000'
department:
- _id: '27'
- _id: '518'
doi: 10.1145/3319423
file:
- access_level: closed
content_type: application/pdf
creator: deffel
date_created: 2019-02-13T14:59:07Z
date_updated: 2019-02-13T14:59:07Z
file_id: '7695'
file_name: htrop19_taco.pdf
file_size: 872822
relation: main_file
file_date_updated: 2019-02-13T14:59:07Z
has_accepted_license: '1'
intvolume: ' 16'
issue: '2'
keyword:
- htrop
language:
- iso: eng
page: 14:1–14:26
project:
- _id: '1'
name: SFB 901
- _id: '4'
name: SFB 901 - Project Area C
- _id: '14'
name: SFB 901 - Subproject C2
publication: ACM Trans. Archit. Code Optim. (TACO)
publication_status: published
publisher: ACM
quality_controlled: '1'
status: public
title: Transparent Acceleration for Heterogeneous Platforms with Compilation to OpenCL
type: journal_article
user_id: '16153'
volume: 16
year: '2019'
...
---
_id: '14849'
author:
- first_name: Gavin Francis
full_name: Vaz, Gavin Francis
id: '30332'
last_name: Vaz
citation:
ama: Vaz GF. Using Just-in-Time Code Generation to Transparently Accelerate Applications
in Heterogeneous Systems. Universität Paderborn; 2019.
apa: Vaz, G. F. (2019). Using Just-in-Time Code Generation to Transparently Accelerate
Applications in Heterogeneous Systems. Universität Paderborn.
bibtex: '@book{Vaz_2019, title={Using Just-in-Time Code Generation to Transparently
Accelerate Applications in Heterogeneous Systems}, publisher={Universität Paderborn},
author={Vaz, Gavin Francis}, year={2019} }'
chicago: Vaz, Gavin Francis. Using Just-in-Time Code Generation to Transparently
Accelerate Applications in Heterogeneous Systems. Universität Paderborn, 2019.
ieee: G. F. Vaz, Using Just-in-Time Code Generation to Transparently Accelerate
Applications in Heterogeneous Systems. Universität Paderborn, 2019.
mla: Vaz, Gavin Francis. Using Just-in-Time Code Generation to Transparently
Accelerate Applications in Heterogeneous Systems. Universität Paderborn, 2019.
short: G.F. Vaz, Using Just-in-Time Code Generation to Transparently Accelerate
Applications in Heterogeneous Systems, Universität Paderborn, 2019.
date_created: 2019-11-07T14:13:54Z
date_updated: 2022-01-06T06:52:08Z
ddc:
- '040'
department:
- _id: '518'
file:
- access_level: closed
content_type: application/pdf
creator: florida
date_created: 2019-11-07T14:13:14Z
date_updated: 2019-11-07T14:13:14Z
file_id: '14850'
file_name: PhDThesis_GavinVaz_2019-07-11.pdf
file_size: 1462659
relation: main_file
success: 1
file_date_updated: 2019-11-07T14:13:14Z
has_accepted_license: '1'
language:
- iso: eng
project:
- _id: '1'
name: SFB 901
- _id: '4'
name: SFB 901 - Project Area C
- _id: '14'
name: SFB 901 - Subproject C2
publisher: Universität Paderborn
status: public
supervisor:
- first_name: Christian
full_name: Plessl, Christian
id: '16153'
last_name: Plessl
orcid: 0000-0001-5728-9982
title: Using Just-in-Time Code Generation to Transparently Accelerate Applications
in Heterogeneous Systems
type: dissertation
user_id: '477'
year: '2019'
...
---
_id: '14546'
author:
- first_name: Tim
full_name: Hansmeier, Tim
id: '49992'
last_name: Hansmeier
orcid: 0000-0003-1377-3339
citation:
ama: Hansmeier T. Autonomous Operation of High-Performance Compute Nodes through
Self-Awareness and Learning Classifiers. Universität Paderborn; 2019.
apa: Hansmeier, T. (2019). Autonomous Operation of High-Performance Compute Nodes
through Self-Awareness and Learning Classifiers. Universität Paderborn.
bibtex: '@book{Hansmeier_2019, title={Autonomous Operation of High-Performance Compute
Nodes through Self-Awareness and Learning Classifiers}, publisher={Universität
Paderborn}, author={Hansmeier, Tim}, year={2019} }'
chicago: Hansmeier, Tim. Autonomous Operation of High-Performance Compute Nodes
through Self-Awareness and Learning Classifiers. Universität Paderborn, 2019.
ieee: T. Hansmeier, Autonomous Operation of High-Performance Compute Nodes through
Self-Awareness and Learning Classifiers. Universität Paderborn, 2019.
mla: Hansmeier, Tim. Autonomous Operation of High-Performance Compute Nodes through
Self-Awareness and Learning Classifiers. Universität Paderborn, 2019.
short: T. Hansmeier, Autonomous Operation of High-Performance Compute Nodes through
Self-Awareness and Learning Classifiers, Universität Paderborn, 2019.
date_created: 2019-11-05T14:32:46Z
date_updated: 2022-01-06T06:52:02Z
department:
- _id: '78'
- _id: '34'
- _id: '7'
language:
- iso: eng
project:
- _id: '14'
name: SFB 901 - Subproject C2
- _id: '4'
name: SFB 901 - Project Area C
- _id: '1'
name: SFB 901
publisher: Universität Paderborn
status: public
supervisor:
- first_name: Marco
full_name: Platzner, Marco
id: '398'
last_name: Platzner
title: Autonomous Operation of High-Performance Compute Nodes through Self-Awareness
and Learning Classifiers
type: mastersthesis
user_id: '477'
year: '2019'
...
---
_id: '34167'
author:
- first_name: Heinrich
full_name: Riebler, Heinrich
id: '8961'
last_name: Riebler
citation:
ama: Riebler H. Efficient Parallel Branch-and-Bound Search on FPGAs Using Work
Stealing and Instance-Specific Designs.; 2019. doi:10.17619/UNIPB/1-830
apa: Riebler, H. (2019). Efficient parallel branch-and-bound search on FPGAs
using work stealing and instance-specific designs. https://doi.org/10.17619/UNIPB/1-830
bibtex: '@book{Riebler_2019, title={Efficient parallel branch-and-bound search on
FPGAs using work stealing and instance-specific designs}, DOI={10.17619/UNIPB/1-830},
author={Riebler, Heinrich}, year={2019} }'
chicago: Riebler, Heinrich. Efficient Parallel Branch-and-Bound Search on FPGAs
Using Work Stealing and Instance-Specific Designs, 2019. https://doi.org/10.17619/UNIPB/1-830.
ieee: H. Riebler, Efficient parallel branch-and-bound search on FPGAs using work
stealing and instance-specific designs. 2019.
mla: Riebler, Heinrich. Efficient Parallel Branch-and-Bound Search on FPGAs Using
Work Stealing and Instance-Specific Designs. 2019, doi:10.17619/UNIPB/1-830.
short: H. Riebler, Efficient Parallel Branch-and-Bound Search on FPGAs Using Work
Stealing and Instance-Specific Designs, 2019.
date_created: 2022-11-30T14:36:04Z
date_updated: 2022-11-30T14:44:15Z
department:
- _id: '27'
doi: 10.17619/UNIPB/1-830
language:
- iso: eng
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'
status: public
supervisor:
- first_name: Christian
full_name: Plessl, Christian
id: '16153'
last_name: Plessl
orcid: 0000-0001-5728-9982
title: Efficient parallel branch-and-bound search on FPGAs using work stealing and
instance-specific designs
type: dissertation
user_id: '15504'
year: '2019'
...
---
_id: '3362'
abstract:
- lang: eng
text: Profiling applications on a heterogeneous compute node is challenging since
the way to retrieve data from the resources and interpret them varies between
resource types and manufacturers. This holds especially true for measuring the
energy consumption. In this paper we present Ampehre, a novel open source measurement
framework that allows developers to gather comparable measurements from heterogeneous
compute nodes, e.g., nodes comprising CPU, GPU, and FPGA. We explain the architecture
of Ampehre and detail the measurement process on the example of energy measurements
on CPU and GPU. To characterize the probing effect, we quantitatively analyze
the trade-off between the accuracy of measurements and the CPU load imposed by
Ampehre. Based on this analysis, we are able to specify reasonable combinations
of sampling periods for the different resource types of a compute node.
author:
- first_name: Achim
full_name: Lösch, Achim
id: '43646'
last_name: Lösch
- first_name: Alex
full_name: Wiens, Alex
last_name: Wiens
- first_name: Marco
full_name: Platzner, Marco
id: '398'
last_name: Platzner
citation:
ama: 'Lösch A, Wiens A, Platzner M. Ampehre: An Open Source Measurement Framework
for Heterogeneous Compute Nodes. In: Proceedings of the International Conference
on Architecture of Computing Systems (ARCS). Vol 10793. Lecture Notes in Computer
Science. Cham: Springer International Publishing; 2018:73-84. doi:10.1007/978-3-319-77610-1_6'
apa: 'Lösch, A., Wiens, A., & Platzner, M. (2018). Ampehre: An Open Source Measurement
Framework for Heterogeneous Compute Nodes. In Proceedings of the International
Conference on Architecture of Computing Systems (ARCS) (Vol. 10793, pp. 73–84).
Cham: Springer International Publishing. https://doi.org/10.1007/978-3-319-77610-1_6'
bibtex: '@inproceedings{Lösch_Wiens_Platzner_2018, place={Cham}, series={Lecture
Notes in Computer Science}, title={Ampehre: An Open Source Measurement Framework
for Heterogeneous Compute Nodes}, volume={10793}, DOI={10.1007/978-3-319-77610-1_6},
booktitle={Proceedings of the International Conference on Architecture of Computing
Systems (ARCS)}, publisher={Springer International Publishing}, author={Lösch,
Achim and Wiens, Alex and Platzner, Marco}, year={2018}, pages={73–84}, collection={Lecture
Notes in Computer Science} }'
chicago: 'Lösch, Achim, Alex Wiens, and Marco Platzner. “Ampehre: An Open Source
Measurement Framework for Heterogeneous Compute Nodes.” In Proceedings of the
International Conference on Architecture of Computing Systems (ARCS), 10793:73–84.
Lecture Notes in Computer Science. Cham: Springer International Publishing, 2018.
https://doi.org/10.1007/978-3-319-77610-1_6.'
ieee: 'A. Lösch, A. Wiens, and M. Platzner, “Ampehre: An Open Source Measurement
Framework for Heterogeneous Compute Nodes,” in Proceedings of the International
Conference on Architecture of Computing Systems (ARCS), 2018, vol. 10793,
pp. 73–84.'
mla: 'Lösch, Achim, et al. “Ampehre: An Open Source Measurement Framework for Heterogeneous
Compute Nodes.” Proceedings of the International Conference on Architecture
of Computing Systems (ARCS), vol. 10793, Springer International Publishing,
2018, pp. 73–84, doi:10.1007/978-3-319-77610-1_6.'
short: 'A. Lösch, A. Wiens, M. Platzner, in: Proceedings of the International Conference
on Architecture of Computing Systems (ARCS), Springer International Publishing,
Cham, 2018, pp. 73–84.'
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intvolume: ' 10793'
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publication: Proceedings of the International Conference on Architecture of Computing
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publication_identifier:
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publication_status: published
publisher: Springer International Publishing
series_title: Lecture Notes in Computer Science
status: public
title: 'Ampehre: An Open Source Measurement Framework for Heterogeneous Compute Nodes'
type: conference
user_id: '477'
volume: 10793
year: '2018'
...