---
_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: IEEE 17th International Conference
on Industrial Informatics (IEEE-INDIN). Helsinki: IEEE; 2019.'
apa: 'Müller, M., Behnke, D., Bök, P.-B., Peuster, M., Schneider, S. B., & Karl,
H. (2019). 5G as Key Technology for Networked Factories: Application of Vertical-specific
Network Services for Enabling Flexible Smart Manufacturing. In IEEE 17th International
Conference on Industrial Informatics (IEEE-INDIN). 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 IEEE 17th International Conference on Industrial Informatics
(IEEE-INDIN). 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 IEEE 17th International
Conference on Industrial Informatics (IEEE-INDIN), 2019.'
mla: 'Müller, Marcel, et al. “5G as Key Technology for Networked Factories: Application
of Vertical-Specific Network Services for Enabling Flexible Smart Manufacturing.”
IEEE 17th International Conference on Industrial Informatics (IEEE-INDIN),
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: IEEE/IFIP
15th International Conference on Network and Service Management (CNSM). Halifax:
IEEE/IFIP; 2019.'
apa: 'Peuster, M., Schneider, S. B., & Karl, H. (2019). The Softwarised Network
Data Zoo. In IEEE/IFIP 15th International Conference on Network and Service
Management (CNSM). 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 IEEE/IFIP 15th International Conference on Network and
Service Management (CNSM). Halifax: IEEE/IFIP, 2019.'
ieee: M. Peuster, S. B. Schneider, and H. Karl, “The Softwarised Network Data Zoo,”
in IEEE/IFIP 15th International Conference on Network and Service Management
(CNSM), 2019.
mla: Peuster, Manuel, et al. “The Softwarised Network Data Zoo.” IEEE/IFIP 15th
International Conference on Network and Service Management (CNSM), 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: IEEE Conference on
Network Function Virtualization and Software Defined Networks (NFV-SDN). Dallas:
IEEE; 2019.'
apa: 'Nuriddinov, A., Tavernier, W., Colle, D., Pickavet, M., Peuster, M., &
Schneider, S. B. (2019). Reproducible Functional Tests for Multi-scale Network
Services. In IEEE Conference on Network Function Virtualization and Software
Defined Networks (NFV-SDN). 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 IEEE Conference on Network Function Virtualization and
Software Defined Networks (NFV-SDN). 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
IEEE Conference on Network Function Virtualization and Software Defined Networks
(NFV-SDN), 2019.
mla: Nuriddinov, Askhat, et al. “Reproducible Functional Tests for Multi-Scale Network
Services.” IEEE Conference on Network Function Virtualization and Software
Defined Networks (NFV-SDN), 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: IEEE Conference on
Network Function Virtualization and Software Defined Networks (NFV-SDN). Dallas:
IEEE; 2019.'
apa: 'Moro, D., Peuster, M., Karl, H., & Capone, A. (2019). FOP4: Function Offloading
Prototyping in Heterogeneous and Programmable Network Scenarios. In IEEE Conference
on Network Function Virtualization and Software Defined Networks (NFV-SDN).
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 IEEE Conference on Network Function Virtualization and Software Defined
Networks (NFV-SDN). Dallas: IEEE, 2019.'
ieee: 'D. Moro, M. Peuster, H. Karl, and A. Capone, “FOP4: Function Offloading Prototyping
in Heterogeneous and Programmable Network Scenarios,” in IEEE Conference on
Network Function Virtualization and Software Defined Networks (NFV-SDN), 2019.'
mla: 'Moro, Daniele, et al. “FOP4: Function Offloading Prototyping in Heterogeneous
and Programmable Network Scenarios.” IEEE Conference on Network Function Virtualization
and Software Defined Networks (NFV-SDN), 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: IEEE Conference on Network Function
Virtualization and Software Defined Networks (NFV-SDN). Dallas: IEEE; 2019.'
apa: 'Moro, D., Peuster, M., Karl, H., & Capone, A. (2019). Demonstrating FOP4:
A Flexible Platform to Prototype NFV Offloading Scenarios. In IEEE Conference
on Network Function Virtualization and Software Defined Networks (NFV-SDN).
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 IEEE Conference
on Network Function Virtualization and Software Defined Networks (NFV-SDN).
Dallas: IEEE, 2019.'
ieee: 'D. Moro, M. Peuster, H. Karl, and A. Capone, “Demonstrating FOP4: A Flexible
Platform to Prototype NFV Offloading Scenarios,” in IEEE Conference on Network
Function Virtualization and Software Defined Networks (NFV-SDN), 2019.'
mla: 'Moro, Daniele, et al. “Demonstrating FOP4: A Flexible Platform to Prototype
NFV Offloading Scenarios.” IEEE Conference on Network Function Virtualization
and Software Defined Networks (NFV-SDN), 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: IEEE Conference on
Network Function Virtualization and Software Defined Networks (NFV-SDN). Dallas:
IEEE; 2019.'
apa: 'Müller, M., Behnke, D., Bök, P.-B., Schneider, S. B., Peuster, M., & Karl,
H. (2019). Putting NFV into Reality: Physical Smart Manufacturing Testbed. In
IEEE Conference on Network Function Virtualization and Software Defined Networks
(NFV-SDN). 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 IEEE Conference on Network Function Virtualization
and Software Defined Networks (NFV-SDN). 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 IEEE Conference
on Network Function Virtualization and Software Defined Networks (NFV-SDN),
2019.'
mla: 'Müller, Marcel, et al. “Putting NFV into Reality: Physical Smart Manufacturing
Testbed.” IEEE Conference on Network Function Virtualization and Software Defined
Networks (NFV-SDN), 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: IEEE Conference on Network Function
Virtualization and Software Defined Networks (NFV-SDN). Dallas: IEEE; 2019.'
apa: 'Behnke, D., Müller, M., Bök, P.-B., Schneider, S. B., Peuster, M., & Karl,
H. (2019). NFV-driven intrusion detection for smart manufacturing. In IEEE
Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN).
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 IEEE Conference on Network Function Virtualization
and Software Defined Networks (NFV-SDN). 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 IEEE Conference
on Network Function Virtualization and Software Defined Networks (NFV-SDN),
2019.
mla: Behnke, Daniel, et al. “NFV-Driven Intrusion Detection for Smart Manufacturing.”
IEEE Conference on Network Function Virtualization and Software Defined Networks
(NFV-SDN), 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. Automatica. 2019.
doi:10.1016/j.automatica.2019.108759
apa: Leong, A. S., Ramaswamy, A., Quevedo, D. E., Karl, H., & Shi, L. (2019).
Deep reinforcement learning for wireless sensor scheduling in cyber–physical systems.
Automatica. https://doi.org/10.1016/j.automatica.2019.108759
bibtex: '@article{Leong_Ramaswamy_Quevedo_Karl_Shi_2019, title={Deep reinforcement
learning for wireless sensor scheduling in cyber–physical systems}, DOI={10.1016/j.automatica.2019.108759},
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.” Automatica, 2019. https://doi.org/10.1016/j.automatica.2019.108759.
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,” Automatica,
2019.
mla: Leong, Alex S., et al. “Deep Reinforcement Learning for Wireless Sensor Scheduling
in Cyber–Physical Systems.” Automatica, 108759, 2019, doi:10.1016/j.automatica.2019.108759.
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: 2019 International Conference on Wireless and
Mobile Computing, Networking and Communications (WiMob) (WiMob 2019). Barcelona,
Spain; 2019.'
apa: Afifi, H., Horbach, K., & Karl, H. (2019). A Genetic Algorithm Framework
for Solving Wireless Virtual Network Embedding. In 2019 International Conference
on Wireless and Mobile Computing, Networking and Communications (WiMob) (WiMob
2019). 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 2019 International Conference
on Wireless and Mobile Computing, Networking and Communications (WiMob) (WiMob
2019). Barcelona, Spain, 2019.
ieee: H. Afifi, K. Horbach, and H. Karl, “A Genetic Algorithm Framework for Solving
Wireless Virtual Network Embedding,” in 2019 International Conference on Wireless
and Mobile Computing, Networking and Communications (WiMob) (WiMob 2019),
2019.
mla: Afifi, Haitham, et al. “A Genetic Algorithm Framework for Solving Wireless
Virtual Network Embedding.” 2019 International Conference on Wireless and Mobile
Computing, Networking and Communications (WiMob) (WiMob 2019), 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. Scaling, Placement, and Routing for Pliable Virtualized Composed
Services. Universität Paderborn; 2019.
apa: Dräxler, S. (2019). Scaling, placement, and routing for pliable virtualized
composed services. 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. Scaling, Placement, and Routing for Pliable Virtualized
Composed Services. Universität Paderborn, 2019.
ieee: S. Dräxler, Scaling, placement, and routing for pliable virtualized composed
services. Universität Paderborn, 2019.
mla: Dräxler, Sevil. Scaling, Placement, and Routing for Pliable Virtualized
Composed Services. 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'
...
---
_id: '13292'
abstract:
- lang: eng
text: "Building on 5G and network function virtualization (NFV), smart manufacturing
has the potential to drastically increase productivity, reduce cost, and introduce
novel, flexible manufacturing services. Current work mostly focuses on high-level
scenarios or emulation-based prototype deployments. \r\n\r\nExtending our previous
work, we showcase one of the first cloud-native 5G verticals focusing on the deployment
of smart manufacturing use cases on production infrastructure. In particular,
we use the 5GTANGO service platform to deploy our developed network services on
Kubernetes. For this demo, we implemented a series of cloud-native virtualized
network functions (VNFs) and created suitable service descriptors. Their light-weight,
stateless deployment on Kubernetes enables quick instantiation, scalability, and
robustness."
author:
- 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: Kai
full_name: Hannemann, Kai
last_name: Hannemann
- 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: 'Schneider SB, Peuster M, Hannemann K, et al. “Producing Cloud-Native”: Smart
Manufacturing Use Cases on Kubernetes. In: IEEE Conference on Network Function
Virtualization and Software Defined Networks (NFV-SDN) Demo Track. Dallas,
TX, USA: IEEE; 2019.'
apa: 'Schneider, S. B., Peuster, M., Hannemann, K., Behnke, D., Müller, M., Bök,
P.-B., & Karl, H. (2019). “Producing Cloud-Native”: Smart Manufacturing Use
Cases on Kubernetes. In IEEE Conference on Network Function Virtualization
and Software Defined Networks (NFV-SDN) Demo Track. Dallas, TX, USA: IEEE.'
bibtex: '@inproceedings{Schneider_Peuster_Hannemann_Behnke_Müller_Bök_Karl_2019,
place={Dallas, TX, USA}, title={“Producing Cloud-Native”: Smart Manufacturing
Use Cases on Kubernetes}, booktitle={IEEE Conference on Network Function Virtualization
and Software Defined Networks (NFV-SDN) Demo Track}, publisher={IEEE}, author={Schneider,
Stefan Balthasar and Peuster, Manuel and Hannemann, Kai and Behnke, Daniel and
Müller, Marcel and Bök, Patrick-Benjamin and Karl, Holger}, year={2019} }'
chicago: 'Schneider, Stefan Balthasar, Manuel Peuster, Kai Hannemann, Daniel Behnke,
Marcel Müller, Patrick-Benjamin Bök, and Holger Karl. “‘Producing Cloud-Native’:
Smart Manufacturing Use Cases on Kubernetes.” In IEEE Conference on Network
Function Virtualization and Software Defined Networks (NFV-SDN) Demo Track.
Dallas, TX, USA: IEEE, 2019.'
ieee: 'S. B. Schneider et al., “‘Producing Cloud-Native’: Smart Manufacturing
Use Cases on Kubernetes,” in IEEE Conference on Network Function Virtualization
and Software Defined Networks (NFV-SDN) Demo Track, Dallas, TX, USA, 2019.'
mla: 'Schneider, Stefan Balthasar, et al. “‘Producing Cloud-Native’: Smart Manufacturing
Use Cases on Kubernetes.” IEEE Conference on Network Function Virtualization
and Software Defined Networks (NFV-SDN) Demo Track, IEEE, 2019.'
short: 'S.B. Schneider, M. Peuster, K. Hannemann, D. Behnke, M. Müller, P.-B. Bök,
H. Karl, in: IEEE Conference on Network Function Virtualization and Software Defined
Networks (NFV-SDN) Demo Track, IEEE, Dallas, TX, USA, 2019.'
conference:
location: Dallas, TX, USA
name: 2019 IEEE Conference on Network Function Virtualization and Software Defined
Networks (NFV-SDN) Demo Track
date_created: 2019-09-19T07:17:46Z
date_updated: 2022-01-06T06:51:32Z
ddc:
- '000'
department:
- _id: '75'
file:
- access_level: open_access
content_type: application/pdf
creator: stschn
date_created: 2019-09-19T07:17:41Z
date_updated: 2019-09-19T07:17:41Z
file_id: '13293'
file_name: preprint_ris.pdf
file_size: 182136
relation: main_file
file_date_updated: 2019-09-19T07:17:41Z
has_accepted_license: '1'
keyword:
- 5G
- NFV
- Smart Manufacturing
- Cloud-Native
- Kubernetes
language:
- iso: eng
oa: '1'
place: Dallas, TX, USA
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 Conference on Network Function Virtualization and Software Defined
Networks (NFV-SDN) Demo Track
publisher: IEEE
status: public
title: '"Producing Cloud-Native": Smart Manufacturing Use Cases on Kubernetes'
type: conference
user_id: '35343'
year: '2019'
...
---
_id: '10325'
author:
- first_name: Manuel
full_name: Peuster, Manuel
id: '13271'
last_name: Peuster
- first_name: Michael
full_name: Marchetti, Michael
last_name: Marchetti
- first_name: Gerardo
full_name: García de Blas, Gerardo
last_name: García de Blas
- first_name: Holger
full_name: Karl, Holger
id: '126'
last_name: Karl
citation:
ama: Peuster M, Marchetti M, García de Blas G, Karl H. Automated testing of NFV
orchestrators against carrier-grade multi-PoP scenarios using emulation-based
smoke testing. EURASIP Journal on Wireless Communications and Networking.
2019. doi:10.1186/s13638-019-1493-2
apa: Peuster, M., Marchetti, M., García de Blas, G., & Karl, H. (2019). Automated
testing of NFV orchestrators against carrier-grade multi-PoP scenarios using emulation-based
smoke testing. EURASIP Journal on Wireless Communications and Networking.
https://doi.org/10.1186/s13638-019-1493-2
bibtex: '@article{Peuster_Marchetti_García de Blas_Karl_2019, title={Automated testing
of NFV orchestrators against carrier-grade multi-PoP scenarios using emulation-based
smoke testing}, DOI={10.1186/s13638-019-1493-2},
journal={EURASIP Journal on Wireless Communications and Networking}, publisher={Springer},
author={Peuster, Manuel and Marchetti, Michael and García de Blas, Gerardo and
Karl, Holger}, year={2019} }'
chicago: Peuster, Manuel, Michael Marchetti, Gerardo García de Blas, and Holger
Karl. “Automated Testing of NFV Orchestrators against Carrier-Grade Multi-PoP
Scenarios Using Emulation-Based Smoke Testing.” EURASIP Journal on Wireless
Communications and Networking, 2019. https://doi.org/10.1186/s13638-019-1493-2.
ieee: M. Peuster, M. Marchetti, G. García de Blas, and H. Karl, “Automated testing
of NFV orchestrators against carrier-grade multi-PoP scenarios using emulation-based
smoke testing,” EURASIP Journal on Wireless Communications and Networking,
2019.
mla: Peuster, Manuel, et al. “Automated Testing of NFV Orchestrators against Carrier-Grade
Multi-PoP Scenarios Using Emulation-Based Smoke Testing.” EURASIP Journal on
Wireless Communications and Networking, Springer, 2019, doi:10.1186/s13638-019-1493-2.
short: M. Peuster, M. Marchetti, G. García de Blas, H. Karl, EURASIP Journal on
Wireless Communications and Networking (2019).
date_created: 2019-06-27T06:42:38Z
date_updated: 2022-01-06T06:50:37Z
ddc:
- '004'
department:
- _id: '75'
doi: 10.1186/s13638-019-1493-2
file:
- access_level: closed
content_type: application/pdf
creator: ups
date_created: 2019-08-26T11:13:00Z
date_updated: 2019-08-26T11:13:00Z
file_id: '12963'
file_name: s13638-019-1493-2.pdf
file_size: 1750901
relation: main_file
success: 1
file_date_updated: 2019-08-26T11:13:00Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://jwcn-eurasipjournals.springeropen.com/articles/10.1186/s13638-019-1493-2
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: EURASIP Journal on Wireless Communications and Networking
publication_identifier:
issn:
- 1687-1499
publication_status: published
publisher: Springer
status: public
title: Automated testing of NFV orchestrators against carrier-grade multi-PoP scenarios
using emulation-based smoke testing
type: journal_article
user_id: '477'
year: '2019'
...
---
_id: '2474'
author:
- first_name: Haitham
full_name: Afifi, Haitham
id: '65718'
last_name: Afifi
- first_name: Sébastien
full_name: Auroux, Sébastien
id: '42575'
last_name: Auroux
- first_name: Holger
full_name: Karl, Holger
id: '126'
last_name: Karl
citation:
ama: 'Afifi H, Auroux S, Karl H. MARVELO: Wireless Virtual Network Embedding for
Overlay Graphs with Loops. In: Proc. of IEEE Wireless Communications and Networking
Conference (WCNC); 2018.'
apa: 'Afifi, H., Auroux, S., & Karl, H. (2018). MARVELO: Wireless Virtual Network
Embedding for Overlay Graphs with Loops. Proc. of IEEE Wireless Communications
and Networking Conference (WCNC).'
bibtex: '@inproceedings{Afifi_Auroux_Karl_2018, title={MARVELO: Wireless Virtual
Network Embedding for Overlay Graphs with Loops}, publisher={Proc. of IEEE Wireless
Communications and Networking Conference (WCNC)}, author={Afifi, Haitham and Auroux,
Sébastien and Karl, Holger}, year={2018} }'
chicago: 'Afifi, Haitham, Sébastien Auroux, and Holger Karl. “MARVELO: Wireless
Virtual Network Embedding for Overlay Graphs with Loops.” Proc. of IEEE Wireless
Communications and Networking Conference (WCNC), 2018.'
ieee: 'H. Afifi, S. Auroux, and H. Karl, “MARVELO: Wireless Virtual Network Embedding
for Overlay Graphs with Loops,” 2018.'
mla: 'Afifi, Haitham, et al. MARVELO: Wireless Virtual Network Embedding for
Overlay Graphs with Loops. Proc. of IEEE Wireless Communications and Networking
Conference (WCNC), 2018.'
short: 'H. Afifi, S. Auroux, H. Karl, in: Proc. of IEEE Wireless Communications
and Networking Conference (WCNC), 2018.'
date_created: 2018-04-24T08:06:55Z
date_updated: 2022-01-06T06:56:33Z
ddc:
- '000'
department:
- _id: '75'
file:
- access_level: closed
content_type: application/pdf
creator: tabu
date_created: 2018-04-24T08:07:24Z
date_updated: 2018-04-24T08:07:24Z
file_id: '2475'
file_name: p2292-afifi.pdf
file_size: 1428258
relation: main_file
success: 1
file_date_updated: 2018-04-24T08:07:24Z
has_accepted_license: '1'
language:
- iso: eng
project:
- _id: '27'
name: 'Akustische Sensornetzwerke - Teilprojekt '
publisher: Proc. of IEEE Wireless Communications and Networking Conference (WCNC)
status: public
title: 'MARVELO: Wireless Virtual Network Embedding for Overlay Graphs with Loops'
type: conference
user_id: '65718'
year: '2018'
...
---
_id: '2476'
author:
- first_name: Binyam
full_name: Shiferaw Heyi, Binyam
last_name: Shiferaw Heyi
- first_name: Holger
full_name: Karl, Holger
id: '126'
last_name: Karl
citation:
ama: 'Shiferaw Heyi B, Karl H. Modelling Time-Limited Capacity of a Wireless Channel
as aMarkov Reward Process. In: Proc. of IEEE Wireless Communications and Networking
Conference (WCNC); 2018.'
apa: Shiferaw Heyi, B., & Karl, H. (2018). Modelling Time-Limited Capacity of
a Wireless Channel as aMarkov Reward Process. Proc. of IEEE Wireless Communications
and Networking Conference (WCNC).
bibtex: '@inproceedings{Shiferaw Heyi_Karl_2018, title={Modelling Time-Limited Capacity
of a Wireless Channel as aMarkov Reward Process}, publisher={Proc. of IEEE Wireless
Communications and Networking Conference (WCNC)}, author={Shiferaw Heyi, Binyam
and Karl, Holger}, year={2018} }'
chicago: Shiferaw Heyi, Binyam, and Holger Karl. “Modelling Time-Limited Capacity
of a Wireless Channel as AMarkov Reward Process.” Proc. of IEEE Wireless Communications
and Networking Conference (WCNC), 2018.
ieee: B. Shiferaw Heyi and H. Karl, “Modelling Time-Limited Capacity of a Wireless
Channel as aMarkov Reward Process,” 2018.
mla: Shiferaw Heyi, Binyam, and Holger Karl. Modelling Time-Limited Capacity
of a Wireless Channel as AMarkov Reward Process. Proc. of IEEE Wireless Communications
and Networking Conference (WCNC), 2018.
short: 'B. Shiferaw Heyi, H. Karl, in: Proc. of IEEE Wireless Communications and
Networking Conference (WCNC), 2018.'
date_created: 2018-04-24T08:09:00Z
date_updated: 2022-01-06T06:56:34Z
ddc:
- '000'
department:
- _id: '75'
file:
- access_level: closed
content_type: application/pdf
creator: tabu
date_created: 2018-04-24T08:08:50Z
date_updated: 2018-04-24T08:08:50Z
file_id: '2477'
file_name: p2861-heyi.pdf
file_size: 428839
relation: main_file
success: 1
file_date_updated: 2018-04-24T08:08:50Z
has_accepted_license: '1'
project:
- _id: '24'
name: Netzgewahre Regelung & regelungsgewahre Netze
publisher: Proc. of IEEE Wireless Communications and Networking Conference (WCNC)
status: public
title: Modelling Time-Limited Capacity of a Wireless Channel as aMarkov Reward Process
type: conference
user_id: '15572'
year: '2018'
...
---
_id: '2480'
abstract:
- lang: eng
text: Understanding the behavior of the components of service function chains (SFCs)
in different load situations is important for efficient and automatic management
and orches- tration of services. For this purpose and for practical research in
network function virtualization in general, there is a great need for benchmarks
and experimental data. In this paper, we describe our experiments for characterizing
the relationship between resource demands of virtual network functions (VNFs)
and the expected performance of the SFC, considering the individual performance
of the VNFs as well as the interdependencies among VNFs within the SFC. We have
designed our experiments focusing on video streaming, an important application
in this context. We present examples of models for predicting the interdependence
between resource demands and performance characteristics of SFCs using support
vector regression and polynomial regression models. We also show practical evidence
from our experiments that VNFs need to be benchmarked in their final chain setup,
rather than individually, to capture important interdependencies that affect their
performance. The data gathered from our experiments is publicly available.
author:
- first_name: Sevil
full_name: Dräxler, Sevil
id: '31764'
last_name: Dräxler
- first_name: Manuel
full_name: Peuster, Manuel
id: '13271'
last_name: Peuster
- first_name: Marvin
full_name: Illian, Marvin
last_name: Illian
- first_name: Holger
full_name: Karl, Holger
id: '126'
last_name: Karl
citation:
ama: 'Dräxler S, Peuster M, Illian M, Karl H. Generating Resource and Performance
Models for Service Function Chains: The Video Streaming Case. In: 4th IEEE
International Conference on Network Softwarization (NetSoft 2018). IEEE; 2018:318--322.
doi:10.1109/NETSOFT.2018.8460029'
apa: 'Dräxler, S., Peuster, M., Illian, M., & Karl, H. (2018). Generating Resource
and Performance Models for Service Function Chains: The Video Streaming Case.
In 4th IEEE International Conference on Network Softwarization (NetSoft 2018)
(pp. 318--322). Montreal: IEEE. https://doi.org/10.1109/NETSOFT.2018.8460029'
bibtex: '@inproceedings{Dräxler_Peuster_Illian_Karl_2018, title={Generating Resource
and Performance Models for Service Function Chains: The Video Streaming Case},
DOI={10.1109/NETSOFT.2018.8460029},
booktitle={4th IEEE International Conference on Network Softwarization (NetSoft
2018)}, publisher={IEEE}, author={Dräxler, Sevil and Peuster, Manuel and Illian,
Marvin and Karl, Holger}, year={2018}, pages={318--322} }'
chicago: 'Dräxler, Sevil, Manuel Peuster, Marvin Illian, and Holger Karl. “Generating
Resource and Performance Models for Service Function Chains: The Video Streaming
Case.” In 4th IEEE International Conference on Network Softwarization (NetSoft
2018), 318--322. IEEE, 2018. https://doi.org/10.1109/NETSOFT.2018.8460029.'
ieee: 'S. Dräxler, M. Peuster, M. Illian, and H. Karl, “Generating Resource and
Performance Models for Service Function Chains: The Video Streaming Case,” in
4th IEEE International Conference on Network Softwarization (NetSoft 2018),
Montreal, 2018, pp. 318--322.'
mla: 'Dräxler, Sevil, et al. “Generating Resource and Performance Models for Service
Function Chains: The Video Streaming Case.” 4th IEEE International Conference
on Network Softwarization (NetSoft 2018), IEEE, 2018, pp. 318--322, doi:10.1109/NETSOFT.2018.8460029.'
short: 'S. Dräxler, M. Peuster, M. Illian, H. Karl, in: 4th IEEE International Conference
on Network Softwarization (NetSoft 2018), IEEE, 2018, pp. 318--322.'
conference:
end_date: 2018-07-29
location: Montreal
name: 4th IEEE International Conference on Network Softwarization (NetSoft 2018)
start_date: 2018-07-25
date_created: 2018-04-24T12:11:36Z
date_updated: 2022-01-06T06:56:37Z
ddc:
- '004'
department:
- _id: '75'
doi: 10.1109/NETSOFT.2018.8460029
file:
- access_level: closed
content_type: application/pdf
creator: ups
date_created: 2018-12-12T15:18:12Z
date_updated: 2018-12-12T15:18:12Z
file_id: '6195'
file_name: 08460029.pdf
file_size: 2211450
relation: main_file
success: 1
- access_level: open_access
content_type: application/pdf
creator: sevilmeh
date_created: 2019-01-24T10:17:00Z
date_updated: 2019-01-24T10:17:00Z
file_id: '6968'
file_name: NetSoft18_RIS.pdf
file_size: 3445650
relation: main_file
file_date_updated: 2019-01-24T10:17:00Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
page: 318--322
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: 4th IEEE International Conference on Network Softwarization (NetSoft
2018)
publisher: IEEE
status: public
title: 'Generating Resource and Performance Models for Service Function Chains: The
Video Streaming Case'
type: conference
user_id: '31764'
year: '2018'
...
---
_id: '2481'
abstract:
- lang: eng
text: Network function virtualization requires scaling and placement, deciding the
number and the location of function instances. Current approaches are limited
in flexibility and practical applicability. Specifically, we study dynamic, single-step,
joint scaling and placement of network services with bidirectional flows traversing
Physical or Virtual Network Functions (VNFs) and returning to their sources. We
develop models to support stateful components and legacy network functions with
fixed locations in these network services as well as the possibility of reusing
VNFs across network services. We formalize the problem of jointly scaling and
placing such network services as a mixed- integer linear program (MILP). We show
that this problem is NP-complete and also present a heuristic algorithm to find
good solutions in short time. In an extensive evaluation with realistic scenarios,
we investigate the capabilities of the two approaches.
author:
- first_name: Sevil
full_name: Dräxler, Sevil
id: '31764'
last_name: Dräxler
- 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: 'Dräxler S, Schneider SB, Karl H. Scaling and Placing Bidirectional Services
with Stateful Virtual and Physical Network Functions. In: 4th IEEE International
Conference on Network Softwarization (NetSoft 2018). IEEE; 2018:123--131.'
apa: 'Dräxler, S., Schneider, S. B., & Karl, H. (2018). Scaling and Placing
Bidirectional Services with Stateful Virtual and Physical Network Functions. In
4th IEEE International Conference on Network Softwarization (NetSoft 2018)
(pp. 123--131). Montreal: IEEE.'
bibtex: '@inproceedings{Dräxler_Schneider_Karl_2018, title={ Scaling and Placing
Bidirectional Services with Stateful Virtual and Physical Network Functions},
booktitle={4th IEEE International Conference on Network Softwarization (NetSoft
2018)}, publisher={IEEE}, author={Dräxler, Sevil and Schneider, Stefan Balthasar
and Karl, Holger}, year={2018}, pages={123--131} }'
chicago: Dräxler, Sevil, Stefan Balthasar Schneider, and Holger Karl. “ Scaling
and Placing Bidirectional Services with Stateful Virtual and Physical Network
Functions.” In 4th IEEE International Conference on Network Softwarization
(NetSoft 2018), 123--131. IEEE, 2018.
ieee: S. Dräxler, S. B. Schneider, and H. Karl, “ Scaling and Placing Bidirectional
Services with Stateful Virtual and Physical Network Functions,” in 4th IEEE
International Conference on Network Softwarization (NetSoft 2018), Montreal,
2018, pp. 123--131.
mla: Dräxler, Sevil, et al. “ Scaling and Placing Bidirectional Services with Stateful
Virtual and Physical Network Functions.” 4th IEEE International Conference
on Network Softwarization (NetSoft 2018), IEEE, 2018, pp. 123--131.
short: 'S. Dräxler, S.B. Schneider, H. Karl, in: 4th IEEE International Conference
on Network Softwarization (NetSoft 2018), IEEE, 2018, pp. 123--131.'
conference:
location: Montreal
name: 4th IEEE International Conference on Network Softwarization (NetSoft 2018)
date_created: 2018-04-24T12:14:00Z
date_updated: 2022-01-06T06:56:38Z
ddc:
- '040'
department:
- _id: '75'
file:
- access_level: open_access
content_type: application/pdf
creator: sevilmeh
date_created: 2018-06-25T07:40:57Z
date_updated: 2018-06-25T07:40:57Z
file_id: '3319'
file_name: RIS.pdf
file_size: 1471937
relation: main_file
file_date_updated: 2018-06-25T07:40:57Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
page: 123--131
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: 4th IEEE International Conference on Network Softwarization (NetSoft
2018)
publication_status: published
publisher: IEEE
status: public
title: ' Scaling and Placing Bidirectional Services with Stateful Virtual and Physical
Network Functions'
type: conference
urn: '24814'
user_id: '477'
year: '2018'
...
---
_id: '2483'
abstract:
- lang: eng
text: Understanding the behavior of distributed cloud service components in different
load situations is important for efficient and automatic management and orchestration
of these services. For this purpose and for practical research in distributed
cloud computing in general, there is need for benchmarks and experimental data.
In this paper, we describe our experiments for characterizing the relationship
between resource demands of application components and the expected performance
of applica- tions. We present initial results for predicting the interdependence
between resource demands and performance characteristics using support vector
regression and polynomial regression models. The data gathered from our experiments
is publicly available.
author:
- first_name: Sevil
full_name: Dräxler, Sevil
id: '31764'
last_name: Dräxler
- first_name: Manuel
full_name: Peuster, Manuel
id: '13271'
last_name: Peuster
- first_name: Marvin
full_name: Illian, Marvin
last_name: Illian
- first_name: Holger
full_name: Karl, Holger
id: '126'
last_name: Karl
citation:
ama: Dräxler S, Peuster M, Illian M, Karl H. Towards Predicting Resource Demands
and Performance of Distributed Cloud Services. Wien, Darmstadt; 2018.
apa: Dräxler, S., Peuster, M., Illian, M., & Karl, H. (2018). Towards Predicting
Resource Demands and Performance of Distributed Cloud Services. Wien, Darmstadt.
bibtex: '@book{Dräxler_Peuster_Illian_Karl_2018, place={Wien, Darmstadt}, series={KuVS-Fachgespräch
Fog Computing 2018}, title={Towards Predicting Resource Demands and Performance
of Distributed Cloud Services}, author={Dräxler, Sevil and Peuster, Manuel and
Illian, Marvin and Karl, Holger}, year={2018}, collection={KuVS-Fachgespräch Fog
Computing 2018} }'
chicago: Dräxler, Sevil, Manuel Peuster, Marvin Illian, and Holger Karl. Towards
Predicting Resource Demands and Performance of Distributed Cloud Services.
KuVS-Fachgespräch Fog Computing 2018. Wien, Darmstadt, 2018.
ieee: S. Dräxler, M. Peuster, M. Illian, and H. Karl, Towards Predicting Resource
Demands and Performance of Distributed Cloud Services. Wien, Darmstadt, 2018.
mla: Dräxler, Sevil, et al. Towards Predicting Resource Demands and Performance
of Distributed Cloud Services. 2018.
short: S. Dräxler, M. Peuster, M. Illian, H. Karl, Towards Predicting Resource Demands
and Performance of Distributed Cloud Services, Wien, Darmstadt, 2018.
date_created: 2018-04-24T12:22:40Z
date_updated: 2022-01-06T06:56:38Z
ddc:
- '000'
department:
- _id: '75'
language:
- iso: eng
main_file_link:
- open_access: '1'
url: http://www.infosys.tuwien.ac.at/docs/proceedings.pdf#page=14
oa: '1'
place: Wien, Darmstadt
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_status: published
related_material:
link:
- relation: confirmation
url: http://repositum.tuwien.ac.at/obvutwoa/content/titleinfo/2514843
series_title: KuVS-Fachgespräch Fog Computing 2018
status: public
title: Towards Predicting Resource Demands and Performance of Distributed Cloud Services
type: report
user_id: '31764'
year: '2018'
...
---
_id: '2472'
author:
- first_name: Sébastien
full_name: Auroux, Sébastien
last_name: Auroux
- first_name: Holger
full_name: Karl, Holger
id: '126'
last_name: Karl
citation:
ama: 'Auroux S, Karl H. Distributed Placement of Virtualized Control Applications
in Mobile Backhaul Networks. In: Proc. of IEEE Wireless Communications and Networking
Conference (WCNC); 2018. doi:
10.1109/WCNC.2018.8377335'
apa: Auroux, S., & Karl, H. (2018). Distributed Placement of Virtualized Control
Applications in Mobile Backhaul Networks. Proc. of IEEE Wireless Communications
and Networking Conference (WCNC). https://doi.org/
10.1109/WCNC.2018.8377335
bibtex: '@inproceedings{Auroux_Karl_2018, title={Distributed Placement of Virtualized
Control Applications in Mobile Backhaul Networks}, DOI={ 10.1109/WCNC.2018.8377335}, publisher={Proc. of
IEEE Wireless Communications and Networking Conference (WCNC)}, author={Auroux,
Sébastien and Karl, Holger}, year={2018} }'
chicago: Auroux, Sébastien, and Holger Karl. “Distributed Placement of Virtualized
Control Applications in Mobile Backhaul Networks.” Proc. of IEEE Wireless Communications
and Networking Conference (WCNC), 2018. https://doi.org/
10.1109/WCNC.2018.8377335.
ieee: S. Auroux and H. Karl, “Distributed Placement of Virtualized Control Applications
in Mobile Backhaul Networks,” 2018.
mla: Auroux, Sébastien, and Holger Karl. Distributed Placement of Virtualized
Control Applications in Mobile Backhaul Networks. Proc. of IEEE Wireless Communications
and Networking Conference (WCNC), 2018, doi:
10.1109/WCNC.2018.8377335.
short: 'S. Auroux, H. Karl, in: Proc. of IEEE Wireless Communications and Networking
Conference (WCNC), 2018.'
date_created: 2018-04-24T08:04:28Z
date_updated: 2022-01-06T06:56:33Z
ddc:
- '000'
department:
- _id: '75'
doi: ' 10.1109/WCNC.2018.8377335'
file:
- access_level: closed
content_type: application/pdf
creator: tabu
date_created: 2018-04-24T08:04:02Z
date_updated: 2018-04-24T08:04:02Z
file_id: '2473'
file_name: p2262-auroux.pdf
file_size: 371352
relation: main_file
success: 1
file_date_updated: 2018-04-24T08:04:02Z
has_accepted_license: '1'
project:
- _id: '1'
name: SFB 901
- _id: '4'
name: SFB 901 - Project Area C
- _id: '16'
name: SFB 901 - Subproject C4
publisher: Proc. of IEEE Wireless Communications and Networking Conference (WCNC)
status: public
title: Distributed Placement of Virtualized Control Applications in Mobile Backhaul
Networks
type: conference
user_id: '126'
year: '2018'
...
---
_id: '3217'
author:
- first_name: Burak
full_name: Demirel, Burak
last_name: Demirel
- first_name: Arunselvan
full_name: Ramaswamy, Arunselvan
last_name: Ramaswamy
- first_name: Daniel
full_name: Quevedo, Daniel
last_name: Quevedo
- first_name: Holger
full_name: Karl, Holger
id: '126'
last_name: Karl
citation:
ama: 'Demirel B, Ramaswamy A, Quevedo D, Karl H. DeepCAS: A Deep Reinforcement Learning
Algorithm for Control-Aware Scheduling. In: ; 2018. doi:10.1109/LCSYS.2018.2847721'
apa: 'Demirel, B., Ramaswamy, A., Quevedo, D., & Karl, H. (2018). DeepCAS: A
Deep Reinforcement Learning Algorithm for Control-Aware Scheduling. https://doi.org/10.1109/LCSYS.2018.2847721'
bibtex: '@inproceedings{Demirel_Ramaswamy_Quevedo_Karl_2018, title={DeepCAS: A Deep
Reinforcement Learning Algorithm for Control-Aware Scheduling}, DOI={10.1109/LCSYS.2018.2847721},
author={Demirel, Burak and Ramaswamy, Arunselvan and Quevedo, Daniel and Karl,
Holger}, year={2018} }'
chicago: 'Demirel, Burak, Arunselvan Ramaswamy, Daniel Quevedo, and Holger Karl.
“DeepCAS: A Deep Reinforcement Learning Algorithm for Control-Aware Scheduling,”
2018. https://doi.org/10.1109/LCSYS.2018.2847721.'
ieee: 'B. Demirel, A. Ramaswamy, D. Quevedo, and H. Karl, “DeepCAS: A Deep Reinforcement
Learning Algorithm for Control-Aware Scheduling,” 2018.'
mla: 'Demirel, Burak, et al. DeepCAS: A Deep Reinforcement Learning Algorithm
for Control-Aware Scheduling. 2018, doi:10.1109/LCSYS.2018.2847721.'
short: 'B. Demirel, A. Ramaswamy, D. Quevedo, H. Karl, in: 2018.'
date_created: 2018-06-13T10:26:23Z
date_updated: 2022-01-06T06:59:05Z
ddc:
- '000'
department:
- _id: '75'
doi: 10.1109/LCSYS.2018.2847721
file:
- access_level: closed
content_type: application/pdf
creator: tabu
date_created: 2018-06-13T10:47:57Z
date_updated: 2018-06-13T10:47:57Z
file_id: '3218'
file_name: 1803.02998.pdf
file_size: 354166
relation: main_file
success: 1
file_date_updated: 2018-06-13T10:47:57Z
has_accepted_license: '1'
main_file_link:
- url: https://arxiv.org/pdf/1803.02998.pdf
project:
- _id: '24'
name: Netzgewahre Regelung & regelungsgewahre Netze
status: public
title: 'DeepCAS: A Deep Reinforcement Learning Algorithm for Control-Aware Scheduling'
type: conference
user_id: '126'
year: '2018'
...
---
_id: '3345'
abstract:
- lang: eng
text: "Dynamically steering flows through virtualized net- work function instances
is a key enabler for elastic, on-demand deployments of virtualized network functions.
This becomes par- ticular challenging when stateful functions are involved, necessi-
tating state management. The problem with existing solutions is that they typically
embrace state migration and flow rerouting jointly, imposing a huge set of requirements
on the on-boarded VNFs, e.g., solution-specific state management interfaces.\r\nIn
this paper, we introduce the seamless handover proto- col (SHarP). It provides
an easy-to-use, loss-less, and order- preserving flow rerouting mechanism that
is not fixed to a single state management approach. This allows VNF vendors to
implement or use the state management solution of their choice. SHarP supports
these solutions with additional information when flows are migrated. Further,
we show how SHarP significantly reduces the buffer usage at a central (SDN) controller,
which is a typical bottleneck in existing solutions. Our experiments show that
SHarP uses a constant amount of controller buffer, irrespective of the time taken
to migrate the VNF state."
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. Let the state follow its flows: An SDN-based
flow handover protocol to support state migration. In: 4th IEEE International
Conference on Network Softwarization (NetSoft 2018). Montreal. doi:10.1109/NETSOFT.2018.8460007'
apa: 'Peuster, M., Küttner, H., & Karl, H. (n.d.). Let the state follow its
flows: An SDN-based flow handover protocol to support state migration. In 4th
IEEE International Conference on Network Softwarization (NetSoft 2018). Montreal.
https://doi.org/10.1109/NETSOFT.2018.8460007'
bibtex: '@inproceedings{Peuster_Küttner_Karl, place={Montreal}, title={ Let the
state follow its flows: An SDN-based flow handover protocol to support state migration},
DOI={10.1109/NETSOFT.2018.8460007},
booktitle={4th IEEE International Conference on Network Softwarization (NetSoft
2018)}, author={Peuster, Manuel and Küttner, Hannes and Karl, Holger} }'
chicago: 'Peuster, Manuel, Hannes Küttner, and Holger Karl. “ Let the State Follow
Its Flows: An SDN-Based Flow Handover Protocol to Support State Migration.” In
4th IEEE International Conference on Network Softwarization (NetSoft 2018).
Montreal, n.d. https://doi.org/10.1109/NETSOFT.2018.8460007.'
ieee: 'M. Peuster, H. Küttner, and H. Karl, “ Let the state follow its flows: An
SDN-based flow handover protocol to support state migration,” in 4th IEEE International
Conference on Network Softwarization (NetSoft 2018), Montreal.'
mla: 'Peuster, Manuel, et al. “ Let the State Follow Its Flows: An SDN-Based Flow
Handover Protocol to Support State Migration.” 4th IEEE International Conference
on Network Softwarization (NetSoft 2018), doi:10.1109/NETSOFT.2018.8460007.'
short: 'M. Peuster, H. Küttner, H. Karl, in: 4th IEEE International Conference on
Network Softwarization (NetSoft 2018), Montreal, n.d.'
conference:
end_date: 2018-06-29
location: Montreal
name: 4th IEEE International Conference on Network Softwarization (NetSoft 2018)
start_date: 2018-06-25
date_created: 2018-06-25T12:21:49Z
date_updated: 2022-01-06T06:59:11Z
ddc:
- '000'
department:
- _id: '75'
doi: 10.1109/NETSOFT.2018.8460007
file:
- access_level: open_access
content_type: application/pdf
creator: peuster
date_created: 2018-07-05T11:11:37Z
date_updated: 2018-07-05T11:12:29Z
file_id: '3428'
file_name: main_ris.pdf
file_size: 901561
relation: main_file
file_date_updated: 2018-07-05T11:12:29Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/8460007/
oa: '1'
place: Montreal
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: 4th IEEE International Conference on Network Softwarization (NetSoft
2018)
publication_status: accepted
status: public
title: ' Let the state follow its flows: An SDN-based flow handover protocol to support
state migration'
type: conference
urn: '33458'
user_id: '13271'
year: '2018'
...