[{"oa":"1","project":[{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Project Area C","_id":"4"},{"_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"}],"file_date_updated":"2019-02-26T18:09:43Z","citation":{"mla":"Peuster, Manuel, et al. “Joint Testing and Profiling of Microservice-Based Network Services Using TTCN-3.” <i>ICT Express</i>, Elsevier BV, 2019, doi:<a href=\"https://doi.org/10.1016/j.icte.2019.02.001\">10.1016/j.icte.2019.02.001</a>.","ama":"Peuster M, Dröge C, Boos C, Karl H. Joint testing and profiling of microservice-based network services using TTCN-3. <i>ICT Express</i>. 2019. doi:<a href=\"https://doi.org/10.1016/j.icte.2019.02.001\">10.1016/j.icte.2019.02.001</a>","bibtex":"@article{Peuster_Dröge_Boos_Karl_2019, title={Joint testing and profiling of microservice-based network services using TTCN-3}, DOI={<a href=\"https://doi.org/10.1016/j.icte.2019.02.001\">10.1016/j.icte.2019.02.001</a>}, journal={ICT Express}, publisher={Elsevier BV}, author={Peuster, Manuel and Dröge, Christian and Boos, Clemens and Karl, Holger}, year={2019} }","apa":"Peuster, M., Dröge, C., Boos, C., &#38; Karl, H. (2019). Joint testing and profiling of microservice-based network services using TTCN-3. <i>ICT Express</i>. <a href=\"https://doi.org/10.1016/j.icte.2019.02.001\">https://doi.org/10.1016/j.icte.2019.02.001</a>","ieee":"M. Peuster, C. Dröge, C. Boos, and H. Karl, “Joint testing and profiling of microservice-based network services using TTCN-3,” <i>ICT Express</i>, 2019.","short":"M. Peuster, C. Dröge, C. Boos, H. Karl, ICT Express (2019).","chicago":"Peuster, Manuel, Christian Dröge, Clemens Boos, and Holger Karl. “Joint Testing and Profiling of Microservice-Based Network Services Using TTCN-3.” <i>ICT Express</i>, 2019. <a href=\"https://doi.org/10.1016/j.icte.2019.02.001\">https://doi.org/10.1016/j.icte.2019.02.001</a>."},"user_id":"477","ddc":["000"],"publisher":"Elsevier BV","_id":"8113","has_accepted_license":"1","status":"public","type":"journal_article","department":[{"_id":"75"}],"file":[{"creator":"peuster","date_created":"2019-02-26T18:09:43Z","relation":"main_file","date_updated":"2019-02-26T18:09:43Z","file_name":"main_for_ris.pdf","access_level":"open_access","file_size":232599,"file_id":"8114","content_type":"application/pdf"}],"date_created":"2019-02-26T18:07:33Z","abstract":[{"text":"The ongoing softwarization of networks creates a big need for automated testing solutions to ensure service quality. This becomes even more important if agile environments with short time to market and high demands, in terms of service performance and availability, are considered.\r\nIn this paper, we introduce a novel testing solution for virtualized, microservice-based network functions and services, which we base on TTCN-3, a well known testing language defined by the European standards institute (ETSI). We use TTCN-3 not only for functional testing but also answer the question whether TTCN-3 can be used for  performance profiling tasks as well. Finally, we demonstrate the proposed concepts and solutions in a case study using our open-source prototype to test and profile a chained network service.","lang":"eng"}],"publication":"ICT Express","doi":"10.1016/j.icte.2019.02.001","main_file_link":[{"open_access":"1","url":"https://www.sciencedirect.com/science/article/pii/S2405959519300402"}],"language":[{"iso":"eng"}],"publication_status":"published","date_updated":"2022-01-06T07:03:51Z","year":"2019","title":"Joint testing and profiling of microservice-based network services using TTCN-3","publication_identifier":{"issn":["2405-9595"]},"author":[{"id":"13271","last_name":"Peuster","first_name":"Manuel","full_name":"Peuster, Manuel"},{"full_name":"Dröge, Christian","first_name":"Christian","last_name":"Dröge"},{"full_name":"Boos, Clemens","last_name":"Boos","first_name":"Clemens"},{"id":"126","last_name":"Karl","first_name":"Holger","full_name":"Karl, Holger"}]},{"date_created":"2019-03-04T09:23:54Z","department":[{"_id":"75"}],"type":"conference","citation":{"mla":"Dräxler, Sevil, and Holger Karl. “SPRING: Scaling, Placement, and Routing of Heterogeneous Services with Flexible Structures.” <i>5th IEEE International Conference on Network Softwarization (NetSoft) 2019</i>.","ama":"Dräxler S, Karl H. SPRING: Scaling, Placement, and Routing of Heterogeneous Services with Flexible Structures. In: <i>5th IEEE International Conference on Network Softwarization (NetSoft) 2019</i>.","bibtex":"@inproceedings{Dräxler_Karl, title={SPRING: Scaling, Placement, and Routing of Heterogeneous Services with Flexible Structures}, booktitle={5th IEEE International Conference on Network Softwarization (NetSoft) 2019}, author={Dräxler, Sevil and Karl, Holger} }","apa":"Dräxler, S., &#38; Karl, H. (n.d.). SPRING: Scaling, Placement, and Routing of Heterogeneous Services with Flexible Structures. In <i>5th IEEE International Conference on Network Softwarization (NetSoft) 2019</i>. Paris.","ieee":"S. Dräxler and H. Karl, “SPRING: Scaling, Placement, and Routing of Heterogeneous Services with Flexible Structures,” in <i>5th IEEE International Conference on Network Softwarization (NetSoft) 2019</i>, Paris.","short":"S. Dräxler, H. Karl, in: 5th IEEE International Conference on Network Softwarization (NetSoft) 2019, n.d.","chicago":"Dräxler, Sevil, and Holger Karl. “SPRING: Scaling, Placement, and Routing of Heterogeneous Services with Flexible Structures.” In <i>5th IEEE International Conference on Network Softwarization (NetSoft) 2019</i>, n.d."},"publication":"5th IEEE International Conference on Network Softwarization (NetSoft) 2019","project":[{"name":"5G Programmable Infrastructure Converging disaggregated neTwork and compUte Resources","grant_number":"762057","_id":"23"},{"name":"SFB 901","_id":"1"},{"_id":"4","name":"SFB 901 - Project Area C"},{"_id":"16","name":"SFB 901 - Subproject C4"}],"_id":"8240","language":[{"iso":"eng"}],"user_id":"31764","author":[{"id":"31764","full_name":"Dräxler, Sevil","first_name":"Sevil","last_name":"Dräxler"},{"full_name":"Karl, Holger","last_name":"Karl","first_name":"Holger","id":"126"}],"conference":{"name":"5th IEEE International Conference on Network Softwarization (NetSoft) 2019","start_date":"2019-06-24","location":"Paris","end_date":"2019-06-28"},"year":"2019","status":"public","title":"SPRING: Scaling, Placement, and Routing of Heterogeneous Services with Flexible Structures","publication_status":"accepted","date_updated":"2022-01-06T07:03:52Z"},{"project":[{"name":"5G Development and validation platform for global industry-specific network services and Apps","_id":"28","grant_number":"761493"},{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Project Area C","_id":"4"},{"name":"SFB 901 - Subproject C4","_id":"16"}],"file_date_updated":"2019-04-01T13:46:18Z","citation":{"ieee":"M. Peuster, S. B. Schneider, D. Behnke, M. Müller, P.-B. Bök, and H. Karl, “Prototyping and Demonstrating 5G Verticals: The Smart Manufacturing Case,” in <i>5th IEEE International Conference on Network Softwarization (NetSoft 2019)</i>, Paris, 2019.","apa":"Peuster, M., Schneider, S. B., Behnke, D., Müller, M., Bök, P.-B., &#38; Karl, H. (2019). Prototyping and Demonstrating 5G Verticals: The Smart Manufacturing Case. In <i>5th IEEE International Conference on Network Softwarization (NetSoft 2019)</i>. Paris. <a href=\"https://doi.org/10.1109/NETSOFT.2019.8806685\">https://doi.org/10.1109/NETSOFT.2019.8806685</a>","chicago":"Peuster, Manuel, Stefan Balthasar Schneider, Daniel Behnke, Marcel Müller, Patrick-Benjamin Bök, and Holger Karl. “Prototyping and Demonstrating 5G Verticals: The Smart Manufacturing Case.” In <i>5th IEEE International Conference on Network Softwarization (NetSoft 2019)</i>. Paris, 2019. <a href=\"https://doi.org/10.1109/NETSOFT.2019.8806685\">https://doi.org/10.1109/NETSOFT.2019.8806685</a>.","short":"M. Peuster, S.B. Schneider, D. Behnke, M. Müller, P.-B. Bök, H. Karl, in: 5th IEEE International Conference on Network Softwarization (NetSoft 2019), Paris, 2019.","mla":"Peuster, Manuel, et al. “Prototyping and Demonstrating 5G Verticals: The Smart Manufacturing Case.” <i>5th IEEE International Conference on Network Softwarization (NetSoft 2019)</i>, 2019, doi:<a href=\"https://doi.org/10.1109/NETSOFT.2019.8806685\">10.1109/NETSOFT.2019.8806685</a>.","bibtex":"@inproceedings{Peuster_Schneider_Behnke_Müller_Bök_Karl_2019, place={Paris}, title={Prototyping and Demonstrating 5G Verticals: The Smart Manufacturing Case}, DOI={<a href=\"https://doi.org/10.1109/NETSOFT.2019.8806685\">10.1109/NETSOFT.2019.8806685</a>}, booktitle={5th IEEE International Conference on Network Softwarization (NetSoft 2019)}, author={Peuster, Manuel and Schneider, Stefan Balthasar and Behnke, Daniel and Müller, Marcel and Bök, Patrick-Benjamin and Karl, Holger}, year={2019} }","ama":"Peuster M, Schneider SB, Behnke D, Müller M, Bök P-B, Karl H. Prototyping and Demonstrating 5G Verticals: The Smart Manufacturing Case. In: <i>5th IEEE International Conference on Network Softwarization (NetSoft 2019)</i>. Paris; 2019. doi:<a href=\"https://doi.org/10.1109/NETSOFT.2019.8806685\">10.1109/NETSOFT.2019.8806685</a>"},"oa":"1","place":"Paris","has_accepted_license":"1","status":"public","conference":{"location":"Paris","name":"5th IEEE International Conference on Network Softwarization (NetSoft 2019)","start_date":"2019-06-24","end_date":"2019-06-28"},"user_id":"13271","ddc":["000"],"_id":"8792","abstract":[{"lang":"eng","text":"5G together with software defined networking (SDN) and network function virtualisation (NFV) will enable a wide variety of vertical use cases. One of them is the smart man- ufacturing case which utilises 5G networks to interconnect production machines, machine parks, and factory sites to enable new possibilities in terms of flexibility, automation, and novel applications (industry 4.0). However, the availability of realistic and practical proof-of-concepts for those smart manufacturing scenarios is still limited.\r\nThis demo fills this gap by not only showing a real-world smart manufacturing application entirely implemented using NFV concepts, but also a lightweight prototyping framework that simplifies the realisation of vertical NFV proof-of-concepts. Dur- ing the demo, we show how an NFV-based smart manufacturing scenario can be specified, on-boarded, and instantiated before we demonstrate how the presented NFV services simplify machine data collection, aggregation, and analysis."}],"publication":"5th IEEE International Conference on Network Softwarization (NetSoft 2019)","type":"conference","department":[{"_id":"75"}],"file":[{"date_updated":"2019-04-01T13:46:18Z","relation":"main_file","access_level":"open_access","file_size":1693793,"file_name":"main_for_ris.pdf","content_type":"application/pdf","file_id":"8794","creator":"peuster","date_created":"2019-04-01T13:46:18Z"}],"date_created":"2019-04-01T13:37:05Z","date_updated":"2022-01-06T07:04:01Z","year":"2019","title":"Prototyping and Demonstrating 5G Verticals: The Smart Manufacturing Case","author":[{"id":"13271","last_name":"Peuster","first_name":"Manuel","full_name":"Peuster, Manuel"},{"last_name":"Schneider","first_name":"Stefan Balthasar","orcid":"0000-0001-8210-4011","full_name":"Schneider, Stefan Balthasar","id":"35343"},{"full_name":"Behnke, Daniel","first_name":"Daniel","last_name":"Behnke"},{"first_name":"Marcel","last_name":"Müller","full_name":"Müller, Marcel"},{"full_name":"Bök, Patrick-Benjamin","last_name":"Bök","first_name":"Patrick-Benjamin"},{"full_name":"Karl, Holger","first_name":"Holger","last_name":"Karl","id":"126"}],"doi":"10.1109/NETSOFT.2019.8806685","main_file_link":[{"url":"https://doi.org/10.1109/NETSOFT.2019.8806685"}],"language":[{"iso":"eng"}]},{"citation":{"short":"M. Peuster, H. Küttner, H. Karl, International Journal of Network Management (2019).","ama":"Peuster M, Küttner H, Karl H. A flow handover protocol to support state migration in softwarized networks. <i>International Journal of Network Management</i>. 2019. doi:<a href=\"https://doi.org/10.1002/nem.2067\">10.1002/nem.2067</a>","chicago":"Peuster, Manuel, Hannes Küttner, and Holger Karl. “A Flow Handover Protocol to Support State Migration in Softwarized Networks.” <i>International Journal of Network Management</i>, 2019. <a href=\"https://doi.org/10.1002/nem.2067\">https://doi.org/10.1002/nem.2067</a>.","bibtex":"@article{Peuster_Küttner_Karl_2019, title={A flow handover protocol to support state migration in softwarized networks}, DOI={<a href=\"https://doi.org/10.1002/nem.2067\">10.1002/nem.2067</a>}, number={e2067}, journal={International Journal of Network Management}, author={Peuster, Manuel and Küttner, Hannes and Karl, Holger}, year={2019} }","apa":"Peuster, M., Küttner, H., &#38; Karl, H. (2019). A flow handover protocol to support state migration in softwarized networks. <i>International Journal of Network Management</i>. <a href=\"https://doi.org/10.1002/nem.2067\">https://doi.org/10.1002/nem.2067</a>","mla":"Peuster, Manuel, et al. “A Flow Handover Protocol to Support State Migration in Softwarized Networks.” <i>International Journal of Network Management</i>, e2067, 2019, doi:<a href=\"https://doi.org/10.1002/nem.2067\">10.1002/nem.2067</a>.","ieee":"M. Peuster, H. Küttner, and H. Karl, “A flow handover protocol to support state migration in softwarized networks,” <i>International Journal of Network Management</i>, 2019."},"file_date_updated":"2019-04-01T18:04:14Z","project":[{"_id":"28","grant_number":"761493","name":"5G Development and validation platform for global industry-specific network services and Apps"},{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Project Area C","_id":"4"},{"_id":"16","name":"SFB 901 - Subproject C4"}],"oa":"1","status":"public","has_accepted_license":"1","_id":"8795","user_id":"13271","ddc":["000"],"publication":"International Journal of Network Management","abstract":[{"lang":"eng","text":"Softwarized networks are the key enabler for elastic, on-demand service deployments of virtualized network functions. They allow to dynamically steer traffic\r\nthrough the network when new network functions are instantiated, or old ones\r\nare terminated. These scenarios become in particular challenging when stateful functions are involved, necessitating state management solutions to migrate\r\nstate between the functions. The problem with existing solutions is that they typically embrace state migration and flow rerouting jointly, imposing a huge set\r\nof requirements on the on-boarded virtualized network functions (VNFs), eg,\r\nsolution-specific state management interfaces.\r\nTo change this, we introduce the seamless handover protocol (SHarP). An\r\neasy-to-use, loss-less, and order-preserving flow rerouting mechanism that is\r\nnot fixed to a single state management approach. Using SHarP, VNF vendors\r\nare empowered to implement or use the state management solution of their\r\nchoice. SHarP supports these solutions with additional information when flows\r\nare migrated. In this paper, we present SHarP's design, its open source prototype\r\nimplementation, and show how SHarP significantly reduces the buffer usage at\r\na central (SDN) controller, which is a typical bottleneck in state-of-the-art solutions. Our experiments show that SHarP uses a constant amount of controller\r\nbuffer, irrespective of the time taken to migrate the VNF state."}],"date_created":"2019-04-01T17:47:36Z","file":[{"content_type":"application/pdf","file_id":"8796","access_level":"open_access","file_size":2571927,"file_name":"main_for_ris.pdf","date_updated":"2019-04-01T18:04:14Z","relation":"main_file","date_created":"2019-04-01T18:04:14Z","creator":"peuster"}],"department":[{"_id":"75"}],"type":"journal_article","author":[{"full_name":"Peuster, Manuel","first_name":"Manuel","last_name":"Peuster","id":"13271"},{"full_name":"Küttner, Hannes","first_name":"Hannes","last_name":"Küttner"},{"id":"126","full_name":"Karl, Holger","last_name":"Karl","first_name":"Holger"}],"publication_identifier":{"issn":["1055-7148","1099-1190"]},"year":"2019","title":"A flow handover protocol to support state migration in softwarized networks","publication_status":"published","date_updated":"2022-01-06T07:04:01Z","language":[{"iso":"eng"}],"article_number":"e2067","main_file_link":[{"url":"https://onlinelibrary.wiley.com/doi/abs/10.1002/nem.2067"}],"doi":"10.1002/nem.2067"},{"status":"public","title":"Empowering Network Service Developers: Enhanced NFV DevOps and Programmable MANO","year":"2019","publication_identifier":{"issn":["0163-6804","1558-1896"]},"author":[{"full_name":"Soenen, Thomas","last_name":"Soenen","first_name":"Thomas"},{"last_name":"Tavernier","first_name":"Wouter","full_name":"Tavernier, Wouter"},{"full_name":"Peuster, Manuel","last_name":"Peuster","first_name":"Manuel","id":"13271"},{"first_name":"Felipe","last_name":"Vicens","full_name":"Vicens, Felipe"},{"full_name":"Xilouris, George","last_name":"Xilouris","first_name":"George"},{"full_name":"Kolometsos, Stavros","first_name":"Stavros","last_name":"Kolometsos"},{"first_name":"Michail-Alexandros","last_name":"Kourtis","full_name":"Kourtis, Michail-Alexandros"},{"first_name":"Didier","last_name":"Colle","full_name":"Colle, Didier"}],"date_updated":"2022-01-06T07:04:22Z","publication_status":"published","page":"89-95","main_file_link":[{"url":"https://ieeexplore.ieee.org/document/8713806"}],"language":[{"iso":"eng"}],"_id":"9823","doi":"10.1109/mcom.2019.1800810","user_id":"13271","publication":"IEEE Communications Magazine","citation":{"mla":"Soenen, Thomas, et al. “Empowering Network Service Developers: Enhanced NFV DevOps and Programmable MANO.” <i>IEEE Communications Magazine</i>, 2019, pp. 89–95, doi:<a href=\"https://doi.org/10.1109/mcom.2019.1800810\">10.1109/mcom.2019.1800810</a>.","ama":"Soenen T, Tavernier W, Peuster M, et al. Empowering Network Service Developers: Enhanced NFV DevOps and Programmable MANO. <i>IEEE Communications Magazine</i>. 2019:89-95. doi:<a href=\"https://doi.org/10.1109/mcom.2019.1800810\">10.1109/mcom.2019.1800810</a>","bibtex":"@article{Soenen_Tavernier_Peuster_Vicens_Xilouris_Kolometsos_Kourtis_Colle_2019, title={Empowering Network Service Developers: Enhanced NFV DevOps and Programmable MANO}, DOI={<a href=\"https://doi.org/10.1109/mcom.2019.1800810\">10.1109/mcom.2019.1800810</a>}, journal={IEEE Communications Magazine}, author={Soenen, Thomas and Tavernier, Wouter and Peuster, Manuel and Vicens, Felipe and Xilouris, George and Kolometsos, Stavros and Kourtis, Michail-Alexandros and Colle, Didier}, year={2019}, pages={89–95} }","apa":"Soenen, T., Tavernier, W., Peuster, M., Vicens, F., Xilouris, G., Kolometsos, S., … Colle, D. (2019). Empowering Network Service Developers: Enhanced NFV DevOps and Programmable MANO. <i>IEEE Communications Magazine</i>, 89–95. <a href=\"https://doi.org/10.1109/mcom.2019.1800810\">https://doi.org/10.1109/mcom.2019.1800810</a>","ieee":"T. Soenen <i>et al.</i>, “Empowering Network Service Developers: Enhanced NFV DevOps and Programmable MANO,” <i>IEEE Communications Magazine</i>, pp. 89–95, 2019.","short":"T. Soenen, W. Tavernier, M. Peuster, F. Vicens, G. Xilouris, S. Kolometsos, M.-A. Kourtis, D. Colle, IEEE Communications Magazine (2019) 89–95.","chicago":"Soenen, Thomas, Wouter Tavernier, Manuel Peuster, Felipe Vicens, George Xilouris, Stavros Kolometsos, Michail-Alexandros Kourtis, and Didier Colle. “Empowering Network Service Developers: Enhanced NFV DevOps and Programmable MANO.” <i>IEEE Communications Magazine</i>, 2019, 89–95. <a href=\"https://doi.org/10.1109/mcom.2019.1800810\">https://doi.org/10.1109/mcom.2019.1800810</a>."},"project":[{"name":"5G Development and validation platform for global industry-specific network services and Apps","_id":"28","grant_number":"761493"}],"date_created":"2019-05-16T09:07:19Z","type":"journal_article","department":[{"_id":"75"}]},{"year":"2019","title":"Introducing Automated Verification and Validation for Virtualized Network Functions and Services","publication_identifier":{"issn":["0163-6804","1558-1896"]},"author":[{"id":"13271","last_name":"Peuster","first_name":"Manuel","full_name":"Peuster, Manuel"},{"id":"35343","first_name":"Stefan Balthasar","last_name":"Schneider","orcid":"0000-0001-8210-4011","full_name":"Schneider, Stefan Balthasar"},{"last_name":"Zhao","first_name":"Mengxuan","full_name":"Zhao, Mengxuan"},{"full_name":"Xilouris, George","last_name":"Xilouris","first_name":"George"},{"full_name":"Trakadas, Panagiotis","first_name":"Panagiotis","last_name":"Trakadas"},{"last_name":"Vicens","first_name":"Felipe","full_name":"Vicens, Felipe"},{"last_name":"Tavernier","first_name":"Wouter","full_name":"Tavernier, Wouter"},{"last_name":"Soenen","first_name":"Thomas","full_name":"Soenen, Thomas"},{"full_name":"Vilalta, Ricard","last_name":"Vilalta","first_name":"Ricard"},{"last_name":"Andreou","first_name":"George","full_name":"Andreou, George"},{"full_name":"Kyriazis, Dimosthenis","last_name":"Kyriazis","first_name":"Dimosthenis"},{"id":"126","full_name":"Karl, Holger","first_name":"Holger","last_name":"Karl"}],"date_updated":"2022-01-06T07:04:23Z","publication_status":"published","main_file_link":[{"url":"https://ieeexplore.ieee.org/document/8713807"}],"language":[{"iso":"eng"}],"doi":"10.1109/mcom.2019.1800873","publication":"IEEE Communications Magazine","file":[{"date_created":"2019-05-16T09:13:40Z","file_name":"main_for_ris.pdf","access_level":"open_access","description":"Preprint of original article: M. Peuster et al., \"Introducing Automated Verification and Validation for Virtualized Network Functions and Services,\" in IEEE Communications Magazine, vol. 57, no. 5, pp. 96-102, May 2019.\ndoi: 10.1109/MCOM.2019.1800873\n\n","creator":"peuster","file_id":"9825","content_type":"application/pdf","title":"Introducing Automated Verification and Validation for Virtualized Network Functions and Services","file_size":1735036,"relation":"main_file","date_updated":"2019-05-16T09:13:40Z"}],"date_created":"2019-05-16T09:09:16Z","type":"journal_article","department":[{"_id":"75"}],"status":"public","has_accepted_license":"1","page":"96-102","_id":"9824","ddc":["000"],"user_id":"13271","file_date_updated":"2019-05-16T09:13:40Z","citation":{"short":"M. Peuster, S.B. Schneider, M. Zhao, G. Xilouris, P. Trakadas, F. Vicens, W. Tavernier, T. Soenen, R. Vilalta, G. Andreou, D. Kyriazis, H. Karl, IEEE Communications Magazine (2019) 96–102.","chicago":"Peuster, Manuel, Stefan Balthasar Schneider, Mengxuan Zhao, George Xilouris, Panagiotis Trakadas, Felipe Vicens, Wouter Tavernier, et al. “Introducing Automated Verification and Validation for Virtualized Network Functions and Services.” <i>IEEE Communications Magazine</i>, 2019, 96–102. <a href=\"https://doi.org/10.1109/mcom.2019.1800873\">https://doi.org/10.1109/mcom.2019.1800873</a>.","apa":"Peuster, M., Schneider, S. B., Zhao, M., Xilouris, G., Trakadas, P., Vicens, F., … Karl, H. (2019). Introducing Automated Verification and Validation for Virtualized Network Functions and Services. <i>IEEE Communications Magazine</i>, 96–102. <a href=\"https://doi.org/10.1109/mcom.2019.1800873\">https://doi.org/10.1109/mcom.2019.1800873</a>","ieee":"M. Peuster <i>et al.</i>, “Introducing Automated Verification and Validation for Virtualized Network Functions and Services,” <i>IEEE Communications Magazine</i>, pp. 96–102, 2019.","ama":"Peuster M, Schneider SB, Zhao M, et al. Introducing Automated Verification and Validation for Virtualized Network Functions and Services. <i>IEEE Communications Magazine</i>. 2019:96-102. doi:<a href=\"https://doi.org/10.1109/mcom.2019.1800873\">10.1109/mcom.2019.1800873</a>","bibtex":"@article{Peuster_Schneider_Zhao_Xilouris_Trakadas_Vicens_Tavernier_Soenen_Vilalta_Andreou_et al._2019, title={Introducing Automated Verification and Validation for Virtualized Network Functions and Services}, DOI={<a href=\"https://doi.org/10.1109/mcom.2019.1800873\">10.1109/mcom.2019.1800873</a>}, journal={IEEE Communications Magazine}, author={Peuster, Manuel and Schneider, Stefan Balthasar and Zhao, Mengxuan and Xilouris, George and Trakadas, Panagiotis and Vicens, Felipe and Tavernier, Wouter and Soenen, Thomas and Vilalta, Ricard and Andreou, George and et al.}, year={2019}, pages={96–102} }","mla":"Peuster, Manuel, et al. “Introducing Automated Verification and Validation for Virtualized Network Functions and Services.” <i>IEEE Communications Magazine</i>, 2019, pp. 96–102, doi:<a href=\"https://doi.org/10.1109/mcom.2019.1800873\">10.1109/mcom.2019.1800873</a>."},"project":[{"_id":"1","name":"SFB 901"},{"_id":"4","name":"SFB 901 - Project Area C"},{"_id":"16","name":"SFB 901 - Subproject C4"}],"oa":"1"},{"department":[{"_id":"75"}],"type":"conference","date_created":"2019-01-17T15:51:34Z","file":[{"file_name":"globecom.pdf","access_level":"open_access","file_size":320283,"relation":"main_file","date_updated":"2019-01-17T15:49:37Z","file_id":"6861","content_type":"application/pdf","creator":"hafifi","date_created":"2019-01-17T15:49:37Z"}],"publication":"2019 16th IEEE Annual Consumer Communications & Networking Conference (CCNC2019)","language":[{"iso":"eng"}],"publication_status":"accepted","date_updated":"2022-01-06T07:03:22Z","author":[{"full_name":"Afifi, Haitham","last_name":"Afifi","first_name":"Haitham","id":"65718"},{"full_name":"Karl, Holger","first_name":"Holger","last_name":"Karl","id":"126"}],"title":"Power Allocation with a Wireless Multi-cast Aware Routing for Virtual Network Embedding","year":"2019","oa":"1","place":"Las Vegas","project":[{"_id":"27","name":"Akustische Sensornetzwerke - Teilprojekt "},{"name":"Akustische Sensornetzwerke - Teilprojekt \"Verteilte akustische Signalverarbeitung über funkbasierte Sensornetzwerke","_id":"27"}],"citation":{"bibtex":"@inproceedings{Afifi_Karl, place={Las Vegas}, title={Power Allocation with a Wireless Multi-cast Aware Routing for Virtual Network Embedding}, booktitle={2019 16th IEEE Annual Consumer Communications &#38; Networking Conference (CCNC2019)}, publisher={IEEE}, author={Afifi, Haitham and Karl, Holger} }","ama":"Afifi H, Karl H. Power Allocation with a Wireless Multi-cast Aware Routing for Virtual Network Embedding. In: <i>2019 16th IEEE Annual Consumer Communications &#38; Networking Conference (CCNC2019)</i>. Las Vegas: IEEE.","mla":"Afifi, Haitham, and Holger Karl. “Power Allocation with a Wireless Multi-Cast Aware Routing for Virtual Network Embedding.” <i>2019 16th IEEE Annual Consumer Communications &#38; Networking Conference (CCNC2019)</i>, IEEE.","chicago":"Afifi, Haitham, and Holger Karl. “Power Allocation with a Wireless Multi-Cast Aware Routing for Virtual Network Embedding.” In <i>2019 16th IEEE Annual Consumer Communications &#38; Networking Conference (CCNC2019)</i>. Las Vegas: IEEE, n.d.","short":"H. Afifi, H. Karl, in: 2019 16th IEEE Annual Consumer Communications &#38; Networking Conference (CCNC2019), IEEE, Las Vegas, n.d.","ieee":"H. Afifi and H. Karl, “Power Allocation with a Wireless Multi-cast Aware Routing for Virtual Network Embedding,” in <i>2019 16th IEEE Annual Consumer Communications &#38; Networking Conference (CCNC2019)</i>.","apa":"Afifi, H., &#38; Karl, H. (n.d.). Power Allocation with a Wireless Multi-cast Aware Routing for Virtual Network Embedding. In <i>2019 16th IEEE Annual Consumer Communications &#38; Networking Conference (CCNC2019)</i>. Las Vegas: IEEE."},"file_date_updated":"2019-01-17T15:49:37Z","user_id":"65718","ddc":["000"],"_id":"6860","publisher":"IEEE","has_accepted_license":"1","status":"public"},{"abstract":[{"lang":"eng","text":"By distributing the computational load over the nodes of a Wireless Acoustic Sensor Network (WASN), the real-time capability of the TRINICON (TRIple-N-Independent component analysis for CONvolutive mixtures) framework for Blind Source Separation (BSS) can be ensured, even if the individual network nodes are not powerful enough to run TRINICON in real-time by themselves. To optimally utilize the limited computing power and data rate in WASNs, the MARVELO (Multicast-Aware Routing for Virtual network Embedding with Loops in Overlays) framework is expanded for use with TRINICON, while a feature-based selection scheme is proposed to exploit the most beneficial parts of the input signal for adapting the demixing system. The simulation results of realistic scenarios show only a minor degradation of the separation performance even in heavily resource-limited situations."}],"project":[{"_id":"27","name":"Akustische Sensornetzwerke - Teilprojekt "},{"_id":"27","name":"Akustische Sensornetzwerke - Teilprojekt \"Verteilte akustische Signalverarbeitung über funkbasierte Sensornetzwerke"}],"publication":"2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) (WASPAA 2019)","citation":{"ama":"Guenther M, Afifi H, Brendel A, Karl H, Kellermann W. Sparse Adaptation of Distributed Blind Source Separation in Acoustic Sensor Networks. In: <i>2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) (WASPAA 2019)</i>. New Paltz, USA; 2019.","bibtex":"@inproceedings{Guenther_Afifi_Brendel_Karl_Kellermann_2019, place={New Paltz, USA}, title={Sparse Adaptation of Distributed Blind Source Separation in Acoustic Sensor Networks}, booktitle={2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) (WASPAA 2019)}, author={Guenther, Michael and Afifi, Haitham and Brendel, Andreas and Karl, Holger and Kellermann, Walter}, year={2019} }","mla":"Guenther, Michael, et al. “Sparse Adaptation of Distributed Blind Source Separation in Acoustic Sensor Networks.” <i>2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) (WASPAA 2019)</i>, 2019.","chicago":"Guenther, Michael, Haitham Afifi, Andreas Brendel, Holger Karl, and Walter Kellermann. “Sparse Adaptation of Distributed Blind Source Separation in Acoustic Sensor Networks.” In <i>2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) (WASPAA 2019)</i>. New Paltz, USA, 2019.","short":"M. Guenther, H. Afifi, A. Brendel, H. Karl, W. Kellermann, in: 2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) (WASPAA 2019), New Paltz, USA, 2019.","apa":"Guenther, M., Afifi, H., Brendel, A., Karl, H., &#38; Kellermann, W. (2019). Sparse Adaptation of Distributed Blind Source Separation in Acoustic Sensor Networks. In <i>2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) (WASPAA 2019)</i>. New Paltz, USA.","ieee":"M. Guenther, H. Afifi, A. Brendel, H. Karl, and W. Kellermann, “Sparse Adaptation of Distributed Blind Source Separation in Acoustic Sensor Networks,” in <i>2019 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA) (WASPAA 2019)</i>, 2019."},"type":"conference","department":[{"_id":"75"}],"date_created":"2019-07-24T07:25:01Z","place":"New Paltz, USA","date_updated":"2022-01-06T06:51:22Z","status":"public","title":"Sparse Adaptation of Distributed Blind Source Separation in Acoustic Sensor Networks","year":"2019","author":[{"full_name":"Guenther, Michael","first_name":"Michael","last_name":"Guenther"},{"last_name":"Afifi","first_name":"Haitham","full_name":"Afifi, Haitham","id":"65718"},{"full_name":"Brendel, Andreas","last_name":"Brendel","first_name":"Andreas"},{"full_name":"Karl, Holger","first_name":"Holger","last_name":"Karl","id":"126"},{"full_name":"Kellermann, Walter","first_name":"Walter","last_name":"Kellermann"}],"user_id":"65718","_id":"12880","language":[{"iso":"eng"}]},{"_id":"12881","language":[{"iso":"eng"}],"user_id":"65718","author":[{"id":"65718","full_name":"Afifi, Haitham","first_name":"Haitham","last_name":"Afifi"},{"full_name":"Karl, Holger","first_name":"Holger","last_name":"Karl","id":"126"}],"year":"2019","status":"public","title":"An Approximate Power Control Algorithm for a Multi-Cast Wireless Virtual Network Embedding","date_updated":"2022-01-06T06:51:22Z","date_created":"2019-07-24T07:25:28Z","place":"Paris, France","department":[{"_id":"75"}],"type":"conference","citation":{"short":"H. Afifi, H. Karl, in: 2019 12th IFIP Wireless and Mobile Networking Conference (WMNC) (WMNC’19), Paris, France, 2019.","chicago":"Afifi, Haitham, and Holger Karl. “An Approximate Power Control Algorithm for a Multi-Cast Wireless Virtual Network Embedding.” In <i>2019 12th IFIP Wireless and Mobile Networking Conference (WMNC) (WMNC’19)</i>. Paris, France, 2019.","apa":"Afifi, H., &#38; Karl, H. (2019). An Approximate Power Control Algorithm for a Multi-Cast Wireless Virtual Network Embedding. In <i>2019 12th IFIP Wireless and Mobile Networking Conference (WMNC) (WMNC’19)</i>. Paris, France.","ieee":"H. Afifi and H. Karl, “An Approximate Power Control Algorithm for a Multi-Cast Wireless Virtual Network Embedding,” in <i>2019 12th IFIP Wireless and Mobile Networking Conference (WMNC) (WMNC’19)</i>, 2019.","ama":"Afifi H, Karl H. An Approximate Power Control Algorithm for a Multi-Cast Wireless Virtual Network Embedding. In: <i>2019 12th IFIP Wireless and Mobile Networking Conference (WMNC) (WMNC’19)</i>. Paris, France; 2019.","bibtex":"@inproceedings{Afifi_Karl_2019, place={Paris, France}, title={An Approximate Power Control Algorithm for a Multi-Cast Wireless Virtual Network Embedding}, booktitle={2019 12th IFIP Wireless and Mobile Networking Conference (WMNC) (WMNC’19)}, author={Afifi, Haitham and Karl, Holger}, year={2019} }","mla":"Afifi, Haitham, and Holger Karl. “An Approximate Power Control Algorithm for a Multi-Cast Wireless Virtual Network Embedding.” <i>2019 12th IFIP Wireless and Mobile Networking Conference (WMNC) (WMNC’19)</i>, 2019."},"publication":"2019 12th IFIP Wireless and Mobile Networking Conference (WMNC) (WMNC'19)","project":[{"name":"Akustische Sensornetzwerke - Teilprojekt \"Verteilte akustische Signalverarbeitung über funkbasierte Sensornetzwerke","_id":"27"}],"abstract":[{"lang":"eng","text":"Internet of Things (IoT) applications witness an exceptional evolution of traffic demands, while existing protocols, as seen in wireless sensor networks (WSNs), struggle to cope with these demands. Traditional protocols rely on finding a routing path between sensors generating data and sinks acting as gateway or databases. Meanwhile, the network will suffer from high collisions in case of high data rates. In this context, in-network processing solutions are used to leverage the wireless nodes' computations, by distributing processing tasks on the nodes along the routing path. Although in-network processing solutions are very popular in wired networks (e.g., data centers and wide area networks), there are many challenges to adopt these solutions in wireless networks, due to the interference problem. In this paper, we solve the problem of routing and task distribution jointly using a greedy Virtual Network Embedding (VNE) algorithm, and consider power control as well. Through simulations, we compare the proposed algorithm to optimal solutions and show that it achieves good results in terms of delay. Moreover, we discuss its sub-optimality by driving tight lower bounds and loose upper bounds. We also compare our solution with another wireless VNE solution to show the trade-off between delay and symbol error rate."}]},{"place":"Marrakech, Morocco","oa":"1","citation":{"chicago":"Afifi, Haitham, Holger Karl, Sebastian Eikenberg, Arnold Mueller, Lars Gansel, Alexander Makejkin, Kai Hannemann, and Rafael Schellenberg. “A Rapid Prototyping for Wireless Virtual Network Embedding Using MARVELO.” In <i>2019 IEEE Wireless Communications and Networking Conference (WCNC) (IEEE WCNC 2019) (Demo)</i>. Marrakech, Morocco, 2019.","short":"H. Afifi, H. Karl, S. Eikenberg, A. Mueller, L. Gansel, A. Makejkin, K. Hannemann, R. Schellenberg, in: 2019 IEEE Wireless Communications and Networking Conference (WCNC) (IEEE WCNC 2019) (Demo), Marrakech, Morocco, 2019.","apa":"Afifi, H., Karl, H., Eikenberg, S., Mueller, A., Gansel, L., Makejkin, A., … Schellenberg, R. (2019). A Rapid Prototyping for Wireless Virtual Network Embedding using MARVELO. In <i>2019 IEEE Wireless Communications and Networking Conference (WCNC) (IEEE WCNC 2019) (Demo)</i>. Marrakech, Morocco.","ieee":"H. Afifi <i>et al.</i>, “A Rapid Prototyping for Wireless Virtual Network Embedding using MARVELO,” in <i>2019 IEEE Wireless Communications and Networking Conference (WCNC) (IEEE WCNC 2019) (Demo)</i>, 2019.","ama":"Afifi H, Karl H, Eikenberg S, et al. A Rapid Prototyping for Wireless Virtual Network Embedding using MARVELO. In: <i>2019 IEEE Wireless Communications and Networking Conference (WCNC) (IEEE WCNC 2019) (Demo)</i>. Marrakech, Morocco; 2019.","bibtex":"@inproceedings{Afifi_Karl_Eikenberg_Mueller_Gansel_Makejkin_Hannemann_Schellenberg_2019, place={Marrakech, Morocco}, title={A Rapid Prototyping for Wireless Virtual Network Embedding using MARVELO}, booktitle={2019 IEEE Wireless Communications and Networking Conference (WCNC) (IEEE WCNC 2019) (Demo)}, author={Afifi, Haitham and Karl, Holger and Eikenberg, Sebastian and Mueller, Arnold and Gansel, Lars and Makejkin, Alexander and Hannemann, Kai and Schellenberg, Rafael}, year={2019} }","mla":"Afifi, Haitham, et al. “A Rapid Prototyping for Wireless Virtual Network Embedding Using MARVELO.” <i>2019 IEEE Wireless Communications and Networking Conference (WCNC) (IEEE WCNC 2019) (Demo)</i>, 2019."},"file_date_updated":"2021-01-30T12:42:31Z","project":[{"name":"Akustische Sensornetzwerke - Teilprojekt ","_id":"27"}],"_id":"12882","user_id":"65718","ddc":["006"],"status":"public","has_accepted_license":"1","date_created":"2019-07-24T07:28:45Z","file":[{"creator":"hafifi","date_created":"2021-01-30T12:39:43Z","date_updated":"2021-01-30T12:42:31Z","relation":"main_file","access_level":"open_access","file_size":102976,"file_name":"demo.pdf","content_type":"application/pdf","file_id":"21113"}],"department":[{"_id":"75"}],"keyword":["WSN","virtualization","VNE"],"type":"conference","publication":"2019 IEEE Wireless Communications and Networking Conference (WCNC) (IEEE WCNC 2019) (Demo)","abstract":[{"lang":"eng","text":"One of the major challenges in implementing wireless virtualization is the resource discovery. This is particularly important for the embedding-algorithms that are used to distribute the tasks to nodes. MARVELO is a prototype framework for executing different distributed algorithms on the top of a wireless (802.11) ad-hoc network. The aim of MARVELO is to select the nodes for running the algorithms and to define the routing between the nodes. Hence, it also supports monitoring functionalities to collect information about the available resources and to assist in profiling the algorithms. The objective of this demo is to show how MAVRLEO distributes tasks in an ad-hoc network, based on a feedback from our monitoring tool. Additionally, we explain the work-flow, composition and execution of the framework."}],"language":[{"iso":"eng"}],"author":[{"last_name":"Afifi","first_name":"Haitham","full_name":"Afifi, Haitham","id":"65718"},{"last_name":"Karl","first_name":"Holger","full_name":"Karl, Holger","id":"126"},{"last_name":"Eikenberg","first_name":"Sebastian","full_name":"Eikenberg, Sebastian"},{"first_name":"Arnold","last_name":"Mueller","full_name":"Mueller, Arnold"},{"last_name":"Gansel","first_name":"Lars","full_name":"Gansel, Lars"},{"first_name":"Alexander","last_name":"Makejkin","full_name":"Makejkin, Alexander"},{"first_name":"Kai","last_name":"Hannemann","full_name":"Hannemann, Kai"},{"full_name":"Schellenberg, Rafael","last_name":"Schellenberg","first_name":"Rafael"}],"title":"A Rapid Prototyping for Wireless Virtual Network Embedding using MARVELO","year":"2019","date_updated":"2022-01-06T06:51:22Z"},{"place":"Helsinki","date_created":"2019-12-18T07:27:24Z","department":[{"_id":"75"}],"type":"conference","citation":{"ieee":"M. Müller, D. Behnke, P.-B. Bök, M. Peuster, S. B. Schneider, and H. Karl, “5G as Key Technology for Networked Factories: Application of Vertical-specific Network Services for Enabling Flexible Smart Manufacturing,” in <i>IEEE 17th International Conference on Industrial Informatics (IEEE-INDIN)</i>, 2019.","apa":"Müller, M., Behnke, D., Bök, P.-B., Peuster, M., Schneider, S. B., &#38; Karl, H. (2019). 5G as Key Technology for Networked Factories: Application of Vertical-specific Network Services for Enabling Flexible Smart Manufacturing. In <i>IEEE 17th International Conference on Industrial Informatics (IEEE-INDIN)</i>. Helsinki: IEEE.","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.","chicago":"Müller, Marcel, Daniel Behnke, Patrick-Benjamin Bök, Manuel Peuster, Stefan Balthasar Schneider, and Holger Karl. “5G as Key Technology for Networked Factories: Application of Vertical-Specific Network Services for Enabling Flexible Smart Manufacturing.” In <i>IEEE 17th International Conference on Industrial Informatics (IEEE-INDIN)</i>. Helsinki: IEEE, 2019.","mla":"Müller, Marcel, et al. “5G as Key Technology for Networked Factories: Application of Vertical-Specific Network Services for Enabling Flexible Smart Manufacturing.” <i>IEEE 17th International Conference on Industrial Informatics (IEEE-INDIN)</i>, IEEE, 2019.","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} }","ama":"Müller M, Behnke D, Bök P-B, Peuster M, Schneider SB, Karl H. 5G as Key Technology for Networked Factories: Application of Vertical-specific Network Services for Enabling Flexible Smart Manufacturing. In: <i>IEEE 17th International Conference on Industrial Informatics (IEEE-INDIN)</i>. Helsinki: IEEE; 2019."},"publication":"IEEE 17th International Conference on Industrial Informatics (IEEE-INDIN)","project":[{"_id":"1","name":"SFB 901"},{"_id":"4","name":"SFB 901 - Project Area C"},{"name":"SFB 901 - Subproject C4","_id":"16"},{"name":"5G Development and validation platform for global industry-specific network services and Apps","_id":"28","grant_number":"761493"}],"publisher":"IEEE","_id":"15369","language":[{"iso":"eng"}],"user_id":"13271","author":[{"first_name":"Marcel","last_name":"Müller","full_name":"Müller, Marcel"},{"first_name":"Daniel","last_name":"Behnke","full_name":"Behnke, Daniel"},{"full_name":"Bök, Patrick-Benjamin","first_name":"Patrick-Benjamin","last_name":"Bök"},{"first_name":"Manuel","last_name":"Peuster","full_name":"Peuster, Manuel","id":"13271"},{"id":"35343","full_name":"Schneider, Stefan Balthasar","first_name":"Stefan Balthasar","last_name":"Schneider","orcid":"0000-0001-8210-4011"},{"full_name":"Karl, Holger","last_name":"Karl","first_name":"Holger","id":"126"}],"title":"5G as Key Technology for Networked Factories: Application of Vertical-specific Network Services for Enabling Flexible Smart Manufacturing","year":"2019","status":"public","date_updated":"2022-01-06T06:52:21Z"},{"citation":{"mla":"Peuster, Manuel, et al. “The Softwarised Network Data Zoo.” <i>IEEE/IFIP 15th International Conference on Network and Service Management (CNSM)</i>, IEEE/IFIP, 2019.","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} }","ama":"Peuster M, Schneider SB, Karl H. The Softwarised Network Data Zoo. In: <i>IEEE/IFIP 15th International Conference on Network and Service Management (CNSM)</i>. Halifax: IEEE/IFIP; 2019.","ieee":"M. Peuster, S. B. Schneider, and H. Karl, “The Softwarised Network Data Zoo,” in <i>IEEE/IFIP 15th International Conference on Network and Service Management (CNSM)</i>, 2019.","apa":"Peuster, M., Schneider, S. B., &#38; Karl, H. (2019). The Softwarised Network Data Zoo. In <i>IEEE/IFIP 15th International Conference on Network and Service Management (CNSM)</i>. Halifax: IEEE/IFIP.","short":"M. Peuster, S.B. Schneider, H. Karl, in: IEEE/IFIP 15th International Conference on Network and Service Management (CNSM), IEEE/IFIP, Halifax, 2019.","chicago":"Peuster, Manuel, Stefan Balthasar Schneider, and Holger Karl. “The Softwarised Network Data Zoo.” In <i>IEEE/IFIP 15th International Conference on Network and Service Management (CNSM)</i>. Halifax: IEEE/IFIP, 2019."},"file_date_updated":"2019-12-18T08:10:23Z","project":[{"name":"SFB 901","_id":"1"},{"name":"SFB 901 - Project Area C","_id":"4"},{"name":"SFB 901 - Subproject C4","_id":"16"},{"name":"5G Development and validation platform for global industry-specific network services and Apps","_id":"28","grant_number":"761493"}],"place":"Halifax","oa":"1","status":"public","has_accepted_license":"1","_id":"15371","publisher":"IEEE/IFIP","user_id":"13271","ddc":["000"],"publication":"IEEE/IFIP 15th International Conference on Network and Service Management (CNSM)","abstract":[{"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","lang":"eng"}],"date_created":"2019-12-18T07:30:45Z","file":[{"creator":"peuster","date_created":"2019-12-18T08:10:23Z","date_updated":"2019-12-18T08:10:23Z","relation":"main_file","file_size":515208,"access_level":"open_access","file_name":"main_for_ris.pdf","content_type":"application/pdf","file_id":"15377"}],"department":[{"_id":"75"}],"type":"conference","author":[{"full_name":"Peuster, Manuel","last_name":"Peuster","first_name":"Manuel","id":"13271"},{"orcid":"0000-0001-8210-4011","first_name":"Stefan Balthasar","last_name":"Schneider","full_name":"Schneider, Stefan Balthasar","id":"35343"},{"first_name":"Holger","last_name":"Karl","full_name":"Karl, Holger","id":"126"}],"title":"The Softwarised Network Data Zoo","year":"2019","date_updated":"2022-01-06T06:52:21Z","language":[{"iso":"eng"}],"main_file_link":[{"open_access":"1","url":"http://dl.ifip.org/db/conf/cnsm/cnsm2019/1570555677.pdf"}]},{"date_updated":"2022-01-06T06:52:21Z","author":[{"full_name":"Nuriddinov, Askhat","first_name":"Askhat","last_name":"Nuriddinov"},{"first_name":"Wouter","last_name":"Tavernier","full_name":"Tavernier, Wouter"},{"first_name":"Didier","last_name":"Colle","full_name":"Colle, Didier"},{"last_name":"Pickavet","first_name":"Mario","full_name":"Pickavet, Mario"},{"first_name":"Manuel","last_name":"Peuster","full_name":"Peuster, Manuel","id":"13271"},{"id":"35343","full_name":"Schneider, Stefan Balthasar","first_name":"Stefan Balthasar","last_name":"Schneider","orcid":"0000-0001-8210-4011"}],"title":"Reproducible Functional Tests for Multi-scale Network Services","status":"public","year":"2019","user_id":"13271","publisher":"IEEE","_id":"15372","language":[{"iso":"eng"}],"project":[{"_id":"28","grant_number":"761493","name":"5G Development and validation platform for global industry-specific network services and Apps"}],"citation":{"mla":"Nuriddinov, Askhat, et al. “Reproducible Functional Tests for Multi-Scale Network Services.” <i> IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>, IEEE, 2019.","ama":"Nuriddinov A, Tavernier W, Colle D, Pickavet M, Peuster M, Schneider SB. Reproducible Functional Tests for Multi-scale Network Services. In: <i> IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE; 2019.","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} }","apa":"Nuriddinov, A., Tavernier, W., Colle, D., Pickavet, M., Peuster, M., &#38; Schneider, S. B. (2019). Reproducible Functional Tests for Multi-scale Network Services. In <i> IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE.","ieee":"A. Nuriddinov, W. Tavernier, D. Colle, M. Pickavet, M. Peuster, and S. B. Schneider, “Reproducible Functional Tests for Multi-scale Network Services,” in <i> IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>, 2019.","chicago":"Nuriddinov, Askhat, Wouter Tavernier, Didier Colle, Mario Pickavet, Manuel Peuster, and Stefan Balthasar Schneider. “Reproducible Functional Tests for Multi-Scale Network Services.” In <i> IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE, 2019.","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."},"publication":" IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)","department":[{"_id":"75"}],"type":"conference","date_created":"2019-12-18T07:36:04Z","place":"Dallas"},{"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"},{"name":"SFB 901 - Project Area C","_id":"4"},{"name":"SFB 901 - Subproject C4","_id":"16"}],"citation":{"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} }","ama":"Moro D, Peuster M, Karl H, Capone A. FOP4: Function Offloading Prototyping in Heterogeneous and Programmable Network Scenarios. In: <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE; 2019.","mla":"Moro, Daniele, et al. “FOP4: Function Offloading Prototyping in Heterogeneous and Programmable Network Scenarios.” <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>, IEEE, 2019.","short":"D. Moro, M. Peuster, H. Karl, A. Capone, in: IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN), IEEE, Dallas, 2019.","chicago":"Moro, Daniele, Manuel Peuster, Holger Karl, and Antonio Capone. “FOP4: Function Offloading Prototyping in Heterogeneous and Programmable Network Scenarios.” In <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE, 2019.","ieee":"D. Moro, M. Peuster, H. Karl, and A. Capone, “FOP4: Function Offloading Prototyping in Heterogeneous and Programmable Network Scenarios,” in <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>, 2019.","apa":"Moro, D., Peuster, M., Karl, H., &#38; Capone, A. (2019). FOP4: Function Offloading Prototyping in Heterogeneous and Programmable Network Scenarios. In <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE."},"file_date_updated":"2019-12-18T08:11:37Z","ddc":["000"],"user_id":"13271","_id":"15373","publisher":"IEEE","has_accepted_license":"1","status":"public","department":[{"_id":"75"}],"type":"conference","date_created":"2019-12-18T07:39:28Z","file":[{"creator":"peuster","date_created":"2019-12-18T08:11:37Z","file_name":"main_for_ris.pdf","file_size":657216,"access_level":"open_access","relation":"main_file","date_updated":"2019-12-18T08:11:37Z","file_id":"15378","content_type":"application/pdf"}],"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."}],"publication":"IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)","language":[{"iso":"eng"}],"date_updated":"2022-01-06T06:52:22Z","author":[{"full_name":"Moro, Daniele","first_name":"Daniele","last_name":"Moro"},{"last_name":"Peuster","first_name":"Manuel","full_name":"Peuster, Manuel","id":"13271"},{"id":"126","first_name":"Holger","last_name":"Karl","full_name":"Karl, Holger"},{"full_name":"Capone, Antonio","first_name":"Antonio","last_name":"Capone"}],"year":"2019","title":"FOP4: Function Offloading Prototyping in Heterogeneous and Programmable Network Scenarios"},{"abstract":[{"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.","lang":"eng"}],"publication":"IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)","department":[{"_id":"75"}],"type":"conference","date_created":"2019-12-18T07:41:21Z","file":[{"relation":"main_file","date_updated":"2019-12-18T08:12:28Z","file_name":"main_for_ris.pdf","access_level":"open_access","file_size":370456,"file_id":"15379","content_type":"application/pdf","creator":"peuster","date_created":"2019-12-18T08:12:28Z"}],"date_updated":"2022-01-06T06:52:22Z","author":[{"full_name":"Moro, Daniele","last_name":"Moro","first_name":"Daniele"},{"first_name":"Manuel","last_name":"Peuster","full_name":"Peuster, Manuel","id":"13271"},{"first_name":"Holger","last_name":"Karl","full_name":"Karl, Holger","id":"126"},{"first_name":"Antonio","last_name":"Capone","full_name":"Capone, Antonio"}],"year":"2019","title":"Demonstrating FOP4: A Flexible Platform to Prototype NFV Offloading Scenarios","language":[{"iso":"eng"}],"project":[{"_id":"1","name":"SFB 901"},{"_id":"4","name":"SFB 901 - Project Area C"},{"name":"SFB 901 - Subproject C4","_id":"16"}],"citation":{"mla":"Moro, Daniele, et al. “Demonstrating FOP4: A Flexible Platform to Prototype NFV Offloading Scenarios.” <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>, IEEE, 2019.","ama":"Moro D, Peuster M, Karl H, Capone A. Demonstrating FOP4: A Flexible Platform to Prototype NFV Offloading Scenarios. In: <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE; 2019.","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} }","apa":"Moro, D., Peuster, M., Karl, H., &#38; Capone, A. (2019). Demonstrating FOP4: A Flexible Platform to Prototype NFV Offloading Scenarios. In <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE.","ieee":"D. Moro, M. Peuster, H. Karl, and A. Capone, “Demonstrating FOP4: A Flexible Platform to Prototype NFV Offloading Scenarios,” in <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>, 2019.","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.","chicago":"Moro, Daniele, Manuel Peuster, Holger Karl, and Antonio Capone. “Demonstrating FOP4: A Flexible Platform to Prototype NFV Offloading Scenarios.” In <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE, 2019."},"file_date_updated":"2019-12-18T08:12:28Z","oa":"1","place":"Dallas","has_accepted_license":"1","status":"public","ddc":["000"],"user_id":"13271","_id":"15374","publisher":"IEEE"},{"user_id":"13271","_id":"15375","publisher":"IEEE","language":[{"iso":"eng"}],"date_updated":"2022-01-06T06:52:22Z","author":[{"full_name":"Müller, Marcel","last_name":"Müller","first_name":"Marcel"},{"full_name":"Behnke, Daniel","last_name":"Behnke","first_name":"Daniel"},{"first_name":"Patrick-Benjamin","last_name":"Bök","full_name":"Bök, Patrick-Benjamin"},{"id":"35343","last_name":"Schneider","first_name":"Stefan Balthasar","orcid":"0000-0001-8210-4011","full_name":"Schneider, Stefan Balthasar"},{"id":"13271","full_name":"Peuster, Manuel","first_name":"Manuel","last_name":"Peuster"},{"id":"126","last_name":"Karl","first_name":"Holger","full_name":"Karl, Holger"}],"status":"public","title":"Putting NFV into Reality: Physical Smart Manufacturing Testbed","year":"2019","department":[{"_id":"75"}],"type":"conference","date_created":"2019-12-18T07:45:20Z","place":"Dallas","project":[{"name":"5G Development and validation platform for global industry-specific network services and Apps","grant_number":"761493","_id":"28"}],"citation":{"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.","chicago":"Müller, Marcel, Daniel Behnke, Patrick-Benjamin Bök, Stefan Balthasar Schneider, Manuel Peuster, and Holger Karl. “Putting NFV into Reality: Physical Smart Manufacturing Testbed.” In <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE, 2019.","ieee":"M. Müller, D. Behnke, P.-B. Bök, S. B. Schneider, M. Peuster, and H. Karl, “Putting NFV into Reality: Physical Smart Manufacturing Testbed,” in <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>, 2019.","apa":"Müller, M., Behnke, D., Bök, P.-B., Schneider, S. B., Peuster, M., &#38; Karl, H. (2019). Putting NFV into Reality: Physical Smart Manufacturing Testbed. In <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE.","bibtex":"@inproceedings{Müller_Behnke_Bök_Schneider_Peuster_Karl_2019, place={Dallas}, title={Putting NFV into Reality: Physical Smart Manufacturing Testbed}, booktitle={IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)}, publisher={IEEE}, author={Müller, Marcel and Behnke, Daniel and Bök, Patrick-Benjamin and Schneider, Stefan Balthasar and Peuster, Manuel and Karl, Holger}, year={2019} }","ama":"Müller M, Behnke D, Bök P-B, Schneider SB, Peuster M, Karl H. Putting NFV into Reality: Physical Smart Manufacturing Testbed. In: <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE; 2019.","mla":"Müller, Marcel, et al. “Putting NFV into Reality: Physical Smart Manufacturing Testbed.” <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>, IEEE, 2019."},"publication":"IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)"},{"author":[{"full_name":"Behnke, Daniel","last_name":"Behnke","first_name":"Daniel"},{"full_name":"Müller, Marcel","last_name":"Müller","first_name":"Marcel"},{"full_name":"Bök, Patrick-Benjamin","first_name":"Patrick-Benjamin","last_name":"Bök"},{"first_name":"Stefan Balthasar","orcid":"0000-0001-8210-4011","last_name":"Schneider","full_name":"Schneider, Stefan Balthasar","id":"35343"},{"full_name":"Peuster, Manuel","first_name":"Manuel","last_name":"Peuster","id":"13271"},{"id":"126","full_name":"Karl, Holger","last_name":"Karl","first_name":"Holger"}],"status":"public","title":"NFV-driven intrusion detection for smart manufacturing","year":"2019","date_updated":"2022-01-06T06:52:22Z","language":[{"iso":"eng"}],"_id":"15376","publisher":"IEEE","user_id":"13271","citation":{"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.","chicago":"Behnke, Daniel, Marcel Müller, Patrick-Benjamin Bök, Stefan Balthasar Schneider, Manuel Peuster, and Holger Karl. “NFV-Driven Intrusion Detection for Smart Manufacturing.” In <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE, 2019.","apa":"Behnke, D., Müller, M., Bök, P.-B., Schneider, S. B., Peuster, M., &#38; Karl, H. (2019). NFV-driven intrusion detection for smart manufacturing. In <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE.","ieee":"D. Behnke, M. Müller, P.-B. Bök, S. B. Schneider, M. Peuster, and H. Karl, “NFV-driven intrusion detection for smart manufacturing,” in <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>, 2019.","ama":"Behnke D, Müller M, Bök P-B, Schneider SB, Peuster M, Karl H. NFV-driven intrusion detection for smart manufacturing. In: <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>. Dallas: IEEE; 2019.","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} }","mla":"Behnke, Daniel, et al. “NFV-Driven Intrusion Detection for Smart Manufacturing.” <i>IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)</i>, IEEE, 2019."},"publication":"IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN)","project":[{"name":"5G Development and validation platform for global industry-specific network services and Apps","grant_number":"761493","_id":"28"}],"place":"Dallas","date_created":"2019-12-18T07:47:17Z","department":[{"_id":"75"}],"type":"conference"},{"doi":"10.1016/j.automatica.2019.108759","language":[{"iso":"eng"}],"article_number":"108759","publication_status":"published","date_updated":"2022-01-06T06:52:32Z","author":[{"full_name":"Leong, Alex S.","last_name":"Leong","first_name":"Alex S."},{"id":"66937","full_name":"Ramaswamy, Arunselvan","first_name":"Arunselvan","last_name":"Ramaswamy","orcid":"https://orcid.org/ 0000-0001-7547-8111"},{"full_name":"Quevedo, Daniel E.","first_name":"Daniel E.","last_name":"Quevedo"},{"last_name":"Karl","first_name":"Holger","full_name":"Karl, Holger","id":"126"},{"full_name":"Shi, Ling","first_name":"Ling","last_name":"Shi"}],"publication_identifier":{"issn":["0005-1098"]},"year":"2019","title":"Deep reinforcement learning for wireless sensor scheduling in cyber–physical systems","department":[{"_id":"7"},{"_id":"34"},{"_id":"3"},{"_id":"75"},{"_id":"57"}],"type":"journal_article","date_created":"2020-01-31T15:55:27Z","file":[{"date_created":"2020-01-31T15:57:50Z","creator":"hkarl","success":1,"content_type":"application/pdf","file_id":"15743","file_size":"675382","access_level":"closed","file_name":"leoram20a.pdf","date_updated":"2020-01-31T15:57:50Z","relation":"main_file"}],"abstract":[{"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","lang":"eng"}],"publication":"Automatica","user_id":"126","ddc":["000"],"_id":"15741","has_accepted_license":"1","status":"public","project":[{"_id":"24","name":"Netzgewahre Regelung & regelungsgewahre Netze"}],"quality_controlled":"1","citation":{"mla":"Leong, Alex S., et al. “Deep Reinforcement Learning for Wireless Sensor Scheduling in Cyber–Physical Systems.” <i>Automatica</i>, 108759, 2019, doi:<a href=\"https://doi.org/10.1016/j.automatica.2019.108759\">10.1016/j.automatica.2019.108759</a>.","ama":"Leong AS, Ramaswamy A, Quevedo DE, Karl H, Shi L. Deep reinforcement learning for wireless sensor scheduling in cyber–physical systems. <i>Automatica</i>. 2019. doi:<a href=\"https://doi.org/10.1016/j.automatica.2019.108759\">10.1016/j.automatica.2019.108759</a>","bibtex":"@article{Leong_Ramaswamy_Quevedo_Karl_Shi_2019, title={Deep reinforcement learning for wireless sensor scheduling in cyber–physical systems}, DOI={<a href=\"https://doi.org/10.1016/j.automatica.2019.108759\">10.1016/j.automatica.2019.108759</a>}, number={108759}, journal={Automatica}, author={Leong, Alex S. and Ramaswamy, Arunselvan and Quevedo, Daniel E. and Karl, Holger and Shi, Ling}, year={2019} }","apa":"Leong, A. S., Ramaswamy, A., Quevedo, D. E., Karl, H., &#38; Shi, L. (2019). Deep reinforcement learning for wireless sensor scheduling in cyber–physical systems. <i>Automatica</i>. <a href=\"https://doi.org/10.1016/j.automatica.2019.108759\">https://doi.org/10.1016/j.automatica.2019.108759</a>","ieee":"A. S. Leong, A. Ramaswamy, D. E. Quevedo, H. Karl, and L. Shi, “Deep reinforcement learning for wireless sensor scheduling in cyber–physical systems,” <i>Automatica</i>, 2019.","chicago":"Leong, Alex S., Arunselvan Ramaswamy, Daniel E. Quevedo, Holger Karl, and Ling Shi. “Deep Reinforcement Learning for Wireless Sensor Scheduling in Cyber–Physical Systems.” <i>Automatica</i>, 2019. <a href=\"https://doi.org/10.1016/j.automatica.2019.108759\">https://doi.org/10.1016/j.automatica.2019.108759</a>.","short":"A.S. Leong, A. Ramaswamy, D.E. Quevedo, H. Karl, L. Shi, Automatica (2019)."},"file_date_updated":"2020-01-31T15:57:50Z"},{"place":"Barcelona, Spain","date_created":"2019-09-03T11:54:17Z","department":[{"_id":"75"}],"type":"conference","citation":{"ieee":"H. Afifi, K. Horbach, and H. Karl, “A Genetic Algorithm Framework for Solving Wireless Virtual Network Embedding,” in <i>2019 International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob) (WiMob 2019)</i>, 2019.","apa":"Afifi, H., Horbach, K., &#38; Karl, H. (2019). A Genetic Algorithm Framework for Solving Wireless Virtual Network Embedding. In <i>2019 International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob) (WiMob 2019)</i>. Barcelona, Spain.","chicago":"Afifi, Haitham, Konrad Horbach, and Holger Karl. “A Genetic Algorithm Framework for Solving Wireless Virtual Network Embedding.” In <i>2019 International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob) (WiMob 2019)</i>. Barcelona, Spain, 2019.","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.","mla":"Afifi, Haitham, et al. “A Genetic Algorithm Framework for Solving Wireless Virtual Network Embedding.” <i>2019 International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob) (WiMob 2019)</i>, 2019.","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} }","ama":"Afifi H, Horbach K, Karl H. A Genetic Algorithm Framework for Solving Wireless Virtual Network Embedding. In: <i>2019 International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob) (WiMob 2019)</i>. Barcelona, Spain; 2019."},"publication":"2019 International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob) (WiMob 2019)","project":[{"_id":"27","name":"Akustische Sensornetzwerke - Teilprojekt \"Verteilte akustische Signalverarbeitung über funkbasierte Sensornetzwerke"}],"abstract":[{"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.","lang":"eng"}],"language":[{"iso":"eng"}],"_id":"13123","user_id":"65718","author":[{"id":"65718","full_name":"Afifi, Haitham","last_name":"Afifi","first_name":"Haitham"},{"last_name":"Horbach","first_name":"Konrad","full_name":"Horbach, Konrad"},{"id":"126","full_name":"Karl, Holger","first_name":"Holger","last_name":"Karl"}],"status":"public","title":"A Genetic Algorithm Framework for Solving Wireless Virtual Network Embedding","year":"2019","date_updated":"2022-01-06T06:51:28Z"},{"type":"dissertation","department":[{"_id":"75"}],"date_created":"2019-09-03T12:16:32Z","project":[{"_id":"1","name":"SFB 901"},{"name":"SFB 901 - Project Area C","_id":"4"},{"name":"SFB 901 - Subproject C4","_id":"16"}],"supervisor":[{"first_name":"Holger","last_name":"Karl","full_name":"Karl, Holger","id":"126"}],"citation":{"ama":"Dräxler S. <i>Scaling, Placement, and Routing for Pliable Virtualized Composed Services</i>. Universität Paderborn; 2019.","bibtex":"@book{Dräxler_2019, title={Scaling, placement, and routing for pliable virtualized composed services}, publisher={Universität Paderborn}, author={Dräxler, Sevil}, year={2019} }","mla":"Dräxler, Sevil. <i>Scaling, Placement, and Routing for Pliable Virtualized Composed Services</i>. Universität Paderborn, 2019.","chicago":"Dräxler, Sevil. <i>Scaling, Placement, and Routing for Pliable Virtualized Composed Services</i>. Universität Paderborn, 2019.","short":"S. Dräxler, Scaling, Placement, and Routing for Pliable Virtualized Composed Services, Universität Paderborn, 2019.","apa":"Dräxler, S. (2019). <i>Scaling, placement, and routing for pliable virtualized composed services</i>. Universität Paderborn.","ieee":"S. Dräxler, <i>Scaling, placement, and routing for pliable virtualized composed services</i>. Universität Paderborn, 2019."},"user_id":"477","publisher":"Universität Paderborn","_id":"13124","language":[{"iso":"eng"}],"date_updated":"2022-01-06T06:51:28Z","status":"public","year":"2019","title":"Scaling, placement, and routing for pliable virtualized composed services","author":[{"id":"31764","full_name":"Dräxler, Sevil","first_name":"Sevil","last_name":"Dräxler"}]}]