---
_id: '8113'
abstract:
- lang: eng
  text: "The ongoing softwarization of networks creates a big need for automated testing
    solutions to ensure service quality. This becomes even more important if agile
    environments with short time to market and high demands, in terms of service performance
    and availability, are considered.\r\nIn this paper, we introduce a novel testing
    solution for virtualized, microservice-based network functions and services, which
    we base on TTCN-3, a well known testing language defined by the European standards
    institute (ETSI). We use TTCN-3 not only for functional testing but also answer
    the question whether TTCN-3 can be used for  performance profiling tasks as well.
    Finally, we demonstrate the proposed concepts and solutions in a case study using
    our open-source prototype to test and profile a chained network service."
author:
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Christian
  full_name: Dröge, Christian
  last_name: Dröge
- first_name: Clemens
  full_name: Boos, Clemens
  last_name: Boos
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: Peuster M, Dröge C, Boos C, Karl H. Joint testing and profiling of microservice-based
    network services using TTCN-3. <i>ICT Express</i>. 2019. doi:<a href="https://doi.org/10.1016/j.icte.2019.02.001">10.1016/j.icte.2019.02.001</a>
  apa: Peuster, M., Dröge, C., Boos, C., &#38; Karl, H. (2019). Joint testing and
    profiling of microservice-based network services using TTCN-3. <i>ICT Express</i>.
    <a href="https://doi.org/10.1016/j.icte.2019.02.001">https://doi.org/10.1016/j.icte.2019.02.001</a>
  bibtex: '@article{Peuster_Dröge_Boos_Karl_2019, title={Joint testing and profiling
    of microservice-based network services using TTCN-3}, DOI={<a href="https://doi.org/10.1016/j.icte.2019.02.001">10.1016/j.icte.2019.02.001</a>},
    journal={ICT Express}, publisher={Elsevier BV}, author={Peuster, Manuel and Dröge,
    Christian and Boos, Clemens and Karl, Holger}, year={2019} }'
  chicago: Peuster, Manuel, Christian Dröge, Clemens Boos, and Holger Karl. “Joint
    Testing and Profiling of Microservice-Based Network Services Using TTCN-3.” <i>ICT
    Express</i>, 2019. <a href="https://doi.org/10.1016/j.icte.2019.02.001">https://doi.org/10.1016/j.icte.2019.02.001</a>.
  ieee: M. Peuster, C. Dröge, C. Boos, and H. Karl, “Joint testing and profiling of
    microservice-based network services using TTCN-3,” <i>ICT Express</i>, 2019.
  mla: Peuster, Manuel, et al. “Joint Testing and Profiling of Microservice-Based
    Network Services Using TTCN-3.” <i>ICT Express</i>, Elsevier BV, 2019, doi:<a
    href="https://doi.org/10.1016/j.icte.2019.02.001">10.1016/j.icte.2019.02.001</a>.
  short: M. Peuster, C. Dröge, C. Boos, H. Karl, ICT Express (2019).
date_created: 2019-02-26T18:07:33Z
date_updated: 2022-01-06T07:03:51Z
ddc:
- '000'
department:
- _id: '75'
doi: 10.1016/j.icte.2019.02.001
file:
- access_level: open_access
  content_type: application/pdf
  creator: peuster
  date_created: 2019-02-26T18:09:43Z
  date_updated: 2019-02-26T18:09:43Z
  file_id: '8114'
  file_name: main_for_ris.pdf
  file_size: 232599
  relation: main_file
file_date_updated: 2019-02-26T18:09:43Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.sciencedirect.com/science/article/pii/S2405959519300402
oa: '1'
project:
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
- _id: '28'
  grant_number: '761493'
  name: 5G Development and validation platform for global industry-specific network
    services and Apps
publication: ICT Express
publication_identifier:
  issn:
  - 2405-9595
publication_status: published
publisher: Elsevier BV
status: public
title: Joint testing and profiling of microservice-based network services using TTCN-3
type: journal_article
user_id: '477'
year: '2019'
...
---
_id: '8240'
author:
- first_name: Sevil
  full_name: Dräxler, Sevil
  id: '31764'
  last_name: Dräxler
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Dräxler S, Karl H. SPRING: Scaling, Placement, and Routing of Heterogeneous
    Services with Flexible Structures. In: <i>5th IEEE International Conference on
    Network Softwarization (NetSoft) 2019</i>.'
  apa: 'Dräxler, S., &#38; Karl, H. (n.d.). SPRING: Scaling, Placement, and Routing
    of Heterogeneous Services with Flexible Structures. In <i>5th IEEE International
    Conference on Network Softwarization (NetSoft) 2019</i>. Paris.'
  bibtex: '@inproceedings{Dräxler_Karl, title={SPRING: Scaling, Placement, and Routing
    of Heterogeneous Services with Flexible Structures}, booktitle={5th IEEE International
    Conference on Network Softwarization (NetSoft) 2019}, author={Dräxler, Sevil and
    Karl, Holger} }'
  chicago: 'Dräxler, Sevil, and Holger Karl. “SPRING: Scaling, Placement, and Routing
    of Heterogeneous Services with Flexible Structures.” In <i>5th IEEE International
    Conference on Network Softwarization (NetSoft) 2019</i>, n.d.'
  ieee: 'S. Dräxler and H. Karl, “SPRING: Scaling, Placement, and Routing of Heterogeneous
    Services with Flexible Structures,” in <i>5th IEEE International Conference on
    Network Softwarization (NetSoft) 2019</i>, Paris.'
  mla: 'Dräxler, Sevil, and Holger Karl. “SPRING: Scaling, Placement, and Routing
    of Heterogeneous Services with Flexible Structures.” <i>5th IEEE International
    Conference on Network Softwarization (NetSoft) 2019</i>.'
  short: 'S. Dräxler, H. Karl, in: 5th IEEE International Conference on Network Softwarization
    (NetSoft) 2019, n.d.'
conference:
  end_date: 2019-06-28
  location: Paris
  name: 5th IEEE International Conference on Network Softwarization (NetSoft) 2019
  start_date: 2019-06-24
date_created: 2019-03-04T09:23:54Z
date_updated: 2022-01-06T07:03:52Z
department:
- _id: '75'
language:
- iso: eng
project:
- _id: '23'
  grant_number: '762057'
  name: 5G Programmable Infrastructure Converging disaggregated neTwork and compUte
    Resources
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publication: 5th IEEE International Conference on Network Softwarization (NetSoft)
  2019
publication_status: accepted
status: public
title: 'SPRING: Scaling, Placement, and Routing of Heterogeneous Services with Flexible
  Structures'
type: conference
user_id: '31764'
year: '2019'
...
---
_id: '8792'
abstract:
- lang: eng
  text: "5G together with software defined networking (SDN) and network function virtualisation
    (NFV) will enable a wide variety of vertical use cases. One of them is the smart
    man- ufacturing case which utilises 5G networks to interconnect production machines,
    machine parks, and factory sites to enable new possibilities in terms of flexibility,
    automation, and novel applications (industry 4.0). However, the availability of
    realistic and practical proof-of-concepts for those smart manufacturing scenarios
    is still limited.\r\nThis demo fills this gap by not only showing a real-world
    smart manufacturing application entirely implemented using NFV concepts, but also
    a lightweight prototyping framework that simplifies the realisation of vertical
    NFV proof-of-concepts. Dur- ing the demo, we show how an NFV-based smart manufacturing
    scenario can be specified, on-boarded, and instantiated before we demonstrate
    how the presented NFV services simplify machine data collection, aggregation,
    and analysis."
author:
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Stefan Balthasar
  full_name: Schneider, Stefan Balthasar
  id: '35343'
  last_name: Schneider
  orcid: 0000-0001-8210-4011
- first_name: Daniel
  full_name: Behnke, Daniel
  last_name: Behnke
- first_name: Marcel
  full_name: Müller, Marcel
  last_name: Müller
- first_name: Patrick-Benjamin
  full_name: Bök, Patrick-Benjamin
  last_name: Bök
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Peuster M, Schneider SB, Behnke D, Müller M, Bök P-B, Karl H. Prototyping
    and Demonstrating 5G Verticals: The Smart Manufacturing Case. In: <i>5th IEEE
    International Conference on Network Softwarization (NetSoft 2019)</i>. Paris;
    2019. doi:<a href="https://doi.org/10.1109/NETSOFT.2019.8806685">10.1109/NETSOFT.2019.8806685</a>'
  apa: 'Peuster, M., Schneider, S. B., Behnke, D., Müller, M., Bök, P.-B., &#38; Karl,
    H. (2019). Prototyping and Demonstrating 5G Verticals: The Smart Manufacturing
    Case. In <i>5th IEEE International Conference on Network Softwarization (NetSoft
    2019)</i>. Paris. <a href="https://doi.org/10.1109/NETSOFT.2019.8806685">https://doi.org/10.1109/NETSOFT.2019.8806685</a>'
  bibtex: '@inproceedings{Peuster_Schneider_Behnke_Müller_Bök_Karl_2019, place={Paris},
    title={Prototyping and Demonstrating 5G Verticals: The Smart Manufacturing Case},
    DOI={<a href="https://doi.org/10.1109/NETSOFT.2019.8806685">10.1109/NETSOFT.2019.8806685</a>},
    booktitle={5th IEEE International Conference on Network Softwarization (NetSoft
    2019)}, author={Peuster, Manuel and Schneider, Stefan Balthasar and Behnke, Daniel
    and Müller, Marcel and Bök, Patrick-Benjamin and Karl, Holger}, year={2019} }'
  chicago: 'Peuster, Manuel, Stefan Balthasar Schneider, Daniel Behnke, Marcel Müller,
    Patrick-Benjamin Bök, and Holger Karl. “Prototyping and Demonstrating 5G Verticals:
    The Smart Manufacturing Case.” In <i>5th IEEE International Conference on Network
    Softwarization (NetSoft 2019)</i>. Paris, 2019. <a href="https://doi.org/10.1109/NETSOFT.2019.8806685">https://doi.org/10.1109/NETSOFT.2019.8806685</a>.'
  ieee: 'M. Peuster, S. B. Schneider, D. Behnke, M. Müller, P.-B. Bök, and H. Karl,
    “Prototyping and Demonstrating 5G Verticals: The Smart Manufacturing Case,” in
    <i>5th IEEE International Conference on Network Softwarization (NetSoft 2019)</i>,
    Paris, 2019.'
  mla: 'Peuster, Manuel, et al. “Prototyping and Demonstrating 5G Verticals: The Smart
    Manufacturing Case.” <i>5th IEEE International Conference on Network Softwarization
    (NetSoft 2019)</i>, 2019, doi:<a href="https://doi.org/10.1109/NETSOFT.2019.8806685">10.1109/NETSOFT.2019.8806685</a>.'
  short: 'M. Peuster, S.B. Schneider, D. Behnke, M. Müller, P.-B. Bök, H. Karl, in:
    5th IEEE International Conference on Network Softwarization (NetSoft 2019), Paris,
    2019.'
conference:
  end_date: 2019-06-28
  location: Paris
  name: 5th IEEE International Conference on Network Softwarization (NetSoft 2019)
  start_date: 2019-06-24
date_created: 2019-04-01T13:37:05Z
date_updated: 2022-01-06T07:04:01Z
ddc:
- '000'
department:
- _id: '75'
doi: 10.1109/NETSOFT.2019.8806685
file:
- access_level: open_access
  content_type: application/pdf
  creator: peuster
  date_created: 2019-04-01T13:46:18Z
  date_updated: 2019-04-01T13:46:18Z
  file_id: '8794'
  file_name: main_for_ris.pdf
  file_size: 1693793
  relation: main_file
file_date_updated: 2019-04-01T13:46:18Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- url: https://doi.org/10.1109/NETSOFT.2019.8806685
oa: '1'
place: Paris
project:
- _id: '28'
  grant_number: '761493'
  name: 5G Development and validation platform for global industry-specific network
    services and Apps
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publication: 5th IEEE International Conference on Network Softwarization (NetSoft
  2019)
status: public
title: 'Prototyping and Demonstrating 5G Verticals: The Smart Manufacturing Case'
type: conference
user_id: '13271'
year: '2019'
...
---
_id: '8795'
abstract:
- lang: eng
  text: "Softwarized networks are the key enabler for elastic, on-demand service deployments
    of virtualized network functions. They allow to dynamically steer traffic\r\nthrough
    the network when new network functions are instantiated, or old ones\r\nare terminated.
    These scenarios become in particular challenging when stateful functions are involved,
    necessitating state management solutions to migrate\r\nstate between the functions.
    The problem with existing solutions is that they typically embrace state migration
    and flow rerouting jointly, imposing a huge set\r\nof requirements on the on-boarded
    virtualized network functions (VNFs), eg,\r\nsolution-specific state management
    interfaces.\r\nTo change this, we introduce the seamless handover protocol (SHarP).
    An\r\neasy-to-use, loss-less, and order-preserving flow rerouting mechanism that
    is\r\nnot fixed to a single state management approach. Using SHarP, VNF vendors\r\nare
    empowered to implement or use the state management solution of their\r\nchoice.
    SHarP supports these solutions with additional information when flows\r\nare migrated.
    In this paper, we present SHarP's design, its open source prototype\r\nimplementation,
    and show how SHarP significantly reduces the buffer usage at\r\na central (SDN)
    controller, which is a typical bottleneck in state-of-the-art solutions. Our experiments
    show that SHarP uses a constant amount of controller\r\nbuffer, irrespective of
    the time taken to migrate the VNF state."
article_number: e2067
author:
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Hannes
  full_name: Küttner, Hannes
  last_name: Küttner
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: Peuster M, Küttner H, Karl H. A flow handover protocol to support state migration
    in softwarized networks. <i>International Journal of Network Management</i>. 2019.
    doi:<a href="https://doi.org/10.1002/nem.2067">10.1002/nem.2067</a>
  apa: Peuster, M., Küttner, H., &#38; Karl, H. (2019). A flow handover protocol to
    support state migration in softwarized networks. <i>International Journal of Network
    Management</i>. <a href="https://doi.org/10.1002/nem.2067">https://doi.org/10.1002/nem.2067</a>
  bibtex: '@article{Peuster_Küttner_Karl_2019, title={A flow handover protocol to
    support state migration in softwarized networks}, DOI={<a href="https://doi.org/10.1002/nem.2067">10.1002/nem.2067</a>},
    number={e2067}, journal={International Journal of Network Management}, author={Peuster,
    Manuel and Küttner, Hannes and Karl, Holger}, year={2019} }'
  chicago: Peuster, Manuel, Hannes Küttner, and Holger Karl. “A Flow Handover Protocol
    to Support State Migration in Softwarized Networks.” <i>International Journal
    of Network Management</i>, 2019. <a href="https://doi.org/10.1002/nem.2067">https://doi.org/10.1002/nem.2067</a>.
  ieee: M. Peuster, H. Küttner, and H. Karl, “A flow handover protocol to support
    state migration in softwarized networks,” <i>International Journal of Network
    Management</i>, 2019.
  mla: Peuster, Manuel, et al. “A Flow Handover Protocol to Support State Migration
    in Softwarized Networks.” <i>International Journal of Network Management</i>,
    e2067, 2019, doi:<a href="https://doi.org/10.1002/nem.2067">10.1002/nem.2067</a>.
  short: M. Peuster, H. Küttner, H. Karl, International Journal of Network Management
    (2019).
date_created: 2019-04-01T17:47:36Z
date_updated: 2022-01-06T07:04:01Z
ddc:
- '000'
department:
- _id: '75'
doi: 10.1002/nem.2067
file:
- access_level: open_access
  content_type: application/pdf
  creator: peuster
  date_created: 2019-04-01T18:04:14Z
  date_updated: 2019-04-01T18:04:14Z
  file_id: '8796'
  file_name: main_for_ris.pdf
  file_size: 2571927
  relation: main_file
file_date_updated: 2019-04-01T18:04:14Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- url: https://onlinelibrary.wiley.com/doi/abs/10.1002/nem.2067
oa: '1'
project:
- _id: '28'
  grant_number: '761493'
  name: 5G Development and validation platform for global industry-specific network
    services and Apps
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publication: International Journal of Network Management
publication_identifier:
  issn:
  - 1055-7148
  - 1099-1190
publication_status: published
status: public
title: A flow handover protocol to support state migration in softwarized networks
type: journal_article
user_id: '13271'
year: '2019'
...
---
_id: '9823'
author:
- first_name: Thomas
  full_name: Soenen, Thomas
  last_name: Soenen
- first_name: Wouter
  full_name: Tavernier, Wouter
  last_name: Tavernier
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Felipe
  full_name: Vicens, Felipe
  last_name: Vicens
- first_name: George
  full_name: Xilouris, George
  last_name: Xilouris
- first_name: Stavros
  full_name: Kolometsos, Stavros
  last_name: Kolometsos
- first_name: Michail-Alexandros
  full_name: Kourtis, Michail-Alexandros
  last_name: Kourtis
- first_name: Didier
  full_name: Colle, Didier
  last_name: Colle
citation:
  ama: 'Soenen T, Tavernier W, Peuster M, et al. Empowering Network Service Developers:
    Enhanced NFV DevOps and Programmable MANO. <i>IEEE Communications Magazine</i>.
    2019:89-95. doi:<a href="https://doi.org/10.1109/mcom.2019.1800810">10.1109/mcom.2019.1800810</a>'
  apa: 'Soenen, T., Tavernier, W., Peuster, M., Vicens, F., Xilouris, G., Kolometsos,
    S., … Colle, D. (2019). Empowering Network Service Developers: Enhanced NFV DevOps
    and Programmable MANO. <i>IEEE Communications Magazine</i>, 89–95. <a href="https://doi.org/10.1109/mcom.2019.1800810">https://doi.org/10.1109/mcom.2019.1800810</a>'
  bibtex: '@article{Soenen_Tavernier_Peuster_Vicens_Xilouris_Kolometsos_Kourtis_Colle_2019,
    title={Empowering Network Service Developers: Enhanced NFV DevOps and Programmable
    MANO}, DOI={<a href="https://doi.org/10.1109/mcom.2019.1800810">10.1109/mcom.2019.1800810</a>},
    journal={IEEE Communications Magazine}, author={Soenen, Thomas and Tavernier,
    Wouter and Peuster, Manuel and Vicens, Felipe and Xilouris, George and Kolometsos,
    Stavros and Kourtis, Michail-Alexandros and Colle, Didier}, year={2019}, pages={89–95}
    }'
  chicago: 'Soenen, Thomas, Wouter Tavernier, Manuel Peuster, Felipe Vicens, George
    Xilouris, Stavros Kolometsos, Michail-Alexandros Kourtis, and Didier Colle. “Empowering
    Network Service Developers: Enhanced NFV DevOps and Programmable MANO.” <i>IEEE
    Communications Magazine</i>, 2019, 89–95. <a href="https://doi.org/10.1109/mcom.2019.1800810">https://doi.org/10.1109/mcom.2019.1800810</a>.'
  ieee: 'T. Soenen <i>et al.</i>, “Empowering Network Service Developers: Enhanced
    NFV DevOps and Programmable MANO,” <i>IEEE Communications Magazine</i>, pp. 89–95,
    2019.'
  mla: 'Soenen, Thomas, et al. “Empowering Network Service Developers: Enhanced NFV
    DevOps and Programmable MANO.” <i>IEEE Communications Magazine</i>, 2019, pp.
    89–95, doi:<a href="https://doi.org/10.1109/mcom.2019.1800810">10.1109/mcom.2019.1800810</a>.'
  short: T. Soenen, W. Tavernier, M. Peuster, F. Vicens, G. Xilouris, S. Kolometsos,
    M.-A. Kourtis, D. Colle, IEEE Communications Magazine (2019) 89–95.
date_created: 2019-05-16T09:07:19Z
date_updated: 2022-01-06T07:04:22Z
department:
- _id: '75'
doi: 10.1109/mcom.2019.1800810
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/8713806
page: 89-95
project:
- _id: '28'
  grant_number: '761493'
  name: 5G Development and validation platform for global industry-specific network
    services and Apps
publication: IEEE Communications Magazine
publication_identifier:
  issn:
  - 0163-6804
  - 1558-1896
publication_status: published
status: public
title: 'Empowering Network Service Developers: Enhanced NFV DevOps and Programmable
  MANO'
type: journal_article
user_id: '13271'
year: '2019'
...
---
_id: '9824'
author:
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Stefan Balthasar
  full_name: Schneider, Stefan Balthasar
  id: '35343'
  last_name: Schneider
  orcid: 0000-0001-8210-4011
- first_name: Mengxuan
  full_name: Zhao, Mengxuan
  last_name: Zhao
- first_name: George
  full_name: Xilouris, George
  last_name: Xilouris
- first_name: Panagiotis
  full_name: Trakadas, Panagiotis
  last_name: Trakadas
- first_name: Felipe
  full_name: Vicens, Felipe
  last_name: Vicens
- first_name: Wouter
  full_name: Tavernier, Wouter
  last_name: Tavernier
- first_name: Thomas
  full_name: Soenen, Thomas
  last_name: Soenen
- first_name: Ricard
  full_name: Vilalta, Ricard
  last_name: Vilalta
- first_name: George
  full_name: Andreou, George
  last_name: Andreou
- first_name: Dimosthenis
  full_name: Kyriazis, Dimosthenis
  last_name: Kyriazis
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: Peuster M, Schneider SB, Zhao M, et al. Introducing Automated Verification
    and Validation for Virtualized Network Functions and Services. <i>IEEE Communications
    Magazine</i>. 2019:96-102. doi:<a href="https://doi.org/10.1109/mcom.2019.1800873">10.1109/mcom.2019.1800873</a>
  apa: Peuster, M., Schneider, S. B., Zhao, M., Xilouris, G., Trakadas, P., Vicens,
    F., … Karl, H. (2019). Introducing Automated Verification and Validation for Virtualized
    Network Functions and Services. <i>IEEE Communications Magazine</i>, 96–102. <a
    href="https://doi.org/10.1109/mcom.2019.1800873">https://doi.org/10.1109/mcom.2019.1800873</a>
  bibtex: '@article{Peuster_Schneider_Zhao_Xilouris_Trakadas_Vicens_Tavernier_Soenen_Vilalta_Andreou_et
    al._2019, title={Introducing Automated Verification and Validation for Virtualized
    Network Functions and Services}, DOI={<a href="https://doi.org/10.1109/mcom.2019.1800873">10.1109/mcom.2019.1800873</a>},
    journal={IEEE Communications Magazine}, author={Peuster, Manuel and Schneider,
    Stefan Balthasar and Zhao, Mengxuan and Xilouris, George and Trakadas, Panagiotis
    and Vicens, Felipe and Tavernier, Wouter and Soenen, Thomas and Vilalta, Ricard
    and Andreou, George and et al.}, year={2019}, pages={96–102} }'
  chicago: Peuster, Manuel, Stefan Balthasar Schneider, Mengxuan Zhao, George Xilouris,
    Panagiotis Trakadas, Felipe Vicens, Wouter Tavernier, et al. “Introducing Automated
    Verification and Validation for Virtualized Network Functions and Services.” <i>IEEE
    Communications Magazine</i>, 2019, 96–102. <a href="https://doi.org/10.1109/mcom.2019.1800873">https://doi.org/10.1109/mcom.2019.1800873</a>.
  ieee: M. Peuster <i>et al.</i>, “Introducing Automated Verification and Validation
    for Virtualized Network Functions and Services,” <i>IEEE Communications Magazine</i>,
    pp. 96–102, 2019.
  mla: Peuster, Manuel, et al. “Introducing Automated Verification and Validation
    for Virtualized Network Functions and Services.” <i>IEEE Communications Magazine</i>,
    2019, pp. 96–102, doi:<a href="https://doi.org/10.1109/mcom.2019.1800873">10.1109/mcom.2019.1800873</a>.
  short: M. Peuster, S.B. Schneider, M. Zhao, G. Xilouris, P. Trakadas, F. Vicens,
    W. Tavernier, T. Soenen, R. Vilalta, G. Andreou, D. Kyriazis, H. Karl, IEEE Communications
    Magazine (2019) 96–102.
date_created: 2019-05-16T09:09:16Z
date_updated: 2022-01-06T07:04:23Z
ddc:
- '000'
department:
- _id: '75'
doi: 10.1109/mcom.2019.1800873
file:
- access_level: open_access
  content_type: application/pdf
  creator: peuster
  date_created: 2019-05-16T09:13:40Z
  date_updated: 2019-05-16T09:13:40Z
  description: |+
    Preprint of original article: M. Peuster et al., "Introducing Automated Verification and Validation for Virtualized Network Functions and Services," in IEEE Communications Magazine, vol. 57, no. 5, pp. 96-102, May 2019.
    doi: 10.1109/MCOM.2019.1800873

  file_id: '9825'
  file_name: main_for_ris.pdf
  file_size: 1735036
  relation: main_file
  title: Introducing Automated Verification and Validation for Virtualized Network
    Functions and Services
file_date_updated: 2019-05-16T09:13:40Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/8713807
oa: '1'
page: 96-102
project:
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publication: IEEE Communications Magazine
publication_identifier:
  issn:
  - 0163-6804
  - 1558-1896
publication_status: published
status: public
title: Introducing Automated Verification and Validation for Virtualized Network Functions
  and Services
type: journal_article
user_id: '13271'
year: '2019'
...
...
---
_id: '6860'
author:
- first_name: Haitham
  full_name: Afifi, Haitham
  id: '65718'
  last_name: Afifi
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Afifi H, Karl H. Power Allocation with a Wireless Multi-cast Aware Routing
    for Virtual Network Embedding. In: <i>2019 16th IEEE Annual Consumer Communications
    &#38; Networking Conference (CCNC2019)</i>. Las Vegas: IEEE.'
  apa: 'Afifi, H., &#38; Karl, H. (n.d.). Power Allocation with a Wireless Multi-cast
    Aware Routing for Virtual Network Embedding. In <i>2019 16th IEEE Annual Consumer
    Communications &#38; Networking Conference (CCNC2019)</i>. Las Vegas: IEEE.'
  bibtex: '@inproceedings{Afifi_Karl, place={Las Vegas}, title={Power Allocation with
    a Wireless Multi-cast Aware Routing for Virtual Network Embedding}, booktitle={2019
    16th IEEE Annual Consumer Communications &#38; Networking Conference (CCNC2019)},
    publisher={IEEE}, author={Afifi, Haitham and Karl, Holger} }'
  chicago: 'Afifi, Haitham, and Holger Karl. “Power Allocation with a Wireless Multi-Cast
    Aware Routing for Virtual Network Embedding.” In <i>2019 16th IEEE Annual Consumer
    Communications &#38; Networking Conference (CCNC2019)</i>. Las Vegas: IEEE, n.d.'
  ieee: H. Afifi and H. Karl, “Power Allocation with a Wireless Multi-cast Aware Routing
    for Virtual Network Embedding,” in <i>2019 16th IEEE Annual Consumer Communications
    &#38; Networking Conference (CCNC2019)</i>.
  mla: Afifi, Haitham, and Holger Karl. “Power Allocation with a Wireless Multi-Cast
    Aware Routing for Virtual Network Embedding.” <i>2019 16th IEEE Annual Consumer
    Communications &#38; Networking Conference (CCNC2019)</i>, IEEE.
  short: 'H. Afifi, H. Karl, in: 2019 16th IEEE Annual Consumer Communications &#38;
    Networking Conference (CCNC2019), IEEE, Las Vegas, n.d.'
date_created: 2019-01-17T15:51:34Z
date_updated: 2022-01-06T07:03:22Z
ddc:
- '000'
department:
- _id: '75'
file:
- access_level: open_access
  content_type: application/pdf
  creator: hafifi
  date_created: 2019-01-17T15:49:37Z
  date_updated: 2019-01-17T15:49:37Z
  file_id: '6861'
  file_name: globecom.pdf
  file_size: 320283
  relation: main_file
file_date_updated: 2019-01-17T15:49:37Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
place: Las Vegas
project:
- _id: '27'
  name: 'Akustische Sensornetzwerke - Teilprojekt '
- _id: '27'
  name: Akustische Sensornetzwerke - Teilprojekt "Verteilte akustische Signalverarbeitung
    über funkbasierte Sensornetzwerke
publication: 2019 16th IEEE Annual Consumer Communications & Networking Conference
  (CCNC2019)
publication_status: accepted
publisher: IEEE
status: public
title: Power Allocation with a Wireless Multi-cast Aware Routing for Virtual Network
  Embedding
type: conference
user_id: '65718'
year: '2019'
...
---
_id: '12880'
abstract:
- lang: eng
  text: By distributing the computational load over the nodes of a Wireless Acoustic
    Sensor Network (WASN), the real-time capability of the TRINICON (TRIple-N-Independent
    component analysis for CONvolutive mixtures) framework for Blind Source Separation
    (BSS) can be ensured, even if the individual network nodes are not powerful enough
    to run TRINICON in real-time by themselves. To optimally utilize the limited computing
    power and data rate in WASNs, the MARVELO (Multicast-Aware Routing for Virtual
    network Embedding with Loops in Overlays) framework is expanded for use with TRINICON,
    while a feature-based selection scheme is proposed to exploit the most beneficial
    parts of the input signal for adapting the demixing system. The simulation results
    of realistic scenarios show only a minor degradation of the separation performance
    even in heavily resource-limited situations.
author:
- first_name: Michael
  full_name: Guenther, Michael
  last_name: Guenther
- first_name: Haitham
  full_name: Afifi, Haitham
  id: '65718'
  last_name: Afifi
- first_name: Andreas
  full_name: Brendel, Andreas
  last_name: Brendel
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
- first_name: Walter
  full_name: Kellermann, Walter
  last_name: Kellermann
citation:
  ama: 'Guenther M, Afifi H, Brendel A, Karl H, Kellermann W. Sparse Adaptation of
    Distributed Blind Source Separation in Acoustic Sensor Networks. In: <i>2019 IEEE
    Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)
    (WASPAA 2019)</i>. New Paltz, USA; 2019.'
  apa: Guenther, M., Afifi, H., Brendel, A., Karl, H., &#38; Kellermann, W. (2019).
    Sparse Adaptation of Distributed Blind Source Separation in Acoustic Sensor Networks.
    In <i>2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics
    (WASPAA) (WASPAA 2019)</i>. New Paltz, USA.
  bibtex: '@inproceedings{Guenther_Afifi_Brendel_Karl_Kellermann_2019, place={New
    Paltz, USA}, title={Sparse Adaptation of Distributed Blind Source Separation in
    Acoustic Sensor Networks}, booktitle={2019 IEEE Workshop on Applications of Signal
    Processing to Audio and Acoustics (WASPAA) (WASPAA 2019)}, author={Guenther, Michael
    and Afifi, Haitham and Brendel, Andreas and Karl, Holger and Kellermann, Walter},
    year={2019} }'
  chicago: Guenther, Michael, Haitham Afifi, Andreas Brendel, Holger Karl, and Walter
    Kellermann. “Sparse Adaptation of Distributed Blind Source Separation in Acoustic
    Sensor Networks.” In <i>2019 IEEE Workshop on Applications of Signal Processing
    to Audio and Acoustics (WASPAA) (WASPAA 2019)</i>. New Paltz, USA, 2019.
  ieee: M. Guenther, H. Afifi, A. Brendel, H. Karl, and W. Kellermann, “Sparse Adaptation
    of Distributed Blind Source Separation in Acoustic Sensor Networks,” in <i>2019
    IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)
    (WASPAA 2019)</i>, 2019.
  mla: Guenther, Michael, et al. “Sparse Adaptation of Distributed Blind Source Separation
    in Acoustic Sensor Networks.” <i>2019 IEEE Workshop on Applications of Signal
    Processing to Audio and Acoustics (WASPAA) (WASPAA 2019)</i>, 2019.
  short: 'M. Guenther, H. Afifi, A. Brendel, H. Karl, W. Kellermann, in: 2019 IEEE
    Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA)
    (WASPAA 2019), New Paltz, USA, 2019.'
date_created: 2019-07-24T07:25:01Z
date_updated: 2022-01-06T06:51:22Z
department:
- _id: '75'
language:
- iso: eng
place: New Paltz, USA
project:
- _id: '27'
  name: 'Akustische Sensornetzwerke - Teilprojekt '
- _id: '27'
  name: Akustische Sensornetzwerke - Teilprojekt "Verteilte akustische Signalverarbeitung
    über funkbasierte Sensornetzwerke
publication: 2019 IEEE Workshop on Applications of Signal Processing to Audio and
  Acoustics (WASPAA) (WASPAA 2019)
status: public
title: Sparse Adaptation of Distributed Blind Source Separation in Acoustic Sensor
  Networks
type: conference
user_id: '65718'
year: '2019'
...
---
_id: '12881'
abstract:
- lang: eng
  text: Internet of Things (IoT) applications witness an exceptional evolution of
    traffic demands, while existing protocols, as seen in wireless sensor networks
    (WSNs), struggle to cope with these demands. Traditional protocols rely on finding
    a routing path between sensors generating data and sinks acting as gateway or
    databases. Meanwhile, the network will suffer from high collisions in case of
    high data rates. In this context, in-network processing solutions are used to
    leverage the wireless nodes' computations, by distributing processing tasks on
    the nodes along the routing path. Although in-network processing solutions are
    very popular in wired networks (e.g., data centers and wide area networks), there
    are many challenges to adopt these solutions in wireless networks, due to the
    interference problem. In this paper, we solve the problem of routing and task
    distribution jointly using a greedy Virtual Network Embedding (VNE) algorithm,
    and consider power control as well. Through simulations, we compare the proposed
    algorithm to optimal solutions and show that it achieves good results in terms
    of delay. Moreover, we discuss its sub-optimality by driving tight lower bounds
    and loose upper bounds. We also compare our solution with another wireless VNE
    solution to show the trade-off between delay and symbol error rate.
author:
- first_name: Haitham
  full_name: Afifi, Haitham
  id: '65718'
  last_name: Afifi
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Afifi H, Karl H. An Approximate Power Control Algorithm for a Multi-Cast Wireless
    Virtual Network Embedding. In: <i>2019 12th IFIP Wireless and Mobile Networking
    Conference (WMNC) (WMNC’19)</i>. Paris, France; 2019.'
  apa: Afifi, H., &#38; Karl, H. (2019). An Approximate Power Control Algorithm for
    a Multi-Cast Wireless Virtual Network Embedding. In <i>2019 12th IFIP Wireless
    and Mobile Networking Conference (WMNC) (WMNC’19)</i>. Paris, France.
  bibtex: '@inproceedings{Afifi_Karl_2019, place={Paris, France}, title={An Approximate
    Power Control Algorithm for a Multi-Cast Wireless Virtual Network Embedding},
    booktitle={2019 12th IFIP Wireless and Mobile Networking Conference (WMNC) (WMNC’19)},
    author={Afifi, Haitham and Karl, Holger}, year={2019} }'
  chicago: Afifi, Haitham, and Holger Karl. “An Approximate Power Control Algorithm
    for a Multi-Cast Wireless Virtual Network Embedding.” In <i>2019 12th IFIP Wireless
    and Mobile Networking Conference (WMNC) (WMNC’19)</i>. Paris, France, 2019.
  ieee: H. Afifi and H. Karl, “An Approximate Power Control Algorithm for a Multi-Cast
    Wireless Virtual Network Embedding,” in <i>2019 12th IFIP Wireless and Mobile
    Networking Conference (WMNC) (WMNC’19)</i>, 2019.
  mla: Afifi, Haitham, and Holger Karl. “An Approximate Power Control Algorithm for
    a Multi-Cast Wireless Virtual Network Embedding.” <i>2019 12th IFIP Wireless and
    Mobile Networking Conference (WMNC) (WMNC’19)</i>, 2019.
  short: 'H. Afifi, H. Karl, in: 2019 12th IFIP Wireless and Mobile Networking Conference
    (WMNC) (WMNC’19), Paris, France, 2019.'
date_created: 2019-07-24T07:25:28Z
date_updated: 2022-01-06T06:51:22Z
department:
- _id: '75'
language:
- iso: eng
place: Paris, France
project:
- _id: '27'
  name: Akustische Sensornetzwerke - Teilprojekt "Verteilte akustische Signalverarbeitung
    über funkbasierte Sensornetzwerke
publication: 2019 12th IFIP Wireless and Mobile Networking Conference (WMNC) (WMNC'19)
status: public
title: An Approximate Power Control Algorithm for a Multi-Cast Wireless Virtual Network
  Embedding
type: conference
user_id: '65718'
year: '2019'
...
---
_id: '12882'
abstract:
- lang: eng
  text: One of the major challenges in implementing wireless virtualization is the
    resource discovery. This is particularly important for the embedding-algorithms
    that are used to distribute the tasks to nodes. MARVELO is a prototype framework
    for executing different distributed algorithms on the top of a wireless (802.11)
    ad-hoc network. The aim of MARVELO is to select the nodes for running the algorithms
    and to define the routing between the nodes. Hence, it also supports monitoring
    functionalities to collect information about the available resources and to assist
    in profiling the algorithms. The objective of this demo is to show how MAVRLEO
    distributes tasks in an ad-hoc network, based on a feedback from our monitoring
    tool. Additionally, we explain the work-flow, composition and execution of the
    framework.
author:
- first_name: Haitham
  full_name: Afifi, Haitham
  id: '65718'
  last_name: Afifi
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
- first_name: Sebastian
  full_name: Eikenberg, Sebastian
  last_name: Eikenberg
- first_name: Arnold
  full_name: Mueller, Arnold
  last_name: Mueller
- first_name: Lars
  full_name: Gansel, Lars
  last_name: Gansel
- first_name: Alexander
  full_name: Makejkin, Alexander
  last_name: Makejkin
- first_name: Kai
  full_name: Hannemann, Kai
  last_name: Hannemann
- first_name: Rafael
  full_name: Schellenberg, Rafael
  last_name: Schellenberg
citation:
  ama: 'Afifi H, Karl H, Eikenberg S, et al. A Rapid Prototyping for Wireless Virtual
    Network Embedding using MARVELO. In: <i>2019 IEEE Wireless Communications and
    Networking Conference (WCNC) (IEEE WCNC 2019) (Demo)</i>. Marrakech, Morocco;
    2019.'
  apa: Afifi, H., Karl, H., Eikenberg, S., Mueller, A., Gansel, L., Makejkin, A.,
    … Schellenberg, R. (2019). A Rapid Prototyping for Wireless Virtual Network Embedding
    using MARVELO. In <i>2019 IEEE Wireless Communications and Networking Conference
    (WCNC) (IEEE WCNC 2019) (Demo)</i>. Marrakech, Morocco.
  bibtex: '@inproceedings{Afifi_Karl_Eikenberg_Mueller_Gansel_Makejkin_Hannemann_Schellenberg_2019,
    place={Marrakech, Morocco}, title={A Rapid Prototyping for Wireless Virtual Network
    Embedding using MARVELO}, booktitle={2019 IEEE Wireless Communications and Networking
    Conference (WCNC) (IEEE WCNC 2019) (Demo)}, author={Afifi, Haitham and Karl, Holger
    and Eikenberg, Sebastian and Mueller, Arnold and Gansel, Lars and Makejkin, Alexander
    and Hannemann, Kai and Schellenberg, Rafael}, year={2019} }'
  chicago: Afifi, Haitham, Holger Karl, Sebastian Eikenberg, Arnold Mueller, Lars
    Gansel, Alexander Makejkin, Kai Hannemann, and Rafael Schellenberg. “A Rapid Prototyping
    for Wireless Virtual Network Embedding Using MARVELO.” In <i>2019 IEEE Wireless
    Communications and Networking Conference (WCNC) (IEEE WCNC 2019) (Demo)</i>. Marrakech,
    Morocco, 2019.
  ieee: H. Afifi <i>et al.</i>, “A Rapid Prototyping for Wireless Virtual Network
    Embedding using MARVELO,” in <i>2019 IEEE Wireless Communications and Networking
    Conference (WCNC) (IEEE WCNC 2019) (Demo)</i>, 2019.
  mla: Afifi, Haitham, et al. “A Rapid Prototyping for Wireless Virtual Network Embedding
    Using MARVELO.” <i>2019 IEEE Wireless Communications and Networking Conference
    (WCNC) (IEEE WCNC 2019) (Demo)</i>, 2019.
  short: 'H. Afifi, H. Karl, S. Eikenberg, A. Mueller, L. Gansel, A. Makejkin, K.
    Hannemann, R. Schellenberg, in: 2019 IEEE Wireless Communications and Networking
    Conference (WCNC) (IEEE WCNC 2019) (Demo), Marrakech, Morocco, 2019.'
date_created: 2019-07-24T07:28:45Z
date_updated: 2022-01-06T06:51:22Z
ddc:
- '006'
department:
- _id: '75'
file:
- access_level: open_access
  content_type: application/pdf
  creator: hafifi
  date_created: 2021-01-30T12:39:43Z
  date_updated: 2021-01-30T12:42:31Z
  file_id: '21113'
  file_name: demo.pdf
  file_size: 102976
  relation: main_file
file_date_updated: 2021-01-30T12:42:31Z
has_accepted_license: '1'
keyword:
- WSN
- virtualization
- VNE
language:
- iso: eng
oa: '1'
place: Marrakech, Morocco
project:
- _id: '27'
  name: 'Akustische Sensornetzwerke - Teilprojekt '
publication: 2019 IEEE Wireless Communications and Networking Conference (WCNC) (IEEE
  WCNC 2019) (Demo)
status: public
title: A Rapid Prototyping for Wireless Virtual Network Embedding using MARVELO
type: conference
user_id: '65718'
year: '2019'
...
---
_id: '15369'
author:
- first_name: Marcel
  full_name: Müller, Marcel
  last_name: Müller
- first_name: Daniel
  full_name: Behnke, Daniel
  last_name: Behnke
- first_name: Patrick-Benjamin
  full_name: Bök, Patrick-Benjamin
  last_name: Bök
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Stefan Balthasar
  full_name: Schneider, Stefan Balthasar
  id: '35343'
  last_name: Schneider
  orcid: 0000-0001-8210-4011
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Müller M, Behnke D, Bök P-B, Peuster M, Schneider SB, Karl H. 5G as Key Technology
    for Networked Factories: Application of Vertical-specific Network Services for
    Enabling Flexible Smart Manufacturing. In: <i>IEEE 17th International Conference
    on Industrial Informatics (IEEE-INDIN)</i>. Helsinki: IEEE; 2019.'
  apa: 'Müller, M., Behnke, D., Bök, P.-B., Peuster, M., Schneider, S. B., &#38; Karl,
    H. (2019). 5G as Key Technology for Networked Factories: Application of Vertical-specific
    Network Services for Enabling Flexible Smart Manufacturing. In <i>IEEE 17th International
    Conference on Industrial Informatics (IEEE-INDIN)</i>. Helsinki: IEEE.'
  bibtex: '@inproceedings{Müller_Behnke_Bök_Peuster_Schneider_Karl_2019, place={Helsinki},
    title={5G as Key Technology for Networked Factories: Application of Vertical-specific
    Network Services for Enabling Flexible Smart Manufacturing}, booktitle={IEEE 17th
    International Conference on Industrial Informatics (IEEE-INDIN)}, publisher={IEEE},
    author={Müller, Marcel and Behnke, Daniel and Bök, Patrick-Benjamin and Peuster,
    Manuel and Schneider, Stefan Balthasar and Karl, Holger}, year={2019} }'
  chicago: 'Müller, Marcel, Daniel Behnke, Patrick-Benjamin Bök, Manuel Peuster, Stefan
    Balthasar Schneider, and Holger Karl. “5G as Key Technology for Networked Factories:
    Application of Vertical-Specific Network Services for Enabling Flexible Smart
    Manufacturing.” In <i>IEEE 17th International Conference on Industrial Informatics
    (IEEE-INDIN)</i>. Helsinki: IEEE, 2019.'
  ieee: 'M. Müller, D. Behnke, P.-B. Bök, M. Peuster, S. B. Schneider, and H. Karl,
    “5G as Key Technology for Networked Factories: Application of Vertical-specific
    Network Services for Enabling Flexible Smart Manufacturing,” in <i>IEEE 17th International
    Conference on Industrial Informatics (IEEE-INDIN)</i>, 2019.'
  mla: 'Müller, Marcel, et al. “5G as Key Technology for Networked Factories: Application
    of Vertical-Specific Network Services for Enabling Flexible Smart Manufacturing.”
    <i>IEEE 17th International Conference on Industrial Informatics (IEEE-INDIN)</i>,
    IEEE, 2019.'
  short: 'M. Müller, D. Behnke, P.-B. Bök, M. Peuster, S.B. Schneider, H. Karl, in:
    IEEE 17th International Conference on Industrial Informatics (IEEE-INDIN), IEEE,
    Helsinki, 2019.'
date_created: 2019-12-18T07:27:24Z
date_updated: 2022-01-06T06:52:21Z
department:
- _id: '75'
language:
- iso: eng
place: Helsinki
project:
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
- _id: '28'
  grant_number: '761493'
  name: 5G Development and validation platform for global industry-specific network
    services and Apps
publication: IEEE 17th International Conference on Industrial Informatics (IEEE-INDIN)
publisher: IEEE
status: public
title: '5G as Key Technology for Networked Factories: Application of Vertical-specific
  Network Services for Enabling Flexible Smart Manufacturing'
type: conference
user_id: '13271'
year: '2019'
...
---
_id: '15371'
abstract:
- lang: eng
  text: "More and more management and orchestration approaches for (software) networks
    are based on machine learning paradigms and solutions. These approaches depend
    not only on their program code to operate properly, but also require enough input
    data to train their internal models. However, such training data is barely available
    for the software networking domain and most presented solutions rely on their
    own, sometimes not even published, data sets. This makes it hard, or even infeasible,
    to reproduce and compare many of the existing solutions. As a result, it ultimately
    slows down the adoption of machine learning approaches in softwarised networks.
    To this end, we introduce the \"softwarised network data zoo\" (SNDZoo), an open
    collection of software networking data sets aiming to streamline and ease machine
    learning research in the software networking domain. We present a general methodology
    to collect, archive, and publish those data sets for use by other researches and,
    as an example, eight initial data sets, focusing on the performance of virtualised
    network functions.\r\n"
author:
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Stefan Balthasar
  full_name: Schneider, Stefan Balthasar
  id: '35343'
  last_name: Schneider
  orcid: 0000-0001-8210-4011
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Peuster M, Schneider SB, Karl H. The Softwarised Network Data Zoo. In: <i>IEEE/IFIP
    15th International Conference on Network and Service Management (CNSM)</i>. Halifax:
    IEEE/IFIP; 2019.'
  apa: 'Peuster, M., Schneider, S. B., &#38; Karl, H. (2019). The Softwarised Network
    Data Zoo. In <i>IEEE/IFIP 15th International Conference on Network and Service
    Management (CNSM)</i>. Halifax: IEEE/IFIP.'
  bibtex: '@inproceedings{Peuster_Schneider_Karl_2019, place={Halifax}, title={The
    Softwarised Network Data Zoo}, booktitle={IEEE/IFIP 15th International Conference
    on Network and Service Management (CNSM)}, publisher={IEEE/IFIP}, author={Peuster,
    Manuel and Schneider, Stefan Balthasar and Karl, Holger}, year={2019} }'
  chicago: 'Peuster, Manuel, Stefan Balthasar Schneider, and Holger Karl. “The Softwarised
    Network Data Zoo.” In <i>IEEE/IFIP 15th International Conference on Network and
    Service Management (CNSM)</i>. Halifax: IEEE/IFIP, 2019.'
  ieee: M. Peuster, S. B. Schneider, and H. Karl, “The Softwarised Network Data Zoo,”
    in <i>IEEE/IFIP 15th International Conference on Network and Service Management
    (CNSM)</i>, 2019.
  mla: Peuster, Manuel, et al. “The Softwarised Network Data Zoo.” <i>IEEE/IFIP 15th
    International Conference on Network and Service Management (CNSM)</i>, IEEE/IFIP,
    2019.
  short: 'M. Peuster, S.B. Schneider, H. Karl, in: IEEE/IFIP 15th International Conference
    on Network and Service Management (CNSM), IEEE/IFIP, Halifax, 2019.'
date_created: 2019-12-18T07:30:45Z
date_updated: 2022-01-06T06:52:21Z
ddc:
- '000'
department:
- _id: '75'
file:
- access_level: open_access
  content_type: application/pdf
  creator: peuster
  date_created: 2019-12-18T08:10:23Z
  date_updated: 2019-12-18T08:10:23Z
  file_id: '15377'
  file_name: main_for_ris.pdf
  file_size: 515208
  relation: main_file
file_date_updated: 2019-12-18T08:10:23Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://dl.ifip.org/db/conf/cnsm/cnsm2019/1570555677.pdf
oa: '1'
place: Halifax
project:
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
- _id: '28'
  grant_number: '761493'
  name: 5G Development and validation platform for global industry-specific network
    services and Apps
publication: IEEE/IFIP 15th International Conference on Network and Service Management
  (CNSM)
publisher: IEEE/IFIP
status: public
title: The Softwarised Network Data Zoo
type: conference
user_id: '13271'
year: '2019'
...
---
_id: '15372'
author:
- first_name: Askhat
  full_name: Nuriddinov, Askhat
  last_name: Nuriddinov
- first_name: Wouter
  full_name: Tavernier, Wouter
  last_name: Tavernier
- first_name: Didier
  full_name: Colle, Didier
  last_name: Colle
- first_name: Mario
  full_name: Pickavet, Mario
  last_name: Pickavet
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Stefan Balthasar
  full_name: Schneider, Stefan Balthasar
  id: '35343'
  last_name: Schneider
  orcid: 0000-0001-8210-4011
citation:
  ama: 'Nuriddinov A, Tavernier W, Colle D, Pickavet M, Peuster M, Schneider SB. Reproducible
    Functional Tests for Multi-scale Network Services. In: <i> IEEE Conference on
    Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas:
    IEEE; 2019.'
  apa: 'Nuriddinov, A., Tavernier, W., Colle, D., Pickavet, M., Peuster, M., &#38;
    Schneider, S. B. (2019). Reproducible Functional Tests for Multi-scale Network
    Services. In <i> IEEE Conference on Network Function Virtualization and Software
    Defined Networks (NFV-SDN)</i>. Dallas: IEEE.'
  bibtex: '@inproceedings{Nuriddinov_Tavernier_Colle_Pickavet_Peuster_Schneider_2019,
    place={Dallas}, title={Reproducible Functional Tests for Multi-scale Network Services},
    booktitle={ IEEE Conference on Network Function Virtualization and Software Defined
    Networks (NFV-SDN)}, publisher={IEEE}, author={Nuriddinov, Askhat and Tavernier,
    Wouter and Colle, Didier and Pickavet, Mario and Peuster, Manuel and Schneider,
    Stefan Balthasar}, year={2019} }'
  chicago: 'Nuriddinov, Askhat, Wouter Tavernier, Didier Colle, Mario Pickavet, Manuel
    Peuster, and Stefan Balthasar Schneider. “Reproducible Functional Tests for Multi-Scale
    Network Services.” In <i> IEEE Conference on Network Function Virtualization and
    Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE, 2019.'
  ieee: A. Nuriddinov, W. Tavernier, D. Colle, M. Pickavet, M. Peuster, and S. B.
    Schneider, “Reproducible Functional Tests for Multi-scale Network Services,” in
    <i> IEEE Conference on Network Function Virtualization and Software Defined Networks
    (NFV-SDN)</i>, 2019.
  mla: Nuriddinov, Askhat, et al. “Reproducible Functional Tests for Multi-Scale Network
    Services.” <i> IEEE Conference on Network Function Virtualization and Software
    Defined Networks (NFV-SDN)</i>, IEEE, 2019.
  short: 'A. Nuriddinov, W. Tavernier, D. Colle, M. Pickavet, M. Peuster, S.B. Schneider,
    in:  IEEE Conference on Network Function Virtualization and Software Defined Networks
    (NFV-SDN), IEEE, Dallas, 2019.'
date_created: 2019-12-18T07:36:04Z
date_updated: 2022-01-06T06:52:21Z
department:
- _id: '75'
language:
- iso: eng
place: Dallas
project:
- _id: '28'
  grant_number: '761493'
  name: 5G Development and validation platform for global industry-specific network
    services and Apps
publication: ' IEEE Conference on Network Function Virtualization and Software Defined
  Networks (NFV-SDN)'
publisher: IEEE
status: public
title: Reproducible Functional Tests for Multi-scale Network Services
type: conference
user_id: '13271'
year: '2019'
...
---
_id: '15373'
abstract:
- lang: eng
  text: "Offloading packet processing tasks to programmable switches and/or to programmable
    network interfaces, so called “SmartNICs”, is one of the key concepts to prepare
    softwarized networks for the high traffic demands of the future. However, implementing
    network functions that make use of those offload- ing technologies is still challenging
    and usually requires the availability of specialized hardware. It becomes even
    harder if heterogeneous services, making use of different offloading and network
    virtualization technologies, should be developed.\r\nIn this paper, we introduce
    FOP4 (Function Offloading Pro- totyping with P4), a novel prototyping platform
    that allows to prototype heterogeneous software network scenarios, including container-based,
    P4-switch-based, and SmartNIC-based network functions. The presented work substantially
    extends our existing Containernet platform with the means to prototype offloading
    scenarios. Besides presenting the platform’s system design, we evaluate its scalability
    and show that it can run scenarios with more than 64 P4 switch or SmartNIC nodes
    on a single laptop. Finally, we presented a case study in which we use the presented
    platform to prototype an extended in-band network telemetry use case."
author:
- first_name: Daniele
  full_name: Moro, Daniele
  last_name: Moro
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
- first_name: Antonio
  full_name: Capone, Antonio
  last_name: Capone
citation:
  ama: 'Moro D, Peuster M, Karl H, Capone A. FOP4: Function Offloading Prototyping
    in Heterogeneous and Programmable Network Scenarios. In: <i>IEEE Conference on
    Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas:
    IEEE; 2019.'
  apa: 'Moro, D., Peuster, M., Karl, H., &#38; Capone, A. (2019). FOP4: Function Offloading
    Prototyping in Heterogeneous and Programmable Network Scenarios. In <i>IEEE Conference
    on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>.
    Dallas: IEEE.'
  bibtex: '@inproceedings{Moro_Peuster_Karl_Capone_2019, place={Dallas}, title={FOP4:
    Function Offloading Prototyping in Heterogeneous and Programmable Network Scenarios},
    booktitle={IEEE Conference on Network Function Virtualization and Software Defined
    Networks (NFV-SDN)}, publisher={IEEE}, author={Moro, Daniele and Peuster, Manuel
    and Karl, Holger and Capone, Antonio}, year={2019} }'
  chicago: 'Moro, Daniele, Manuel Peuster, Holger Karl, and Antonio Capone. “FOP4:
    Function Offloading Prototyping in Heterogeneous and Programmable Network Scenarios.”
    In <i>IEEE Conference on Network Function Virtualization and Software Defined
    Networks (NFV-SDN)</i>. Dallas: IEEE, 2019.'
  ieee: 'D. Moro, M. Peuster, H. Karl, and A. Capone, “FOP4: Function Offloading Prototyping
    in Heterogeneous and Programmable Network Scenarios,” in <i>IEEE Conference on
    Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>, 2019.'
  mla: 'Moro, Daniele, et al. “FOP4: Function Offloading Prototyping in Heterogeneous
    and Programmable Network Scenarios.” <i>IEEE Conference on Network Function Virtualization
    and Software Defined Networks (NFV-SDN)</i>, IEEE, 2019.'
  short: 'D. Moro, M. Peuster, H. Karl, A. Capone, in: IEEE Conference on Network
    Function Virtualization and Software Defined Networks (NFV-SDN), IEEE, Dallas,
    2019.'
date_created: 2019-12-18T07:39:28Z
date_updated: 2022-01-06T06:52:22Z
ddc:
- '000'
department:
- _id: '75'
file:
- access_level: open_access
  content_type: application/pdf
  creator: peuster
  date_created: 2019-12-18T08:11:37Z
  date_updated: 2019-12-18T08:11:37Z
  file_id: '15378'
  file_name: main_for_ris.pdf
  file_size: 657216
  relation: main_file
file_date_updated: 2019-12-18T08:11:37Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
place: Dallas
project:
- _id: '28'
  grant_number: '761493'
  name: 5G Development and validation platform for global industry-specific network
    services and Apps
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publication: IEEE Conference on Network Function Virtualization and Software Defined
  Networks (NFV-SDN)
publisher: IEEE
status: public
title: 'FOP4: Function Offloading Prototyping in Heterogeneous and Programmable Network
  Scenarios'
type: conference
user_id: '13271'
year: '2019'
...
---
_id: '15374'
abstract:
- lang: eng
  text: Emulation platforms supporting Virtual Network Functions (VNFs) allow developers
    to rapidly prototype network services. None of the available platforms, however,
    supports experimenting with programmable data planes to enable VNF offloading.
    In this demonstration, we show FOP4, a flexible platform that provides support
    for Docker-based VNFs, and VNF offloading, by means of P4-enabled switches. The
    platform provides interfaces to program the P4 devices and to deploy network functions.
    We demonstrate FOP4 with two complex example scenarios, demonstrating how developers
    can exploit data plane programmability to implement network functions.
author:
- first_name: Daniele
  full_name: Moro, Daniele
  last_name: Moro
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
- first_name: Antonio
  full_name: Capone, Antonio
  last_name: Capone
citation:
  ama: 'Moro D, Peuster M, Karl H, Capone A. Demonstrating FOP4: A Flexible Platform
    to Prototype NFV Offloading Scenarios. In: <i>IEEE Conference on Network Function
    Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE; 2019.'
  apa: 'Moro, D., Peuster, M., Karl, H., &#38; Capone, A. (2019). Demonstrating FOP4:
    A Flexible Platform to Prototype NFV Offloading Scenarios. In <i>IEEE Conference
    on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>.
    Dallas: IEEE.'
  bibtex: '@inproceedings{Moro_Peuster_Karl_Capone_2019, place={Dallas}, title={Demonstrating
    FOP4: A Flexible Platform to Prototype NFV Offloading Scenarios}, booktitle={IEEE
    Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)},
    publisher={IEEE}, author={Moro, Daniele and Peuster, Manuel and Karl, Holger and
    Capone, Antonio}, year={2019} }'
  chicago: 'Moro, Daniele, Manuel Peuster, Holger Karl, and Antonio Capone. “Demonstrating
    FOP4: A Flexible Platform to Prototype NFV Offloading Scenarios.” In <i>IEEE Conference
    on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>.
    Dallas: IEEE, 2019.'
  ieee: 'D. Moro, M. Peuster, H. Karl, and A. Capone, “Demonstrating FOP4: A Flexible
    Platform to Prototype NFV Offloading Scenarios,” in <i>IEEE Conference on Network
    Function Virtualization and Software Defined Networks (NFV-SDN)</i>, 2019.'
  mla: 'Moro, Daniele, et al. “Demonstrating FOP4: A Flexible Platform to Prototype
    NFV Offloading Scenarios.” <i>IEEE Conference on Network Function Virtualization
    and Software Defined Networks (NFV-SDN)</i>, IEEE, 2019.'
  short: 'D. Moro, M. Peuster, H. Karl, A. Capone, in: IEEE Conference on Network
    Function Virtualization and Software Defined Networks (NFV-SDN), IEEE, Dallas,
    2019.'
date_created: 2019-12-18T07:41:21Z
date_updated: 2022-01-06T06:52:22Z
ddc:
- '000'
department:
- _id: '75'
file:
- access_level: open_access
  content_type: application/pdf
  creator: peuster
  date_created: 2019-12-18T08:12:28Z
  date_updated: 2019-12-18T08:12:28Z
  file_id: '15379'
  file_name: main_for_ris.pdf
  file_size: 370456
  relation: main_file
file_date_updated: 2019-12-18T08:12:28Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
place: Dallas
project:
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publication: IEEE Conference on Network Function Virtualization and Software Defined
  Networks (NFV-SDN)
publisher: IEEE
status: public
title: 'Demonstrating FOP4: A Flexible Platform to Prototype NFV Offloading Scenarios'
type: conference
user_id: '13271'
year: '2019'
...
---
_id: '15375'
author:
- first_name: Marcel
  full_name: Müller, Marcel
  last_name: Müller
- first_name: Daniel
  full_name: Behnke, Daniel
  last_name: Behnke
- first_name: Patrick-Benjamin
  full_name: Bök, Patrick-Benjamin
  last_name: Bök
- first_name: Stefan Balthasar
  full_name: Schneider, Stefan Balthasar
  id: '35343'
  last_name: Schneider
  orcid: 0000-0001-8210-4011
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Müller M, Behnke D, Bök P-B, Schneider SB, Peuster M, Karl H. Putting NFV
    into Reality: Physical Smart Manufacturing Testbed. In: <i>IEEE Conference on
    Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas:
    IEEE; 2019.'
  apa: 'Müller, M., Behnke, D., Bök, P.-B., Schneider, S. B., Peuster, M., &#38; Karl,
    H. (2019). Putting NFV into Reality: Physical Smart Manufacturing Testbed. In
    <i>IEEE Conference on Network Function Virtualization and Software Defined Networks
    (NFV-SDN)</i>. Dallas: IEEE.'
  bibtex: '@inproceedings{Müller_Behnke_Bök_Schneider_Peuster_Karl_2019, place={Dallas},
    title={Putting NFV into Reality: Physical Smart Manufacturing Testbed}, booktitle={IEEE
    Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)},
    publisher={IEEE}, author={Müller, Marcel and Behnke, Daniel and Bök, Patrick-Benjamin
    and Schneider, Stefan Balthasar and Peuster, Manuel and Karl, Holger}, year={2019}
    }'
  chicago: 'Müller, Marcel, Daniel Behnke, Patrick-Benjamin Bök, Stefan Balthasar
    Schneider, Manuel Peuster, and Holger Karl. “Putting NFV into Reality: Physical
    Smart Manufacturing Testbed.” In <i>IEEE Conference on Network Function Virtualization
    and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE, 2019.'
  ieee: 'M. Müller, D. Behnke, P.-B. Bök, S. B. Schneider, M. Peuster, and H. Karl,
    “Putting NFV into Reality: Physical Smart Manufacturing Testbed,” in <i>IEEE Conference
    on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>,
    2019.'
  mla: 'Müller, Marcel, et al. “Putting NFV into Reality: Physical Smart Manufacturing
    Testbed.” <i>IEEE Conference on Network Function Virtualization and Software Defined
    Networks (NFV-SDN)</i>, IEEE, 2019.'
  short: 'M. Müller, D. Behnke, P.-B. Bök, S.B. Schneider, M. Peuster, H. Karl, in:
    IEEE Conference on Network Function Virtualization and Software Defined Networks
    (NFV-SDN), IEEE, Dallas, 2019.'
date_created: 2019-12-18T07:45:20Z
date_updated: 2022-01-06T06:52:22Z
department:
- _id: '75'
language:
- iso: eng
place: Dallas
project:
- _id: '28'
  grant_number: '761493'
  name: 5G Development and validation platform for global industry-specific network
    services and Apps
publication: IEEE Conference on Network Function Virtualization and Software Defined
  Networks (NFV-SDN)
publisher: IEEE
status: public
title: 'Putting NFV into Reality: Physical Smart Manufacturing Testbed'
type: conference
user_id: '13271'
year: '2019'
...
---
_id: '15376'
author:
- first_name: Daniel
  full_name: Behnke, Daniel
  last_name: Behnke
- first_name: Marcel
  full_name: Müller, Marcel
  last_name: Müller
- first_name: Patrick-Benjamin
  full_name: Bök, Patrick-Benjamin
  last_name: Bök
- first_name: Stefan Balthasar
  full_name: Schneider, Stefan Balthasar
  id: '35343'
  last_name: Schneider
  orcid: 0000-0001-8210-4011
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Behnke D, Müller M, Bök P-B, Schneider SB, Peuster M, Karl H. NFV-driven intrusion
    detection for smart manufacturing. In: <i>IEEE Conference on Network Function
    Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE; 2019.'
  apa: 'Behnke, D., Müller, M., Bök, P.-B., Schneider, S. B., Peuster, M., &#38; Karl,
    H. (2019). NFV-driven intrusion detection for smart manufacturing. In <i>IEEE
    Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>.
    Dallas: IEEE.'
  bibtex: '@inproceedings{Behnke_Müller_Bök_Schneider_Peuster_Karl_2019, place={Dallas},
    title={NFV-driven intrusion detection for smart manufacturing}, booktitle={IEEE
    Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)},
    publisher={IEEE}, author={Behnke, Daniel and Müller, Marcel and Bök, Patrick-Benjamin
    and Schneider, Stefan Balthasar and Peuster, Manuel and Karl, Holger}, year={2019}
    }'
  chicago: 'Behnke, Daniel, Marcel Müller, Patrick-Benjamin Bök, Stefan Balthasar
    Schneider, Manuel Peuster, and Holger Karl. “NFV-Driven Intrusion Detection for
    Smart Manufacturing.” In <i>IEEE Conference on Network Function Virtualization
    and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE, 2019.'
  ieee: D. Behnke, M. Müller, P.-B. Bök, S. B. Schneider, M. Peuster, and H. Karl,
    “NFV-driven intrusion detection for smart manufacturing,” in <i>IEEE Conference
    on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>,
    2019.
  mla: Behnke, Daniel, et al. “NFV-Driven Intrusion Detection for Smart Manufacturing.”
    <i>IEEE Conference on Network Function Virtualization and Software Defined Networks
    (NFV-SDN)</i>, IEEE, 2019.
  short: 'D. Behnke, M. Müller, P.-B. Bök, S.B. Schneider, M. Peuster, H. Karl, in:
    IEEE Conference on Network Function Virtualization and Software Defined Networks
    (NFV-SDN), IEEE, Dallas, 2019.'
date_created: 2019-12-18T07:47:17Z
date_updated: 2022-01-06T06:52:22Z
department:
- _id: '75'
language:
- iso: eng
place: Dallas
project:
- _id: '28'
  grant_number: '761493'
  name: 5G Development and validation platform for global industry-specific network
    services and Apps
publication: IEEE Conference on Network Function Virtualization and Software Defined
  Networks (NFV-SDN)
publisher: IEEE
status: public
title: NFV-driven intrusion detection for smart manufacturing
type: conference
user_id: '13271'
year: '2019'
...
---
_id: '15741'
abstract:
- lang: eng
  text: "\r\nIn many cyber–physical systems, we encounter the problem of remote state
    estimation of geo- graphically distributed and remote physical processes. This
    paper studies the scheduling of sensor transmissions to estimate the states of
    multiple remote, dynamic processes. Information from the different sensors has
    to be transmitted to a central gateway over a wireless network for monitoring
    purposes, where typically fewer wireless channels are available than there are
    processes to be monitored. For effective estimation at the gateway, the sensors
    need to be scheduled appropriately, i.e., at each time instant one needs to decide
    which sensors have network access and which ones do not. To address this scheduling
    problem, we formulate an associated Markov decision process (MDP). This MDP is
    then solved using a Deep Q-Network, a recent deep reinforcement learning algorithm
    that is at once scalable and model-free. We compare our scheduling algorithm to
    popular scheduling algorithms such as round-robin and reduced-waiting-time, among
    others. Our algorithm is shown to significantly outperform these algorithms for
    many example scenario"
article_number: '108759'
author:
- first_name: Alex S.
  full_name: Leong, Alex S.
  last_name: Leong
- first_name: Arunselvan
  full_name: Ramaswamy, Arunselvan
  id: '66937'
  last_name: Ramaswamy
  orcid: https://orcid.org/ 0000-0001-7547-8111
- first_name: Daniel E.
  full_name: Quevedo, Daniel E.
  last_name: Quevedo
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
- first_name: Ling
  full_name: Shi, Ling
  last_name: Shi
citation:
  ama: Leong AS, Ramaswamy A, Quevedo DE, Karl H, Shi L. Deep reinforcement learning
    for wireless sensor scheduling in cyber–physical systems. <i>Automatica</i>. 2019.
    doi:<a href="https://doi.org/10.1016/j.automatica.2019.108759">10.1016/j.automatica.2019.108759</a>
  apa: Leong, A. S., Ramaswamy, A., Quevedo, D. E., Karl, H., &#38; Shi, L. (2019).
    Deep reinforcement learning for wireless sensor scheduling in cyber–physical systems.
    <i>Automatica</i>. <a href="https://doi.org/10.1016/j.automatica.2019.108759">https://doi.org/10.1016/j.automatica.2019.108759</a>
  bibtex: '@article{Leong_Ramaswamy_Quevedo_Karl_Shi_2019, title={Deep reinforcement
    learning for wireless sensor scheduling in cyber–physical systems}, DOI={<a href="https://doi.org/10.1016/j.automatica.2019.108759">10.1016/j.automatica.2019.108759</a>},
    number={108759}, journal={Automatica}, author={Leong, Alex S. and Ramaswamy, Arunselvan
    and Quevedo, Daniel E. and Karl, Holger and Shi, Ling}, year={2019} }'
  chicago: Leong, Alex S., Arunselvan Ramaswamy, Daniel E. Quevedo, Holger Karl, and
    Ling Shi. “Deep Reinforcement Learning for Wireless Sensor Scheduling in Cyber–Physical
    Systems.” <i>Automatica</i>, 2019. <a href="https://doi.org/10.1016/j.automatica.2019.108759">https://doi.org/10.1016/j.automatica.2019.108759</a>.
  ieee: A. S. Leong, A. Ramaswamy, D. E. Quevedo, H. Karl, and L. Shi, “Deep reinforcement
    learning for wireless sensor scheduling in cyber–physical systems,” <i>Automatica</i>,
    2019.
  mla: Leong, Alex S., et al. “Deep Reinforcement Learning for Wireless Sensor Scheduling
    in Cyber–Physical Systems.” <i>Automatica</i>, 108759, 2019, doi:<a href="https://doi.org/10.1016/j.automatica.2019.108759">10.1016/j.automatica.2019.108759</a>.
  short: A.S. Leong, A. Ramaswamy, D.E. Quevedo, H. Karl, L. Shi, Automatica (2019).
date_created: 2020-01-31T15:55:27Z
date_updated: 2022-01-06T06:52:32Z
ddc:
- '000'
department:
- _id: '7'
- _id: '34'
- _id: '3'
- _id: '75'
- _id: '57'
doi: 10.1016/j.automatica.2019.108759
file:
- access_level: closed
  content_type: application/pdf
  creator: hkarl
  date_created: 2020-01-31T15:57:50Z
  date_updated: 2020-01-31T15:57:50Z
  file_id: '15743'
  file_name: leoram20a.pdf
  file_size: '675382'
  relation: main_file
  success: 1
file_date_updated: 2020-01-31T15:57:50Z
has_accepted_license: '1'
language:
- iso: eng
project:
- _id: '24'
  name: Netzgewahre Regelung & regelungsgewahre Netze
publication: Automatica
publication_identifier:
  issn:
  - 0005-1098
publication_status: published
quality_controlled: '1'
status: public
title: Deep reinforcement learning for wireless sensor scheduling in cyber–physical
  systems
type: journal_article
user_id: '126'
year: '2019'
...
---
_id: '13123'
abstract:
- lang: eng
  text: Given the recent development in embedded devices, wireless senor nodes are
    no longer limited to data collection but they can also do processing (e.g., smartphones).
    Accordingly, new types of applications take an advantage of the processing and
    flexibility provided by the wireless network. A common property between these
    applications is that the processing is not running on only one single node, but
    it is broken-down into smaller tasks that can run over multiple nodes, i.e., exploiting
    the in-network processing. We study a special variant of in-network processing,
    where the application is given by a graph; the processing tasks have predefined
    connections to be executed in a predefined sequence. The problem of embedding
    an application graph into a network is commonly known as Virtual Network Embedding
    (VNE). In this paper, we present a Genetic Algorithm (GA) solution to solve this
    wireless VNE problem, where we take into account the interference and multi-cast
    properties. We show that the GA has a good performance and fast execution compared
    to the optimization problem.
author:
- first_name: Haitham
  full_name: Afifi, Haitham
  id: '65718'
  last_name: Afifi
- first_name: Konrad
  full_name: Horbach, Konrad
  last_name: Horbach
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Afifi H, Horbach K, Karl H. A Genetic Algorithm Framework for Solving Wireless
    Virtual Network Embedding. In: <i>2019 International Conference on Wireless and
    Mobile Computing, Networking and Communications (WiMob) (WiMob 2019)</i>. Barcelona,
    Spain; 2019.'
  apa: Afifi, H., Horbach, K., &#38; Karl, H. (2019). A Genetic Algorithm Framework
    for Solving Wireless Virtual Network Embedding. In <i>2019 International Conference
    on Wireless and Mobile Computing, Networking and Communications (WiMob) (WiMob
    2019)</i>. Barcelona, Spain.
  bibtex: '@inproceedings{Afifi_Horbach_Karl_2019, place={Barcelona, Spain}, title={A
    Genetic Algorithm Framework for Solving Wireless Virtual Network Embedding}, booktitle={2019
    International Conference on Wireless and Mobile Computing, Networking and Communications
    (WiMob) (WiMob 2019)}, author={Afifi, Haitham and Horbach, Konrad and Karl, Holger},
    year={2019} }'
  chicago: Afifi, Haitham, Konrad Horbach, and Holger Karl. “A Genetic Algorithm Framework
    for Solving Wireless Virtual Network Embedding.” In <i>2019 International Conference
    on Wireless and Mobile Computing, Networking and Communications (WiMob) (WiMob
    2019)</i>. Barcelona, Spain, 2019.
  ieee: H. Afifi, K. Horbach, and H. Karl, “A Genetic Algorithm Framework for Solving
    Wireless Virtual Network Embedding,” in <i>2019 International Conference on Wireless
    and Mobile Computing, Networking and Communications (WiMob) (WiMob 2019)</i>,
    2019.
  mla: Afifi, Haitham, et al. “A Genetic Algorithm Framework for Solving Wireless
    Virtual Network Embedding.” <i>2019 International Conference on Wireless and Mobile
    Computing, Networking and Communications (WiMob) (WiMob 2019)</i>, 2019.
  short: 'H. Afifi, K. Horbach, H. Karl, in: 2019 International Conference on Wireless
    and Mobile Computing, Networking and Communications (WiMob) (WiMob 2019), Barcelona,
    Spain, 2019.'
date_created: 2019-09-03T11:54:17Z
date_updated: 2022-01-06T06:51:28Z
department:
- _id: '75'
language:
- iso: eng
place: Barcelona, Spain
project:
- _id: '27'
  name: Akustische Sensornetzwerke - Teilprojekt "Verteilte akustische Signalverarbeitung
    über funkbasierte Sensornetzwerke
publication: 2019 International Conference on Wireless and Mobile Computing, Networking
  and Communications (WiMob) (WiMob 2019)
status: public
title: A Genetic Algorithm Framework for Solving Wireless Virtual Network Embedding
type: conference
user_id: '65718'
year: '2019'
...
---
_id: '13124'
author:
- first_name: Sevil
  full_name: Dräxler, Sevil
  id: '31764'
  last_name: Dräxler
citation:
  ama: Dräxler S. <i>Scaling, Placement, and Routing for Pliable Virtualized Composed
    Services</i>. Universität Paderborn; 2019.
  apa: Dräxler, S. (2019). <i>Scaling, placement, and routing for pliable virtualized
    composed services</i>. Universität Paderborn.
  bibtex: '@book{Dräxler_2019, title={Scaling, placement, and routing for pliable
    virtualized composed services}, publisher={Universität Paderborn}, author={Dräxler,
    Sevil}, year={2019} }'
  chicago: Dräxler, Sevil. <i>Scaling, Placement, and Routing for Pliable Virtualized
    Composed Services</i>. Universität Paderborn, 2019.
  ieee: S. Dräxler, <i>Scaling, placement, and routing for pliable virtualized composed
    services</i>. Universität Paderborn, 2019.
  mla: Dräxler, Sevil. <i>Scaling, Placement, and Routing for Pliable Virtualized
    Composed Services</i>. Universität Paderborn, 2019.
  short: S. Dräxler, Scaling, Placement, and Routing for Pliable Virtualized Composed
    Services, Universität Paderborn, 2019.
date_created: 2019-09-03T12:16:32Z
date_updated: 2022-01-06T06:51:28Z
department:
- _id: '75'
language:
- iso: eng
project:
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publisher: Universität Paderborn
status: public
supervisor:
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
title: Scaling, placement, and routing for pliable virtualized composed services
type: dissertation
user_id: '477'
year: '2019'
...