[{"title":"Cells on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning","date_created":"2026-01-08T07:58:22Z","author":[{"first_name":"Marvin","id":"44169","full_name":"Illian, Marvin","orcid":"0009-0007-2992-8346","last_name":"Illian"},{"first_name":"Ramin","last_name":"Khalili","full_name":"Khalili, Ramin"},{"full_name":"Rocha, Antonio A. de A.","last_name":"Rocha","first_name":"Antonio A. de A."},{"last_name":"Wang","orcid":"0000-0001-7181-6128","id":"102868","full_name":"Wang, Lin","first_name":"Lin"}],"date_updated":"2026-03-31T06:44:22Z","citation":{"chicago":"Illian, Marvin, Ramin Khalili, Antonio A. de A. Rocha, and Lin Wang. “Cells on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning.” <i>ArXiv:2601.04083</i>, 2026.","ieee":"M. Illian, R. Khalili, A. A. de A. Rocha, and L. Wang, “Cells on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning,” <i>arXiv:2601.04083</i>. 2026.","ama":"Illian M, Khalili R, Rocha AA de A, Wang L. Cells on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning. <i>arXiv:260104083</i>. Published online 2026.","short":"M. Illian, R. Khalili, A.A. de A. Rocha, L. Wang, ArXiv:2601.04083 (2026).","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} }","mla":"Illian, Marvin, et al. “Cells on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning.” <i>ArXiv:2601.04083</i>, 2026.","apa":"Illian, M., Khalili, R., Rocha, A. A. de A., &#38; Wang, L. (2026). Cells on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning. In <i>arXiv:2601.04083</i>."},"year":"2026","language":[{"iso":"eng"}],"department":[{"_id":"75"}],"user_id":"102868","_id":"63530","external_id":{"arxiv":["2601.04083"]},"status":"public","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."}],"publication":"arXiv:2601.04083","type":"preprint"},{"status":"public","publication":"2026 24th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt)","type":"conference","language":[{"iso":"eng"}],"_id":"65013","department":[{"_id":"75"}],"user_id":"102868","year":"2026","citation":{"apa":"Illian, M., Khalili, R., A. de A. Rocha, A., &#38; Wang, L. (2026). Cells on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning. <i>2026 24th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt)</i>.","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.","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} }","mla":"Illian, Marvin, et al. “Cells on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning.” <i>2026 24th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt)</i>, IFIP, 2026.","ama":"Illian M, Khalili R, A. de A. Rocha A, Wang L. Cells on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning. In: <i>2026 24th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt)</i>. 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.","chicago":"Illian, Marvin, Ramin Khalili, Antonio A. de A. Rocha, and Lin Wang. “Cells on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning.” In <i>2026 24th International Symposium on Modeling and Optimization in Mobile, Ad Hoc, and Wireless Networks (WiOpt)</i>. IFIP, 2026."},"title":"Cells on Autopilot: Adaptive Cell (Re)Selection via Reinforcement Learning","date_updated":"2026-03-31T06:44:05Z","publisher":"IFIP","date_created":"2026-03-16T14:46:45Z","author":[{"last_name":"Illian","orcid":"0009-0007-2992-8346","id":"44169","full_name":"Illian, Marvin","first_name":"Marvin"},{"last_name":"Khalili","full_name":"Khalili, Ramin","first_name":"Ramin"},{"full_name":"A. de A. Rocha, Antonio","last_name":"A. de A. Rocha","first_name":"Antonio"},{"id":"102868","full_name":"Wang, Lin","last_name":"Wang","orcid":"0000-0001-7181-6128","first_name":"Lin"}]},{"status":"public","type":"conference","publication":"Proceedings of the 20th Workshop on Mobility in the Evolving Internet Architecture (MobiArch)","language":[{"iso":"eng"}],"user_id":"102868","department":[{"_id":"34"},{"_id":"7"},{"_id":"75"}],"_id":"61256","citation":{"chicago":"Illian, Marvin, Björn Luchterhandt, and Lin Wang. “Band Switching for Mobile Energy Optimization in 5G Networks and Beyond.” In <i>Proceedings of the 20th Workshop on Mobility in the Evolving Internet Architecture (MobiArch)</i>, 2025. <a href=\"https://doi.org/10.1145/3737897.3767294\">https://doi.org/10.1145/3737897.3767294</a>.","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: <a href=\"https://doi.org/10.1145/3737897.3767294\">10.1145/3737897.3767294</a>.","ama":"Illian M, Luchterhandt B, Wang L. Band Switching for Mobile Energy Optimization in 5G Networks and Beyond. In: <i>Proceedings of the 20th Workshop on Mobility in the Evolving Internet Architecture (MobiArch)</i>. ; 2025. doi:<a href=\"https://doi.org/10.1145/3737897.3767294\">10.1145/3737897.3767294</a>","mla":"Illian, Marvin, et al. “Band Switching for Mobile Energy Optimization in 5G Networks and Beyond.” <i>Proceedings of the 20th Workshop on Mobility in the Evolving Internet Architecture (MobiArch)</i>, 2025, doi:<a href=\"https://doi.org/10.1145/3737897.3767294\">10.1145/3737897.3767294</a>.","bibtex":"@inproceedings{Illian_Luchterhandt_Wang_2025, title={Band Switching for Mobile Energy Optimization in 5G Networks and Beyond}, DOI={<a href=\"https://doi.org/10.1145/3737897.3767294\">10.1145/3737897.3767294</a>}, 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} }","short":"M. Illian, B. Luchterhandt, L. Wang, in: Proceedings of the 20th Workshop on Mobility in the Evolving Internet Architecture (MobiArch), 2025.","apa":"Illian, M., Luchterhandt, B., &#38; Wang, L. (2025). Band Switching for Mobile Energy Optimization in 5G Networks and Beyond. <i>Proceedings of the 20th Workshop on Mobility in the Evolving Internet Architecture (MobiArch)</i>. ACM Workshop on Mobility in the Evolving Internet Architecture (MobiArch), co-located with ACM MobiCom, Hong Kong, China. <a href=\"https://doi.org/10.1145/3737897.3767294\">https://doi.org/10.1145/3737897.3767294</a>"},"year":"2025","doi":"10.1145/3737897.3767294","conference":{"location":"Hong Kong, China","end_date":"2025-11-08","start_date":"2025-11-04","name":"ACM Workshop on Mobility in the Evolving Internet Architecture (MobiArch), co-located with ACM MobiCom"},"title":"Band Switching for Mobile Energy Optimization in 5G Networks and Beyond","author":[{"first_name":"Marvin","id":"44169","full_name":"Illian, Marvin","last_name":"Illian","orcid":"0009-0007-2992-8346"},{"first_name":"Björn","last_name":"Luchterhandt","full_name":"Luchterhandt, Björn"},{"orcid":"0000-0001-7181-6128","last_name":"Wang","full_name":"Wang, Lin","id":"102868","first_name":"Lin"}],"date_created":"2025-09-12T11:22:18Z","date_updated":"2025-12-12T08:11:38Z"},{"year":"2024","citation":{"ama":"Illian M, Zinda C, Schlangenotto D. Data Store Architectures: Balancing Functionality and Performance. In: <i>2024 IEEE International Conference on Industrial Technology (ICIT)</i>. IEEE; 2024. doi:<a href=\"https://doi.org/10.1109/icit58233.2024.10540811\">10.1109/icit58233.2024.10540811</a>","chicago":"Illian, Marvin, Christopher Zinda, and Darius Schlangenotto. “Data Store Architectures: Balancing Functionality and Performance.” In <i>2024 IEEE International Conference on Industrial Technology (ICIT)</i>. IEEE, 2024. <a href=\"https://doi.org/10.1109/icit58233.2024.10540811\">https://doi.org/10.1109/icit58233.2024.10540811</a>.","ieee":"M. Illian, C. Zinda, and D. Schlangenotto, “Data Store Architectures: Balancing Functionality and Performance,” 2024, doi: <a href=\"https://doi.org/10.1109/icit58233.2024.10540811\">10.1109/icit58233.2024.10540811</a>.","mla":"Illian, Marvin, et al. “Data Store Architectures: Balancing Functionality and Performance.” <i>2024 IEEE International Conference on Industrial Technology (ICIT)</i>, IEEE, 2024, doi:<a href=\"https://doi.org/10.1109/icit58233.2024.10540811\">10.1109/icit58233.2024.10540811</a>.","short":"M. Illian, C. Zinda, D. Schlangenotto, in: 2024 IEEE International Conference on Industrial Technology (ICIT), IEEE, 2024.","bibtex":"@inproceedings{Illian_Zinda_Schlangenotto_2024, title={Data Store Architectures: Balancing Functionality and Performance}, DOI={<a href=\"https://doi.org/10.1109/icit58233.2024.10540811\">10.1109/icit58233.2024.10540811</a>}, booktitle={2024 IEEE International Conference on Industrial Technology (ICIT)}, publisher={IEEE}, author={Illian, Marvin and Zinda, Christopher and Schlangenotto, Darius}, year={2024} }","apa":"Illian, M., Zinda, C., &#38; Schlangenotto, D. (2024). Data Store Architectures: Balancing Functionality and Performance. <i>2024 IEEE International Conference on Industrial Technology (ICIT)</i>. <a href=\"https://doi.org/10.1109/icit58233.2024.10540811\">https://doi.org/10.1109/icit58233.2024.10540811</a>"},"publication_status":"published","title":"Data Store Architectures: Balancing Functionality and Performance","doi":"10.1109/icit58233.2024.10540811","date_updated":"2025-09-12T11:16:00Z","publisher":"IEEE","author":[{"id":"44169","full_name":"Illian, Marvin","orcid":"0009-0007-2992-8346","last_name":"Illian","first_name":"Marvin"},{"full_name":"Zinda, Christopher","last_name":"Zinda","first_name":"Christopher"},{"first_name":"Darius","last_name":"Schlangenotto","full_name":"Schlangenotto, Darius"}],"date_created":"2024-10-17T15:58:15Z","status":"public","type":"conference","publication":"2024 IEEE International Conference on Industrial Technology (ICIT)","language":[{"iso":"eng"}],"_id":"56671","user_id":"44169"},{"publication_status":"published","year":"2022","place":"Virtual, Online","citation":{"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.","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={<a href=\"https://doi.org/10.1109/WFCS53837.2022.9779161\">10.1109/WFCS53837.2022.9779161</a>}, 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} }","mla":"Neumann, Arne, et al. “An Architecture Concept for Short- and Long-Term Resource Planning in the Industry 4.0 Environment.” <i>18th IEEE International Workshop on Factory Communication Systems (WFCS)</i>, IEEE, 2022, doi:<a href=\"https://doi.org/10.1109/WFCS53837.2022.9779161\">10.1109/WFCS53837.2022.9779161</a>.","apa":"Neumann, A., Illian, M., Hardes, T., Martenvormfelde, L., Wisniewski, L., &#38; Jasperneite, J. (2022). An Architecture Concept for Short- and Long-term Resource Planning in the Industry 4.0 Environment. <i>18th IEEE International Workshop on Factory Communication Systems (WFCS)</i>. IEEE International Workshop on Factory Communication Systems, Virtual. <a href=\"https://doi.org/10.1109/WFCS53837.2022.9779161\">https://doi.org/10.1109/WFCS53837.2022.9779161</a>","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: <i>18th IEEE International Workshop on Factory Communication Systems (WFCS)</i>. IEEE; 2022. doi:<a href=\"https://doi.org/10.1109/WFCS53837.2022.9779161\">10.1109/WFCS53837.2022.9779161</a>","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 <i>18th IEEE International Workshop on Factory Communication Systems (WFCS)</i>. Virtual, Online: IEEE, 2022. <a href=\"https://doi.org/10.1109/WFCS53837.2022.9779161\">https://doi.org/10.1109/WFCS53837.2022.9779161</a>.","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: <a href=\"https://doi.org/10.1109/WFCS53837.2022.9779161\">10.1109/WFCS53837.2022.9779161</a>."},"date_updated":"2024-02-08T07:54:56Z","publisher":"IEEE","author":[{"last_name":"Neumann","full_name":"Neumann, Arne","first_name":"Arne"},{"id":"44169","full_name":"Illian, Marvin","last_name":"Illian","first_name":"Marvin"},{"first_name":"Tobias","id":"35441","full_name":"Hardes, Tobias","last_name":"Hardes"},{"first_name":"Lukas","full_name":"Martenvormfelde, Lukas","last_name":"Martenvormfelde"},{"last_name":"Wisniewski","full_name":"Wisniewski, Lukasz","first_name":"Lukasz"},{"last_name":"Jasperneite","full_name":"Jasperneite, Jürgen","first_name":"Jürgen"}],"date_created":"2024-02-08T07:26:38Z","title":"An Architecture Concept for Short- and Long-term Resource Planning in the Industry 4.0 Environment","conference":{"name":"IEEE International Workshop on Factory Communication Systems","start_date":"2022-04-27","end_date":"2022-04-29","location":"Virtual"},"doi":"10.1109/WFCS53837.2022.9779161","publication":"18th IEEE International Workshop on Factory Communication Systems (WFCS)","type":"conference","abstract":[{"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.","lang":"eng"}],"status":"public","_id":"51262","user_id":"35441","language":[{"iso":"eng"}]},{"publication_status":"accepted","citation":{"chicago":"Razzaghi Kouchaksaraei, Hadi, Ashwin Prasad Shivarpatna Venkatesh, Amey Churi, Marvin Illian, and Holger Karl. “Dynamic Provisioning of Network Services on Heterogeneous Resources.” In <i>European Conference on Networks and Communications (EUCNC 2020)</i>, 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 <i>European Conference on Networks and Communications (EUCNC 2020)</i>.","ama":"Razzaghi Kouchaksaraei H, Shivarpatna Venkatesh AP, Churi A, Illian M, Karl H. Dynamic Provisioning of Network Services on Heterogeneous Resources. In: <i>European Conference on Networks and Communications (EUCNC 2020)</i>.","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.","mla":"Razzaghi Kouchaksaraei, Hadi, et al. “Dynamic Provisioning of Network Services on Heterogeneous Resources.” <i>European Conference on Networks and Communications (EUCNC 2020)</i>.","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} }","apa":"Razzaghi Kouchaksaraei, H., Shivarpatna Venkatesh, A. P., Churi, A., Illian, M., &#38; Karl, H. (n.d.). Dynamic Provisioning of Network Services on Heterogeneous Resources. In <i>European Conference on Networks and Communications (EUCNC 2020)</i>."},"year":"2020","date_created":"2020-04-20T09:36:53Z","author":[{"first_name":"Hadi","full_name":"Razzaghi Kouchaksaraei, Hadi","id":"60845","last_name":"Razzaghi Kouchaksaraei"},{"last_name":"Shivarpatna Venkatesh","full_name":"Shivarpatna Venkatesh, Ashwin Prasad","id":"66637","first_name":"Ashwin Prasad"},{"last_name":"Churi","full_name":"Churi, Amey","first_name":"Amey"},{"first_name":"Marvin","id":"44169","full_name":"Illian, Marvin","last_name":"Illian"},{"id":"126","full_name":"Karl, Holger","last_name":"Karl","first_name":"Holger"}],"date_updated":"2022-01-06T06:52:55Z","conference":{"start_date":"2020-06-15","name":"European Conference on Networks and Communications (EUCNC 2020)","end_date":"2020-06-18"},"title":"Dynamic Provisioning of Network Services on Heterogeneous Resources","publication":"European Conference on Networks and Communications (EUCNC 2020)","type":"conference","status":"public","department":[{"_id":"34"}],"user_id":"60845","_id":"16726","project":[{"grant_number":"762057","_id":"23","name":"5G Programmable Infrastructure Converging disaggregated neTwork and compUte Resources"},{"_id":"4","name":"SFB 901 - Project Area C"},{"name":"SFB 901 - Subproject C4","_id":"16"},{"name":"SFB 901","_id":"1"}],"language":[{"iso":"eng"}]},{"status":"public","publication":"2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)","type":"conference","language":[{"iso":"eng"}],"user_id":"44169","_id":"61260","citation":{"ama":"Illian M, Althoff S, Karl H. A Process to Develop Lean Big-Data Platform Architectures for Industrial Manufacturing Contexts. In: <i>2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i>. IEEE; 2020. doi:<a href=\"https://doi.org/10.1109/etfa46521.2020.9212006\">10.1109/etfa46521.2020.9212006</a>","ieee":"M. Illian, S. Althoff, and H. Karl, “A Process to Develop Lean Big-Data Platform Architectures for Industrial Manufacturing Contexts,” 2020, doi: <a href=\"https://doi.org/10.1109/etfa46521.2020.9212006\">10.1109/etfa46521.2020.9212006</a>.","chicago":"Illian, Marvin, Simon Althoff, and Holger Karl. “A Process to Develop Lean Big-Data Platform Architectures for Industrial Manufacturing Contexts.” In <i>2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i>. IEEE, 2020. <a href=\"https://doi.org/10.1109/etfa46521.2020.9212006\">https://doi.org/10.1109/etfa46521.2020.9212006</a>.","short":"M. Illian, S. Althoff, H. Karl, in: 2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA), IEEE, 2020.","mla":"Illian, Marvin, et al. “A Process to Develop Lean Big-Data Platform Architectures for Industrial Manufacturing Contexts.” <i>2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i>, IEEE, 2020, doi:<a href=\"https://doi.org/10.1109/etfa46521.2020.9212006\">10.1109/etfa46521.2020.9212006</a>.","bibtex":"@inproceedings{Illian_Althoff_Karl_2020, title={A Process to Develop Lean Big-Data Platform Architectures for Industrial Manufacturing Contexts}, DOI={<a href=\"https://doi.org/10.1109/etfa46521.2020.9212006\">10.1109/etfa46521.2020.9212006</a>}, 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} }","apa":"Illian, M., Althoff, S., &#38; Karl, H. (2020). A Process to Develop Lean Big-Data Platform Architectures for Industrial Manufacturing Contexts. <i>2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i>. <a href=\"https://doi.org/10.1109/etfa46521.2020.9212006\">https://doi.org/10.1109/etfa46521.2020.9212006</a>"},"year":"2020","publication_status":"published","doi":"10.1109/etfa46521.2020.9212006","title":"A Process to Develop Lean Big-Data Platform Architectures for Industrial Manufacturing Contexts","date_created":"2025-09-12T11:26:57Z","author":[{"first_name":"Marvin","orcid":"0009-0007-2992-8346","last_name":"Illian","full_name":"Illian, Marvin","id":"44169"},{"first_name":"Simon","last_name":"Althoff","full_name":"Althoff, Simon"},{"first_name":"Holger","last_name":"Karl","full_name":"Karl, Holger","id":"126"}],"date_updated":"2026-02-17T09:01:31Z","publisher":"IEEE"},{"user_id":"44169","_id":"30859","language":[{"iso":"eng"}],"type":"conference","publication":"2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)","status":"public","date_created":"2022-04-08T06:12:40Z","author":[{"last_name":"Ghosh Chowdhury","full_name":"Ghosh Chowdhury, Arnab","first_name":"Arnab"},{"id":"44169","full_name":"Illian, Marvin","orcid":"0009-0007-2992-8346","last_name":"Illian","first_name":"Marvin"},{"first_name":"Lukasz","last_name":"Wisniewski","full_name":"Wisniewski, Lukasz"},{"first_name":"Jurgen","full_name":"Jasperneite, Jurgen","last_name":"Jasperneite"}],"publisher":"IEEE","date_updated":"2025-09-12T11:18:26Z","doi":"10.1109/etfa46521.2020.9212050","title":"An Approach for Data Pipeline with Distributed Query Engine for Industrial Applications","publication_status":"published","citation":{"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.","mla":"Ghosh Chowdhury, Arnab, et al. “An Approach for Data Pipeline with Distributed Query Engine for Industrial Applications.” <i>2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i>, IEEE, 2020, doi:<a href=\"https://doi.org/10.1109/etfa46521.2020.9212050\">10.1109/etfa46521.2020.9212050</a>.","bibtex":"@inproceedings{Ghosh Chowdhury_Illian_Wisniewski_Jasperneite_2020, title={An Approach for Data Pipeline with Distributed Query Engine for Industrial Applications}, DOI={<a href=\"https://doi.org/10.1109/etfa46521.2020.9212050\">10.1109/etfa46521.2020.9212050</a>}, 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} }","apa":"Ghosh Chowdhury, A., Illian, M., Wisniewski, L., &#38; Jasperneite, J. (2020). An Approach for Data Pipeline with Distributed Query Engine for Industrial Applications. <i>2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i>. <a href=\"https://doi.org/10.1109/etfa46521.2020.9212050\">https://doi.org/10.1109/etfa46521.2020.9212050</a>","ama":"Ghosh Chowdhury A, Illian M, Wisniewski L, Jasperneite J. An Approach for Data Pipeline with Distributed Query Engine for Industrial Applications. In: <i>2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i>. IEEE; 2020. doi:<a href=\"https://doi.org/10.1109/etfa46521.2020.9212050\">10.1109/etfa46521.2020.9212050</a>","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: <a href=\"https://doi.org/10.1109/etfa46521.2020.9212050\">10.1109/etfa46521.2020.9212050</a>.","chicago":"Ghosh Chowdhury, Arnab, Marvin Illian, Lukasz Wisniewski, and Jurgen Jasperneite. “An Approach for Data Pipeline with Distributed Query Engine for Industrial Applications.” In <i>2020 25th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)</i>. IEEE, 2020. <a href=\"https://doi.org/10.1109/etfa46521.2020.9212050\">https://doi.org/10.1109/etfa46521.2020.9212050</a>."},"year":"2020"},{"citation":{"ieee":"J. Koepe <i>et al.</i>, “First Performance Insights on Our Noval OFDM-based Vehicular VLC Prototype,” 2018, doi: <a href=\"https://doi.org/10.1109/VNC.2018.8628322\">10.1109/VNC.2018.8628322</a>.","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 <i>2018 IEEE Vehicular Networking Conference (VNC)</i>. Taiwan/Taipeh: IEEE, 2018. <a href=\"https://doi.org/10.1109/VNC.2018.8628322\">https://doi.org/10.1109/VNC.2018.8628322</a>.","ama":"Koepe J, Kaltschmidt C, Illian M, et al. First Performance Insights on Our Noval OFDM-based Vehicular VLC Prototype. In: <i>2018 IEEE Vehicular Networking Conference (VNC)</i>. IEEE; 2018. doi:<a href=\"https://doi.org/10.1109/VNC.2018.8628322\">10.1109/VNC.2018.8628322</a>","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., &#38; Dressler, F. (2018). First Performance Insights on Our Noval OFDM-based Vehicular VLC Prototype. <i>2018 IEEE Vehicular Networking Conference (VNC)</i>. <a href=\"https://doi.org/10.1109/VNC.2018.8628322\">https://doi.org/10.1109/VNC.2018.8628322</a>","mla":"Koepe, Jörn, et al. “First Performance Insights on Our Noval OFDM-Based Vehicular VLC Prototype.” <i>2018 IEEE Vehicular Networking Conference (VNC)</i>, IEEE, 2018, doi:<a href=\"https://doi.org/10.1109/VNC.2018.8628322\">10.1109/VNC.2018.8628322</a>.","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={<a href=\"https://doi.org/10.1109/VNC.2018.8628322\">10.1109/VNC.2018.8628322</a>}, 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} }","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."},"year":"2018","place":"Taiwan/Taipeh","publication_identifier":{"eisbn":["978-1-5386-9428-2"]},"doi":"10.1109/VNC.2018.8628322","conference":{"start_date":"2018.12.05","end_date":"2018.12.07"},"title":"First Performance Insights on Our Noval OFDM-based Vehicular VLC Prototype","date_created":"2021-09-13T07:37:49Z","author":[{"last_name":"Koepe","full_name":"Koepe, Jörn","first_name":"Jörn"},{"last_name":"Kaltschmidt","full_name":"Kaltschmidt, Christian","first_name":"Christian"},{"first_name":"Marvin","last_name":"Illian","full_name":"Illian, Marvin","id":"44169"},{"last_name":"Puknat","full_name":"Puknat, Robert","first_name":"Robert"},{"last_name":"Kneuper","id":"47367","full_name":"Kneuper, Pascal","first_name":"Pascal"},{"full_name":"Wittemeier, Steffen","last_name":"Wittemeier","first_name":"Steffen"},{"first_name":"Agon","full_name":"Memedi, Agon","last_name":"Memedi"},{"last_name":"Tebruegge","full_name":"Tebruegge, Claas","first_name":"Claas"},{"first_name":"Muhammad Sohaib","full_name":"Amjad, Muhammad Sohaib","last_name":"Amjad"},{"last_name":"Kruse","id":"38254","full_name":"Kruse, Stephan","first_name":"Stephan"},{"first_name":"Christian","last_name":"Kress","full_name":"Kress, Christian","id":"13256"},{"first_name":"Christoph","full_name":"Scheytt, Christoph","id":"37144","orcid":"0000-0002-5950-6618 ","last_name":"Scheytt"},{"last_name":"Dressler","orcid":"0000-0002-1989-1750","full_name":"Dressler, Falko","id":"48097","first_name":"Falko"}],"publisher":"IEEE","date_updated":"2025-02-25T05:55:32Z","status":"public","abstract":[{"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.","lang":"eng"}],"publication":"2018 IEEE Vehicular Networking Conference (VNC)","type":"conference","language":[{"iso":"eng"}],"department":[{"_id":"58"}],"user_id":"38254","_id":"24185"},{"publication_status":"published","year":"2018","citation":{"ama":"Dräxler S, Peuster M, Illian M, Karl H. Generating Resource and Performance Models for Service Function Chains: The Video Streaming Case. In: <i>2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)</i>. IEEE; 2018. doi:<a href=\"https://doi.org/10.1109/netsoft.2018.8460029\">10.1109/netsoft.2018.8460029</a>","chicago":"Dräxler, Sevil, Manuel Peuster, Marvin Illian, and Holger Karl. “Generating Resource and Performance Models for Service Function Chains: The Video Streaming Case.” In <i>2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)</i>. IEEE, 2018. <a href=\"https://doi.org/10.1109/netsoft.2018.8460029\">https://doi.org/10.1109/netsoft.2018.8460029</a>.","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: <a href=\"https://doi.org/10.1109/netsoft.2018.8460029\">10.1109/netsoft.2018.8460029</a>.","bibtex":"@inproceedings{Dräxler_Peuster_Illian_Karl_2018, title={Generating Resource and Performance Models for Service Function Chains: The Video Streaming Case}, DOI={<a href=\"https://doi.org/10.1109/netsoft.2018.8460029\">10.1109/netsoft.2018.8460029</a>}, 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} }","mla":"Dräxler, Sevil, et al. “Generating Resource and Performance Models for Service Function Chains: The Video Streaming Case.” <i>2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)</i>, IEEE, 2018, doi:<a href=\"https://doi.org/10.1109/netsoft.2018.8460029\">10.1109/netsoft.2018.8460029</a>.","short":"S. Dräxler, M. Peuster, M. Illian, H. Karl, in: 2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft), IEEE, 2018.","apa":"Dräxler, S., Peuster, M., Illian, M., &#38; Karl, H. (2018). Generating Resource and Performance Models for Service Function Chains: The Video Streaming Case. <i>2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)</i>. <a href=\"https://doi.org/10.1109/netsoft.2018.8460029\">https://doi.org/10.1109/netsoft.2018.8460029</a>"},"date_updated":"2025-09-12T11:17:05Z","publisher":"IEEE","date_created":"2022-04-08T06:12:20Z","author":[{"first_name":"Sevil","full_name":"Dräxler, Sevil","id":"31764","last_name":"Dräxler"},{"first_name":"Manuel","last_name":"Peuster","id":"13271","full_name":"Peuster, Manuel"},{"first_name":"Marvin","orcid":"0009-0007-2992-8346","last_name":"Illian","full_name":"Illian, Marvin","id":"44169"},{"id":"126","full_name":"Karl, Holger","last_name":"Karl","first_name":"Holger"}],"title":"Generating Resource and Performance Models for Service Function Chains: The Video Streaming Case","doi":"10.1109/netsoft.2018.8460029","type":"conference","publication":"2018 4th IEEE Conference on Network Softwarization and Workshops (NetSoft)","status":"public","_id":"30858","user_id":"44169","language":[{"iso":"eng"}]},{"type":"conference_editor","editor":[{"first_name":"Sevil","last_name":"Dräxler","id":"31764","full_name":"Dräxler, Sevil"},{"id":"13271","full_name":"Peuster, Manuel","last_name":"Peuster","first_name":"Manuel"},{"first_name":"Marvin","full_name":"Illian, Marvin","id":"44169","orcid":"0009-0007-2992-8346","last_name":"Illian"},{"first_name":"Holger","full_name":"Karl, Holger","id":"126","last_name":"Karl"}],"status":"public","_id":"61268","user_id":"44169","language":[{"iso":"eng"}],"year":"2018","citation":{"apa":"Dräxler, S., Peuster, M., Illian, M., &#38; Karl, H. (Eds.). (2018). <i>Towards Predicting Resource Demands and Performance of Distributed Cloud Services</i>.","short":"S. Dräxler, M. Peuster, M. Illian, H. Karl, eds., Towards Predicting Resource Demands and Performance of Distributed Cloud Services, 2018.","bibtex":"@book{Dräxler_Peuster_Illian_Karl_2018, title={Towards Predicting Resource Demands and Performance of Distributed Cloud Services}, year={2018} }","mla":"Dräxler, Sevil, et al., editors. <i>Towards Predicting Resource Demands and Performance of Distributed Cloud Services</i>. 2018.","ama":"Dräxler S, Peuster M, Illian M, Karl H, eds. <i>Towards Predicting Resource Demands and Performance of Distributed Cloud Services</i>.; 2018.","ieee":"S. Dräxler, M. Peuster, M. Illian, and H. Karl, Eds., <i>Towards Predicting Resource Demands and Performance of Distributed Cloud Services</i>. 2018.","chicago":"Dräxler, Sevil, Manuel Peuster, Marvin Illian, and Holger Karl, eds. <i>Towards Predicting Resource Demands and Performance of Distributed Cloud Services</i>, 2018."},"date_updated":"2025-09-12T11:46:33Z","oa":"1","date_created":"2025-09-12T11:46:28Z","title":"Towards Predicting Resource Demands and Performance of Distributed Cloud Services","conference":{"end_date":"2018-03-08","location":"Darmstadt, Germany","name":"KuVS-Fachgespräch Fog Computing 2018","start_date":"2018-03-08"},"main_file_link":[{"url":"https://dsg.tuwien.ac.at/docs/proceedings.pdf#page=14","open_access":"1"}]}]