---
_id: '63530'
abstract:
- lang: eng
text: 'The widespread deployment of 5G networks, together with the coexistence of
4G/LTE networks, provides mobile devices a diverse set of candidate cells to connect
to. However, associating mobile devices to cells to maximize overall network performance,
a.k.a. cell (re)selection, remains a key challenge for mobile operators. Today,
cell (re)selection parameters are typically configured manually based on operator
experience and rarely adapted to dynamic network conditions. In this work, we
ask: Can an agent automatically learn and adapt cell (re)selection parameters
to consistently improve network performance? We present a reinforcement learning
(RL)-based framework called CellPilot that adaptively tunes cell (re)selection
parameters by learning spatiotemporal patterns of mobile network dynamics. Our
study with real-world data demonstrates that even a lightweight RL agent can outperform
conventional heuristic reconfigurations by up to 167%, while generalizing effectively
across different network scenarios. These results indicate that data-driven approaches
can significantly improve cell (re)selection configurations and enhance mobile
network performance.'
author:
- first_name: Marvin
full_name: Illian, Marvin
id: '44169'
last_name: Illian
orcid: 0009-0007-2992-8346
- first_name: Ramin
full_name: Khalili, Ramin
last_name: Khalili
- first_name: Antonio A. de A.
full_name: Rocha, Antonio A. de A.
last_name: Rocha
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
orcid: 0000-0001-7181-6128
citation:
ama: 'Illian M, Khalili R, Rocha AA de A, Wang L. Cells on Autopilot: Adaptive Cell
(Re)Selection via Reinforcement Learning. arXiv:260104083. Published online
2026.'
apa: 'Illian, M., Khalili, R., Rocha, A. A. de A., & Wang, L. (2026). Cells
on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning. In arXiv:2601.04083.'
bibtex: '@article{Illian_Khalili_Rocha_Wang_2026, title={Cells on Autopilot: Adaptive
Cell (Re)Selection via Reinforcement Learning}, journal={arXiv:2601.04083}, author={Illian,
Marvin and Khalili, Ramin and Rocha, Antonio A. de A. and Wang, Lin}, year={2026}
}'
chicago: 'Illian, Marvin, Ramin Khalili, Antonio A. de A. Rocha, and Lin Wang. “Cells
on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning.” ArXiv:2601.04083,
2026.'
ieee: 'M. Illian, R. Khalili, A. A. de A. Rocha, and L. Wang, “Cells on Autopilot:
Adaptive Cell (Re)Selection via Reinforcement Learning,” arXiv:2601.04083.
2026.'
mla: 'Illian, Marvin, et al. “Cells on Autopilot: Adaptive Cell (Re)Selection via
Reinforcement Learning.” ArXiv:2601.04083, 2026.'
short: M. Illian, R. Khalili, A.A. de A. Rocha, L. Wang, ArXiv:2601.04083 (2026).
date_created: 2026-01-08T07:58:22Z
date_updated: 2026-03-31T06:44:22Z
department:
- _id: '75'
external_id:
arxiv:
- '2601.04083'
language:
- iso: eng
publication: arXiv:2601.04083
status: public
title: 'Cells on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning'
type: preprint
user_id: '102868'
year: '2026'
...
---
_id: '65013'
author:
- first_name: Marvin
full_name: Illian, Marvin
id: '44169'
last_name: Illian
orcid: 0009-0007-2992-8346
- first_name: Ramin
full_name: Khalili, Ramin
last_name: Khalili
- first_name: Antonio
full_name: A. de A. Rocha, Antonio
last_name: A. de A. Rocha
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
orcid: 0000-0001-7181-6128
citation:
ama: 'Illian M, Khalili R, A. de A. Rocha A, Wang L. Cells on Autopilot: Adaptive
Cell (Re)Selection via Reinforcement Learning. In: 2026 24th International
Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks
(WiOpt). IFIP; 2026.'
apa: 'Illian, M., Khalili, R., A. de A. Rocha, A., & Wang, L. (2026). Cells
on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning. 2026
24th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and
Wireless Networks (WiOpt).'
bibtex: '@inproceedings{Illian_Khalili_A. de A. Rocha_Wang_2026, title={Cells on
Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning}, booktitle={2026
24th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and
Wireless Networks (WiOpt)}, publisher={IFIP}, author={Illian, Marvin and Khalili,
Ramin and A. de A. Rocha, Antonio and Wang, Lin}, year={2026} }'
chicago: 'Illian, Marvin, Ramin Khalili, Antonio A. de A. Rocha, and Lin Wang. “Cells
on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning.” In 2026
24th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and
Wireless Networks (WiOpt). IFIP, 2026.'
ieee: 'M. Illian, R. Khalili, A. A. de A. Rocha, and L. Wang, “Cells on Autopilot:
Adaptive Cell (Re)Selection via Reinforcement Learning,” 2026.'
mla: 'Illian, Marvin, et al. “Cells on Autopilot: Adaptive Cell (Re)Selection via
Reinforcement Learning.” 2026 24th International Symposium on Modeling and
Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt), IFIP, 2026.'
short: 'M. Illian, R. Khalili, A. A. de A. Rocha, L. Wang, in: 2026 24th International
Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks
(WiOpt), IFIP, 2026.'
date_created: 2026-03-16T14:46:45Z
date_updated: 2026-03-31T06:44:05Z
department:
- _id: '75'
language:
- iso: eng
publication: 2026 24th International Symposium on Modeling and Optimization in Mobile,
Ad Hoc, and Wireless Networks (WiOpt)
publisher: IFIP
status: public
title: 'Cells on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning'
type: conference
user_id: '102868'
year: '2026'
...
---
_id: '61256'
author:
- first_name: Marvin
full_name: Illian, Marvin
id: '44169'
last_name: Illian
orcid: 0009-0007-2992-8346
- first_name: Björn
full_name: Luchterhandt, Björn
last_name: Luchterhandt
- first_name: Lin
full_name: Wang, Lin
id: '102868'
last_name: Wang
orcid: 0000-0001-7181-6128
citation:
ama: 'Illian M, Luchterhandt B, Wang L. Band Switching for Mobile Energy Optimization
in 5G Networks and Beyond. In: Proceedings of the 20th Workshop on Mobility
in the Evolving Internet Architecture (MobiArch). ; 2025. doi:10.1145/3737897.3767294'
apa: Illian, M., Luchterhandt, B., & Wang, L. (2025). Band Switching for Mobile
Energy Optimization in 5G Networks and Beyond. Proceedings of the 20th Workshop
on Mobility in the Evolving Internet Architecture (MobiArch). ACM Workshop
on Mobility in the Evolving Internet Architecture (MobiArch), co-located with
ACM MobiCom, Hong Kong, China. https://doi.org/10.1145/3737897.3767294
bibtex: '@inproceedings{Illian_Luchterhandt_Wang_2025, title={Band Switching for
Mobile Energy Optimization in 5G Networks and Beyond}, DOI={10.1145/3737897.3767294},
booktitle={Proceedings of the 20th Workshop on Mobility in the Evolving Internet
Architecture (MobiArch)}, author={Illian, Marvin and Luchterhandt, Björn and Wang,
Lin}, year={2025} }'
chicago: Illian, Marvin, Björn Luchterhandt, and Lin Wang. “Band Switching for Mobile
Energy Optimization in 5G Networks and Beyond.” In Proceedings of the 20th
Workshop on Mobility in the Evolving Internet Architecture (MobiArch), 2025.
https://doi.org/10.1145/3737897.3767294.
ieee: 'M. Illian, B. Luchterhandt, and L. Wang, “Band Switching for Mobile Energy
Optimization in 5G Networks and Beyond,” presented at the ACM Workshop on Mobility
in the Evolving Internet Architecture (MobiArch), co-located with ACM MobiCom,
Hong Kong, China, 2025, doi: 10.1145/3737897.3767294.'
mla: Illian, Marvin, et al. “Band Switching for Mobile Energy Optimization in 5G
Networks and Beyond.” Proceedings of the 20th Workshop on Mobility in the Evolving
Internet Architecture (MobiArch), 2025, doi:10.1145/3737897.3767294.
short: 'M. Illian, B. Luchterhandt, L. Wang, in: Proceedings of the 20th Workshop
on Mobility in the Evolving Internet Architecture (MobiArch), 2025.'
conference:
end_date: 2025-11-08
location: Hong Kong, China
name: ACM Workshop on Mobility in the Evolving Internet Architecture (MobiArch),
co-located with ACM MobiCom
start_date: 2025-11-04
date_created: 2025-09-12T11:22:18Z
date_updated: 2025-12-12T08:11:38Z
department:
- _id: '34'
- _id: '7'
- _id: '75'
doi: 10.1145/3737897.3767294
language:
- iso: eng
publication: Proceedings of the 20th Workshop on Mobility in the Evolving Internet
Architecture (MobiArch)
status: public
title: Band Switching for Mobile Energy Optimization in 5G Networks and Beyond
type: conference
user_id: '102868'
year: '2025'
...
---
_id: '56671'
author:
- first_name: Marvin
full_name: Illian, Marvin
id: '44169'
last_name: Illian
orcid: 0009-0007-2992-8346
- first_name: Christopher
full_name: Zinda, Christopher
last_name: Zinda
- first_name: Darius
full_name: Schlangenotto, Darius
last_name: Schlangenotto
citation:
ama: 'Illian M, Zinda C, Schlangenotto D. Data Store Architectures: Balancing Functionality
and Performance. In: 2024 IEEE International Conference on Industrial Technology
(ICIT). IEEE; 2024. doi:10.1109/icit58233.2024.10540811'
apa: 'Illian, M., Zinda, C., & Schlangenotto, D. (2024). Data Store Architectures:
Balancing Functionality and Performance. 2024 IEEE International Conference
on Industrial Technology (ICIT). https://doi.org/10.1109/icit58233.2024.10540811'
bibtex: '@inproceedings{Illian_Zinda_Schlangenotto_2024, title={Data Store Architectures:
Balancing Functionality and Performance}, DOI={10.1109/icit58233.2024.10540811},
booktitle={2024 IEEE International Conference on Industrial Technology (ICIT)},
publisher={IEEE}, author={Illian, Marvin and Zinda, Christopher and Schlangenotto,
Darius}, year={2024} }'
chicago: 'Illian, Marvin, Christopher Zinda, and Darius Schlangenotto. “Data Store
Architectures: Balancing Functionality and Performance.” In 2024 IEEE International
Conference on Industrial Technology (ICIT). IEEE, 2024. https://doi.org/10.1109/icit58233.2024.10540811.'
ieee: 'M. Illian, C. Zinda, and D. Schlangenotto, “Data Store Architectures: Balancing
Functionality and Performance,” 2024, doi: 10.1109/icit58233.2024.10540811.'
mla: 'Illian, Marvin, et al. “Data Store Architectures: Balancing Functionality
and Performance.” 2024 IEEE International Conference on Industrial Technology
(ICIT), IEEE, 2024, doi:10.1109/icit58233.2024.10540811.'
short: 'M. Illian, C. Zinda, D. Schlangenotto, in: 2024 IEEE International Conference
on Industrial Technology (ICIT), IEEE, 2024.'
date_created: 2024-10-17T15:58:15Z
date_updated: 2025-09-12T11:16:00Z
doi: 10.1109/icit58233.2024.10540811
language:
- iso: eng
publication: 2024 IEEE International Conference on Industrial Technology (ICIT)
publication_status: published
publisher: IEEE
status: public
title: 'Data Store Architectures: Balancing Functionality and Performance'
type: conference
user_id: '44169'
year: '2024'
...
---
_id: '51262'
abstract:
- lang: eng
text: The manufacturing domain is exposed to a continuous change of the requirements
towards the IT infrastructure and the flexibility in Industry 4.0. In order to
achieve a highly reliable production system, predictive maintenance and additive
sensing have been implemented and will be complemented by further applications
such as Augmented Reality. As the applications may be required ad-hoc at any time,
the dynamic resource utilization of networking and computational resources needs
to be managed. In the long-term, the planning of the infrastructure affects the
available resources and thus the efficiency and reliability of the short-term
resource management. This paper suggests an architecture that combines short-
and long-term aspects of the resource utilization and previews how the infrastructure
and opportunity costs can be optimized by the joint approach.
author:
- first_name: Arne
full_name: Neumann, Arne
last_name: Neumann
- first_name: Marvin
full_name: Illian, Marvin
id: '44169'
last_name: Illian
- first_name: Tobias
full_name: Hardes, Tobias
id: '35441'
last_name: Hardes
- first_name: Lukas
full_name: Martenvormfelde, Lukas
last_name: Martenvormfelde
- first_name: Lukasz
full_name: Wisniewski, Lukasz
last_name: Wisniewski
- first_name: Jürgen
full_name: Jasperneite, Jürgen
last_name: Jasperneite
citation:
ama: 'Neumann A, Illian M, Hardes T, Martenvormfelde L, Wisniewski L, Jasperneite
J. An Architecture Concept for Short- and Long-term Resource Planning in the Industry
4.0 Environment. In: 18th IEEE International Workshop on Factory Communication
Systems (WFCS). IEEE; 2022. doi:10.1109/WFCS53837.2022.9779161'
apa: Neumann, A., Illian, M., Hardes, T., Martenvormfelde, L., Wisniewski, L., &
Jasperneite, J. (2022). An Architecture Concept for Short- and Long-term Resource
Planning in the Industry 4.0 Environment. 18th IEEE International Workshop
on Factory Communication Systems (WFCS). IEEE International Workshop on Factory
Communication Systems, Virtual. https://doi.org/10.1109/WFCS53837.2022.9779161
bibtex: '@inproceedings{Neumann_Illian_Hardes_Martenvormfelde_Wisniewski_Jasperneite_2022,
place={Virtual, Online}, title={An Architecture Concept for Short- and Long-term
Resource Planning in the Industry 4.0 Environment}, DOI={10.1109/WFCS53837.2022.9779161},
booktitle={18th IEEE International Workshop on Factory Communication Systems (WFCS)},
publisher={IEEE}, author={Neumann, Arne and Illian, Marvin and Hardes, Tobias
and Martenvormfelde, Lukas and Wisniewski, Lukasz and Jasperneite, Jürgen}, year={2022}
}'
chicago: 'Neumann, Arne, Marvin Illian, Tobias Hardes, Lukas Martenvormfelde, Lukasz
Wisniewski, and Jürgen Jasperneite. “An Architecture Concept for Short- and Long-Term
Resource Planning in the Industry 4.0 Environment.” In 18th IEEE International
Workshop on Factory Communication Systems (WFCS). Virtual, Online: IEEE, 2022.
https://doi.org/10.1109/WFCS53837.2022.9779161.'
ieee: 'A. Neumann, M. Illian, T. Hardes, L. Martenvormfelde, L. Wisniewski, and
J. Jasperneite, “An Architecture Concept for Short- and Long-term Resource Planning
in the Industry 4.0 Environment,” presented at the IEEE International Workshop
on Factory Communication Systems, Virtual, 2022, doi: 10.1109/WFCS53837.2022.9779161.'
mla: Neumann, Arne, et al. “An Architecture Concept for Short- and Long-Term Resource
Planning in the Industry 4.0 Environment.” 18th IEEE International Workshop
on Factory Communication Systems (WFCS), IEEE, 2022, doi:10.1109/WFCS53837.2022.9779161.
short: 'A. Neumann, M. Illian, T. Hardes, L. Martenvormfelde, L. Wisniewski, J.
Jasperneite, in: 18th IEEE International Workshop on Factory Communication Systems
(WFCS), IEEE, Virtual, Online, 2022.'
conference:
end_date: 2022-04-29
location: Virtual
name: IEEE International Workshop on Factory Communication Systems
start_date: 2022-04-27
date_created: 2024-02-08T07:26:38Z
date_updated: 2024-02-08T07:54:56Z
doi: 10.1109/WFCS53837.2022.9779161
language:
- iso: eng
place: Virtual, Online
publication: 18th IEEE International Workshop on Factory Communication Systems (WFCS)
publication_status: published
publisher: IEEE
status: public
title: An Architecture Concept for Short- and Long-term Resource Planning in the Industry
4.0 Environment
type: conference
user_id: '35441'
year: '2022'
...
---
_id: '16726'
author:
- first_name: Hadi
full_name: Razzaghi Kouchaksaraei, Hadi
id: '60845'
last_name: Razzaghi Kouchaksaraei
- first_name: Ashwin Prasad
full_name: Shivarpatna Venkatesh, Ashwin Prasad
id: '66637'
last_name: Shivarpatna Venkatesh
- first_name: Amey
full_name: Churi, Amey
last_name: Churi
- first_name: Marvin
full_name: Illian, Marvin
id: '44169'
last_name: Illian
- first_name: Holger
full_name: Karl, Holger
id: '126'
last_name: Karl
citation:
ama: 'Razzaghi Kouchaksaraei H, Shivarpatna Venkatesh AP, Churi A, Illian M, Karl
H. Dynamic Provisioning of Network Services on Heterogeneous Resources. In: European
Conference on Networks and Communications (EUCNC 2020).'
apa: Razzaghi Kouchaksaraei, H., Shivarpatna Venkatesh, A. P., Churi, A., Illian,
M., & Karl, H. (n.d.). Dynamic Provisioning of Network Services on Heterogeneous
Resources. In European Conference on Networks and Communications (EUCNC 2020).
bibtex: '@inproceedings{Razzaghi Kouchaksaraei_Shivarpatna Venkatesh_Churi_Illian_Karl,
title={Dynamic Provisioning of Network Services on Heterogeneous Resources}, booktitle={European
Conference on Networks and Communications (EUCNC 2020)}, author={Razzaghi Kouchaksaraei,
Hadi and Shivarpatna Venkatesh, Ashwin Prasad and Churi, Amey and Illian, Marvin
and Karl, Holger} }'
chicago: Razzaghi Kouchaksaraei, Hadi, Ashwin Prasad Shivarpatna Venkatesh, Amey
Churi, Marvin Illian, and Holger Karl. “Dynamic Provisioning of Network Services
on Heterogeneous Resources.” In European Conference on Networks and Communications
(EUCNC 2020), n.d.
ieee: H. Razzaghi Kouchaksaraei, A. P. Shivarpatna Venkatesh, A. Churi, M. Illian,
and H. Karl, “Dynamic Provisioning of Network Services on Heterogeneous Resources,”
in European Conference on Networks and Communications (EUCNC 2020).
mla: Razzaghi Kouchaksaraei, Hadi, et al. “Dynamic Provisioning of Network Services
on Heterogeneous Resources.” European Conference on Networks and Communications
(EUCNC 2020).
short: 'H. Razzaghi Kouchaksaraei, A.P. Shivarpatna Venkatesh, A. Churi, M. Illian,
H. Karl, in: European Conference on Networks and Communications (EUCNC 2020),
n.d.'
conference:
end_date: 2020-06-18
name: European Conference on Networks and Communications (EUCNC 2020)
start_date: 2020-06-15
date_created: 2020-04-20T09:36:53Z
date_updated: 2022-01-06T06:52:55Z
department:
- _id: '34'
language:
- iso: eng
project:
- _id: '23'
grant_number: '762057'
name: 5G Programmable Infrastructure Converging disaggregated neTwork and compUte
Resources
- _id: '4'
name: SFB 901 - Project Area C
- _id: '16'
name: SFB 901 - Subproject C4
- _id: '1'
name: SFB 901
publication: European Conference on Networks and Communications (EUCNC 2020)
publication_status: accepted
status: public
title: Dynamic Provisioning of Network Services on Heterogeneous Resources
type: conference
user_id: '60845'
year: '2020'
...
---
_id: '61260'
author:
- first_name: Marvin
full_name: Illian, Marvin
id: '44169'
last_name: Illian
orcid: 0009-0007-2992-8346
- first_name: Simon
full_name: Althoff, Simon
last_name: Althoff
- first_name: Holger
full_name: Karl, Holger
id: '126'
last_name: Karl
citation:
ama: 'Illian M, Althoff S, Karl H. A Process to Develop Lean Big-Data Platform Architectures
for Industrial Manufacturing Contexts. In: 2020 25th IEEE International Conference
on Emerging Technologies and Factory Automation (ETFA). IEEE; 2020. doi:10.1109/etfa46521.2020.9212006'
apa: Illian, M., Althoff, S., & Karl, H. (2020). A Process to Develop Lean Big-Data
Platform Architectures for Industrial Manufacturing Contexts. 2020 25th IEEE
International Conference on Emerging Technologies and Factory Automation (ETFA).
https://doi.org/10.1109/etfa46521.2020.9212006
bibtex: '@inproceedings{Illian_Althoff_Karl_2020, title={A Process to Develop Lean
Big-Data Platform Architectures for Industrial Manufacturing Contexts}, DOI={10.1109/etfa46521.2020.9212006},
booktitle={2020 25th IEEE International Conference on Emerging Technologies and
Factory Automation (ETFA)}, publisher={IEEE}, author={Illian, Marvin and Althoff,
Simon and Karl, Holger}, year={2020} }'
chicago: Illian, Marvin, Simon Althoff, and Holger Karl. “A Process to Develop Lean
Big-Data Platform Architectures for Industrial Manufacturing Contexts.” In 2020
25th IEEE International Conference on Emerging Technologies and Factory Automation
(ETFA). IEEE, 2020. https://doi.org/10.1109/etfa46521.2020.9212006.
ieee: 'M. Illian, S. Althoff, and H. Karl, “A Process to Develop Lean Big-Data Platform
Architectures for Industrial Manufacturing Contexts,” 2020, doi: 10.1109/etfa46521.2020.9212006.'
mla: Illian, Marvin, et al. “A Process to Develop Lean Big-Data Platform Architectures
for Industrial Manufacturing Contexts.” 2020 25th IEEE International Conference
on Emerging Technologies and Factory Automation (ETFA), IEEE, 2020, doi:10.1109/etfa46521.2020.9212006.
short: 'M. Illian, S. Althoff, H. Karl, in: 2020 25th IEEE International Conference
on Emerging Technologies and Factory Automation (ETFA), IEEE, 2020.'
date_created: 2025-09-12T11:26:57Z
date_updated: 2026-02-17T09:01:31Z
doi: 10.1109/etfa46521.2020.9212006
language:
- iso: eng
publication: 2020 25th IEEE International Conference on Emerging Technologies and
Factory Automation (ETFA)
publication_status: published
publisher: IEEE
status: public
title: A Process to Develop Lean Big-Data Platform Architectures for Industrial Manufacturing
Contexts
type: conference
user_id: '44169'
year: '2020'
...
---
_id: '30859'
author:
- first_name: Arnab
full_name: Ghosh Chowdhury, Arnab
last_name: Ghosh Chowdhury
- first_name: Marvin
full_name: Illian, Marvin
id: '44169'
last_name: Illian
orcid: 0009-0007-2992-8346
- first_name: Lukasz
full_name: Wisniewski, Lukasz
last_name: Wisniewski
- first_name: Jurgen
full_name: Jasperneite, Jurgen
last_name: Jasperneite
citation:
ama: 'Ghosh Chowdhury A, Illian M, Wisniewski L, Jasperneite J. An Approach for
Data Pipeline with Distributed Query Engine for Industrial Applications. In: 2020
25th IEEE International Conference on Emerging Technologies and Factory Automation
(ETFA). IEEE; 2020. doi:10.1109/etfa46521.2020.9212050'
apa: Ghosh Chowdhury, A., Illian, M., Wisniewski, L., & Jasperneite, J. (2020).
An Approach for Data Pipeline with Distributed Query Engine for Industrial Applications.
2020 25th IEEE International Conference on Emerging Technologies and Factory
Automation (ETFA). https://doi.org/10.1109/etfa46521.2020.9212050
bibtex: '@inproceedings{Ghosh Chowdhury_Illian_Wisniewski_Jasperneite_2020, title={An
Approach for Data Pipeline with Distributed Query Engine for Industrial Applications},
DOI={10.1109/etfa46521.2020.9212050},
booktitle={2020 25th IEEE International Conference on Emerging Technologies and
Factory Automation (ETFA)}, publisher={IEEE}, author={Ghosh Chowdhury, Arnab and
Illian, Marvin and Wisniewski, Lukasz and Jasperneite, Jurgen}, year={2020} }'
chicago: Ghosh Chowdhury, Arnab, Marvin Illian, Lukasz Wisniewski, and Jurgen Jasperneite.
“An Approach for Data Pipeline with Distributed Query Engine for Industrial Applications.”
In 2020 25th IEEE International Conference on Emerging Technologies and Factory
Automation (ETFA). IEEE, 2020. https://doi.org/10.1109/etfa46521.2020.9212050.
ieee: 'A. Ghosh Chowdhury, M. Illian, L. Wisniewski, and J. Jasperneite, “An Approach
for Data Pipeline with Distributed Query Engine for Industrial Applications,”
2020, doi: 10.1109/etfa46521.2020.9212050.'
mla: Ghosh Chowdhury, Arnab, et al. “An Approach for Data Pipeline with Distributed
Query Engine for Industrial Applications.” 2020 25th IEEE International Conference
on Emerging Technologies and Factory Automation (ETFA), IEEE, 2020, doi:10.1109/etfa46521.2020.9212050.
short: 'A. Ghosh Chowdhury, M. Illian, L. Wisniewski, J. Jasperneite, in: 2020 25th
IEEE International Conference on Emerging Technologies and Factory Automation
(ETFA), IEEE, 2020.'
date_created: 2022-04-08T06:12:40Z
date_updated: 2025-09-12T11:18:26Z
doi: 10.1109/etfa46521.2020.9212050
language:
- iso: eng
publication: 2020 25th IEEE International Conference on Emerging Technologies and
Factory Automation (ETFA)
publication_status: published
publisher: IEEE
status: public
title: An Approach for Data Pipeline with Distributed Query Engine for Industrial
Applications
type: conference
user_id: '44169'
year: '2020'
...
---
_id: '24185'
abstract:
- lang: eng
text: In this poster, we present the first experimental results of our OFDM-based
Vehicular VLC (V-VLC) prototype. Our Bit Error Rate (BER) measurements show that
for lower Modulation and Coding Schemes (MCS), the performance of our hardware-setup
roughly behaves the same as it does in simulation for AWGN channel. However, for
higher order MCS with high PAPR, the BER performance gets degraded due to non-linear
behavior of LEDs, and deviates further from AWGN performance as the MCS order
is increased. The obtained results suggest that unlike RF-Communications, where
the focus is usually towards linearity of the amplifiers, for V-VLC, linearity
within the whole system is required to achieve optimal performance.
author:
- first_name: Jörn
full_name: Koepe, Jörn
last_name: Koepe
- first_name: Christian
full_name: Kaltschmidt, Christian
last_name: Kaltschmidt
- first_name: Marvin
full_name: Illian, Marvin
id: '44169'
last_name: Illian
- first_name: Robert
full_name: Puknat, Robert
last_name: Puknat
- first_name: Pascal
full_name: Kneuper, Pascal
id: '47367'
last_name: Kneuper
- first_name: Steffen
full_name: Wittemeier, Steffen
last_name: Wittemeier
- first_name: Agon
full_name: Memedi, Agon
last_name: Memedi
- first_name: Claas
full_name: Tebruegge, Claas
last_name: Tebruegge
- first_name: Muhammad Sohaib
full_name: Amjad, Muhammad Sohaib
last_name: Amjad
- first_name: Stephan
full_name: Kruse, Stephan
id: '38254'
last_name: Kruse
- first_name: Christian
full_name: Kress, Christian
id: '13256'
last_name: Kress
- first_name: Christoph
full_name: Scheytt, Christoph
id: '37144'
last_name: Scheytt
orcid: '0000-0002-5950-6618 '
- first_name: Falko
full_name: Dressler, Falko
id: '48097'
last_name: Dressler
orcid: 0000-0002-1989-1750
citation:
ama: 'Koepe J, Kaltschmidt C, Illian M, et al. First Performance Insights on Our
Noval OFDM-based Vehicular VLC Prototype. In: 2018 IEEE Vehicular Networking
Conference (VNC). IEEE; 2018. doi:10.1109/VNC.2018.8628322'
apa: Koepe, J., Kaltschmidt, C., Illian, M., Puknat, R., Kneuper, P., Wittemeier,
S., Memedi, A., Tebruegge, C., Amjad, M. S., Kruse, S., Kress, C., Scheytt, C.,
& Dressler, F. (2018). First Performance Insights on Our Noval OFDM-based
Vehicular VLC Prototype. 2018 IEEE Vehicular Networking Conference (VNC).
https://doi.org/10.1109/VNC.2018.8628322
bibtex: '@inproceedings{Koepe_Kaltschmidt_Illian_Puknat_Kneuper_Wittemeier_Memedi_Tebruegge_Amjad_Kruse_et
al._2018, place={Taiwan/Taipeh}, title={First Performance Insights on Our Noval
OFDM-based Vehicular VLC Prototype}, DOI={10.1109/VNC.2018.8628322},
booktitle={2018 IEEE Vehicular Networking Conference (VNC)}, publisher={IEEE},
author={Koepe, Jörn and Kaltschmidt, Christian and Illian, Marvin and Puknat,
Robert and Kneuper, Pascal and Wittemeier, Steffen and Memedi, Agon and Tebruegge,
Claas and Amjad, Muhammad Sohaib and Kruse, Stephan and et al.}, year={2018} }'
chicago: 'Koepe, Jörn, Christian Kaltschmidt, Marvin Illian, Robert Puknat, Pascal
Kneuper, Steffen Wittemeier, Agon Memedi, et al. “First Performance Insights on
Our Noval OFDM-Based Vehicular VLC Prototype.” In 2018 IEEE Vehicular Networking
Conference (VNC). Taiwan/Taipeh: IEEE, 2018. https://doi.org/10.1109/VNC.2018.8628322.'
ieee: 'J. Koepe et al., “First Performance Insights on Our Noval OFDM-based
Vehicular VLC Prototype,” 2018, doi: 10.1109/VNC.2018.8628322.'
mla: Koepe, Jörn, et al. “First Performance Insights on Our Noval OFDM-Based Vehicular
VLC Prototype.” 2018 IEEE Vehicular Networking Conference (VNC), IEEE,
2018, doi:10.1109/VNC.2018.8628322.
short: 'J. Koepe, C. Kaltschmidt, M. Illian, R. Puknat, P. Kneuper, S. Wittemeier,
A. Memedi, C. Tebruegge, M.S. Amjad, S. Kruse, C. Kress, C. Scheytt, F. Dressler,
in: 2018 IEEE Vehicular Networking Conference (VNC), IEEE, Taiwan/Taipeh, 2018.'
conference:
end_date: 2018.12.07
start_date: 2018.12.05
date_created: 2021-09-13T07:37:49Z
date_updated: 2025-02-25T05:55:32Z
department:
- _id: '58'
doi: 10.1109/VNC.2018.8628322
language:
- iso: eng
place: Taiwan/Taipeh
publication: 2018 IEEE Vehicular Networking Conference (VNC)
publication_identifier:
eisbn:
- 978-1-5386-9428-2
publisher: IEEE
status: public
title: First Performance Insights on Our Noval OFDM-based Vehicular VLC Prototype
type: conference
user_id: '38254'
year: '2018'
...
---
_id: '30858'
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
id: '44169'
last_name: Illian
orcid: 0009-0007-2992-8346
- 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: 2018 4th
IEEE Conference on Network Softwarization and Workshops (NetSoft). IEEE; 2018.
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.
2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft).
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={2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)},
publisher={IEEE}, author={Dräxler, Sevil and Peuster, Manuel and Illian, Marvin
and Karl, Holger}, year={2018} }'
chicago: 'Dräxler, Sevil, Manuel Peuster, Marvin Illian, and Holger Karl. “Generating
Resource and Performance Models for Service Function Chains: The Video Streaming
Case.” In 2018 4th IEEE Conference on Network Softwarization and Workshops
(NetSoft). 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,” 2018,
doi: 10.1109/netsoft.2018.8460029.'
mla: 'Dräxler, Sevil, et al. “Generating Resource and Performance Models for Service
Function Chains: The Video Streaming Case.” 2018 4th IEEE Conference on Network
Softwarization and Workshops (NetSoft), IEEE, 2018, doi:10.1109/netsoft.2018.8460029.'
short: 'S. Dräxler, M. Peuster, M. Illian, H. Karl, in: 2018 4th IEEE Conference
on Network Softwarization and Workshops (NetSoft), IEEE, 2018.'
date_created: 2022-04-08T06:12:20Z
date_updated: 2025-09-12T11:17:05Z
doi: 10.1109/netsoft.2018.8460029
language:
- iso: eng
publication: 2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)
publication_status: published
publisher: IEEE
status: public
title: 'Generating Resource and Performance Models for Service Function Chains: The
Video Streaming Case'
type: conference
user_id: '44169'
year: '2018'
...
---
_id: '61268'
citation:
ama: Dräxler S, Peuster M, Illian M, Karl H, eds. Towards Predicting Resource
Demands and Performance of Distributed Cloud Services.; 2018.
apa: Dräxler, S., Peuster, M., Illian, M., & Karl, H. (Eds.). (2018). Towards
Predicting Resource Demands and Performance of Distributed Cloud Services.
bibtex: '@book{Dräxler_Peuster_Illian_Karl_2018, title={Towards Predicting Resource
Demands and Performance of Distributed Cloud Services}, year={2018} }'
chicago: Dräxler, Sevil, Manuel Peuster, Marvin Illian, and Holger Karl, eds. Towards
Predicting Resource Demands and Performance of Distributed Cloud Services,
2018.
ieee: S. Dräxler, M. Peuster, M. Illian, and H. Karl, Eds., Towards Predicting
Resource Demands and Performance of Distributed Cloud Services. 2018.
mla: Dräxler, Sevil, et al., editors. Towards Predicting Resource Demands and
Performance of Distributed Cloud Services. 2018.
short: S. Dräxler, M. Peuster, M. Illian, H. Karl, eds., Towards Predicting Resource
Demands and Performance of Distributed Cloud Services, 2018.
conference:
end_date: 2018-03-08
location: Darmstadt, Germany
name: KuVS-Fachgespräch Fog Computing 2018
start_date: 2018-03-08
date_created: 2025-09-12T11:46:28Z
date_updated: 2025-09-12T11:46:33Z
editor:
- 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
id: '44169'
last_name: Illian
orcid: 0009-0007-2992-8346
- first_name: Holger
full_name: Karl, Holger
id: '126'
last_name: Karl
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://dsg.tuwien.ac.at/docs/proceedings.pdf#page=14
oa: '1'
status: public
title: Towards Predicting Resource Demands and Performance of Distributed Cloud Services
type: conference_editor
user_id: '44169'
year: '2018'
...