@inbookKarl_Maack_Meyer auf der Heide_Pukrop_Redder_2023, place=Paderborn, series=Verlagsschriftenreihe des Heinz Nixdorf Instituts, title=On-The-Fly Compute Centers II: Execution of Composed Services in Configurable Compute Centers, volume=412, DOI=10.5281/zenodo.8068664, booktitle=On-The-Fly Computing -- Individualized IT-services in dynamic markets, publisher=Heinz Nixdorf Institut, Universität Paderborn, author=Karl, Holger and Maack, Marten and Meyer auf der Heide, Friedhelm and Pukrop, Simon and Redder, Adrian, editor=Haake, Claus-Jochen and Meyer auf der Heide, Friedhelm and Platzner, Marco and Wachsmuth, Henning and Wehrheim, Heike, year=2023, pages=183–202, collection=Verlagsschriftenreihe des Heinz Nixdorf Instituts 

@inproceedingsSchneider_Werner_Khalili_Hecker_Karl_2022, title=mobile-env: An Open Platform for Reinforcement Learning in Wireless Mobile Networks, booktitle=IEEE/IFIP Network Operations and Management Symposium (NOMS), publisher=IEEE, author=Schneider, Stefan Balthasar and Werner, Stefan and Khalili, Ramin and Hecker, Artur and Karl, Holger, year=2022 

@inproceedingsRedder_Ramaswamy_Karl_2022, title=Age of Information Process under Strongly Mixing Communication -- Moment Bound, Mixing Rate and Strong Law, booktitle=Proceedings of the 58th Allerton Conference on Communication, Control, and Computing, author=Redder, Adrian and Ramaswamy, Arunselvan and Karl, Holger, year=2022 

@inproceedingsRedder_Ramaswamy_Karl_2022, title=Multi-agent Policy Gradient Algorithms for Cyber-physical Systems with Lossy Communication, DOI=10.5220/0010845400003116, booktitle=Proceedings of the 14th International Conference on Agents and Artificial Intelligence, publisher=SCITEPRESS - Science and Technology Publications, author=Redder, Adrian and Ramaswamy, Arunselvan and Karl, Holger, year=2022 

@articleRedder_Ramaswamy_Karl_2022, title=Distributed gradient-based optimization in the presence of dependent  aperiodic communication, journal=arXiv:2201.11343, author=Redder, Adrian and Ramaswamy, Arunselvan and Karl, Holger, year=2022 

@articleRedder_Ramaswamy_Karl_2022, title=Asymptotic Convergence of Deep Multi-Agent Actor-Critic Algorithms, journal=arXiv:2201.00570, author=Redder, Adrian and Ramaswamy, Arunselvan and Karl, Holger, year=2022 

@articleRedder_Ramaswamy_Karl_2022, title=Practical Network Conditions for the Convergence of Distributed Optimization, volume=55, number=13, journal=IFAC-PapersOnLine, publisher=Elsevier, author=Redder, Adrian and Ramaswamy, Arunselvan and Karl, Holger, year=2022, pages=133–138 

@inproceedingsWerner_Schneider_Karl_2022, title=Use What You Know: Network and Service Coordination Beyond Certainty, booktitle=IEEE/IFIP Network Operations and Management Symposium (NOMS), publisher=IEEE, author=Werner, Stefan and Schneider, Stefan Balthasar and Karl, Holger, year=2022 

@inproceedingsAfifi_Sauer_Karl_2021, place=Hyderabad, India, title=Reinforcement Learning for Admission Control in Wireless Virtual Network Embedding, booktitle=2021 IEEE International Conference on Advanced Networks and Telecommunications Systems (ANTS) (ANTS’21), author=Afifi, Haitham and Sauer, Fabian Jakob and Karl, Holger, year=2021 

@inproceedingsAfifi_Guenther_Brendel_Karl_Kellermann_2021, title=Reinforcement Learning-based Microphone Selection in Wireless Acoustic Sensor Networks considering Network and Acoustic Utilities, booktitle=14. ITG Conference on Speech Communication (ITG 2021), author=Afifi, Haitham and Guenther, Michael and Brendel, Andreas and Karl, Holger and Kellermann, Walter, year=2021 

@inproceedingsGunther_Afifi_Brendel_Karl_Kellermann_2021, title=Network-Aware Optimal Microphone Channel Selection in Wireless Acoustic Sensor Networks, DOI=10.1109/icassp39728.2021.9414528, booktitle=ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), author=Gunther, Michael and Afifi, Haitham and Brendel, Andreas and Karl, Holger and Kellermann, Walter, year=2021 

@inproceedingsHasnain_Karl, title=Learning Flow Scheduling, DOI=https://doi.org/10.1109/CCNC49032.2021.9369514, booktitle=2021 IEEE 18th Annual Consumer Communications &; Networking Conference (CCNC), publisher=IEEE Computer Society, author=Hasnain, Asif and Karl, Holger 

@inproceedingsHasnain_Karl, title=Learning Coflow Admissions, DOI=10.1109/INFOCOMWKSHPS51825.2021.9484599, booktitle=IEEE INFOCOM 2021 - IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), publisher=IEEE Communications Society, author=Hasnain, Asif and Karl, Holger 

@inproceedingsAfifi_Ramaswamy_Karl_2021, place=Montreal, Canada, title=Reinforcement Learning for Autonomous Vehicle Movements in Wireless Sensor Networks, booktitle=2021 IEEE International Conference on Communications (ICC): IoT and Sensor Networks Symposium (IEEE ICC’21 - IoTSN Symposium), author=Afifi, Haitham and Ramaswamy, Arunselvan and Karl, Holger, year=2021 

@inproceedingsAfifi_Ramaswamy_Karl_2021, title=A Reinforcement Learning QoI/QoS-Aware Approach in Acoustic Sensor Networks, booktitle=2021 IEEE 18th Annual Consumer Communications \'26; Networking Conference (CCNC) (CCNC 2021), author=Afifi, Haitham and Ramaswamy, Arunselvan and Karl, Holger, year=2021 

@inproceedingsSchneider_Qarawlus_Karl_2021, title=Distributed Online Service Coordination Using Deep Reinforcement Learning, booktitle=IEEE International Conference on Distributed Computing Systems (ICDCS), publisher=IEEE, author=Schneider, Stefan Balthasar and Qarawlus, Haydar and Karl, Holger, year=2021 

@inproceedingsSchneider_Jürgens_Karl_2021, title=Divide and Conquer: Hierarchical Network and Service Coordination, booktitle=IFIP/IEEE International Symposium on Integrated Network Management (IM), publisher=IFIP/IEEE, author=Schneider, Stefan Balthasar and Jürgens, Mirko and Karl, Holger, year=2021 

@articleSchneider_Khalili_Manzoor_Qarawlus_Schellenberg_Karl_Hecker_2021, title=Self-Learning Multi-Objective Service Coordination Using Deep Reinforcement Learning, DOI=10.1109/TNSM.2021.3076503, journal=Transactions on Network and Service Management, publisher=IEEE, author=Schneider, Stefan Balthasar and Khalili, Ramin and Manzoor, Adnan and Qarawlus, Haydar and Schellenberg, Rafael and Karl, Holger and Hecker, Artur, year=2021 

@bookSchneider_Karl_Khalili_Hecker_2021, title=DeepCoMP: Coordinated Multipoint Using Multi-Agent Deep Reinforcement Learning, author=Schneider, Stefan Balthasar and Karl, Holger and Khalili, Ramin and Hecker, Artur, year=2021 

@inproceedingsSchneider_Klenner_Karl_2020, title=Every Node for Itself: Fully Distributed Service Coordination, booktitle=IEEE International Conference on Network and Service Management (CNSM), publisher=IEEE, author=Schneider, Stefan Balthasar and Klenner, Lars Dietrich and Karl, Holger, year=2020 

@inproceedingsSchneider_Manzoor_Qarawlus_Schellenberg_Karl_Khalili_Hecker_2020, title=Self-Driving Network and Service Coordination Using Deep Reinforcement Learning, booktitle=IEEE International Conference on Network and Service Management (CNSM), publisher=IEEE, author=Schneider, Stefan Balthasar and Manzoor, Adnan and Qarawlus, Haydar and Schellenberg, Rafael and Karl, Holger and Khalili, Ramin and Hecker, Artur, year=2020 

@inproceedingsAfifi_Karl_2020, place=Thessaloniki, Greece, title=Reinforcement Learning for Virtual Network Embedding in Wireless Sensor Networks, booktitle=2020 Thirteenth International Workshop on Selected Topics in Mobile and Wireless Computing (STWiMob’2020), author=Afifi, Haitham and Karl, Holger, year=2020 

@inproceedingsRazzaghi 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 

@inproceedingsHasnain_Karl_2020, title=Coflow Scheduling with Performance Guarantees for Data Center Applications, DOI=https://doi.org/10.1109/CCGrid49817.2020.00010, booktitle=2020 20th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing (CCGRID), publisher=IEEE Computer Society, author=Hasnain, Asif and Karl, Holger, year=2020 

@inproceedingsSchneider_Satheeschandran_Peuster_Karl_2020, title=Machine Learning for Dynamic Resource Allocation in Network Function Virtualization, booktitle=IEEE Conference on Network Softwarization (NetSoft), publisher=IEEE, author=Schneider, Stefan Balthasar and Satheeschandran, Narayanan Puthenpurayil and Peuster, Manuel and Karl, Holger, year=2020 

@inproceedingsZafeiropoulos_Fotopoulou_Peuster_Schneider_Gouvas_Behnke_Müller_Bök_Trakadas_Karkazis_et al._2020, title=Benchmarking and Profiling 5G Verticals’ Applications: An Industrial IoT Use Case, booktitle=IEEE Conference on Network Softwarization (NetSoft), author=Zafeiropoulos, A. and Fotopoulou, E. and Peuster, Manuel and Schneider, Stefan Balthasar and Gouvas, P. and Behnke, D. and Müller, M. and Bök, P. and Trakadas, P. and Karkazis, P. and et al., year=2020 

@articleNomikos_Michailidis_Trakadas_Vouyioukas_Karl_Martrat_Zahariadis_Papadopoulos_Voliotis_2020, title=A UAV-based moving 5G RAN for massive connectivity of mobile users and IoT devices, DOI=10.1016/j.vehcom.2020.100250, number=100250, journal=Vehicular Communications, author=Nomikos, Nikolaos and Michailidis, Emmanouel T. and Trakadas, Panagiotis and Vouyioukas, Demosthenes and Karl, Holger and Martrat, Josep and Zahariadis, Theodore and Papadopoulos, Konstantinos and Voliotis, Stamatis, year=2020 

@articleLi_Yu_Yang_Yu_Karl_Cheng_2020, title=Multi-Armed-Bandit-Based Spectrum Scheduling Algorithms in Wireless Networks: A Survey, DOI=10.1109/mwc.001.1900280, journal=IEEE Wireless Communications, author=Li, Feng and Yu, Dongxiao and Yang, Huan and Yu, Jiguo and Karl, Holger and Cheng, Xiuzhen, year=2020, pages=24–30 

@inproceedingsMüller_Behnke_Bök_Schneider_Peuster_Karl_2020, place=Ghent, Belgium, title=Cloud-Native Threat Detection and Containment for Smart Manufacturing, booktitle=IEEE Conference on Network Softwarization (NetSoft) Demo Track, publisher=IEEE, author=Müller, Marcel and Behnke, Daniel and Bök, Patrick-Benjamin and Schneider, Stefan Balthasar and Peuster, Manuel and Karl, Holger, year=2020 

@articleKarl_Kundisch_Meyer auf der Heide_Wehrheim_2020, title=A Case for a New IT Ecosystem: On-The-Fly Computing, volume=62, DOI=10.1007/s12599-019-00627-x, number=6, journal=Business &; Information Systems Engineering, publisher=Springer, author=Karl, Holger and Kundisch, Dennis and Meyer auf der Heide, Friedhelm and Wehrheim, Heike, year=2020, pages=467–481 

@inproceedingsSchneider_Sharma_Karl_Wehrheim_2019, place=Washington, DC, USA, title=Specifying and Analyzing Virtual Network Services Using Queuing Petri Nets, booktitle=2019 IFIP/IEEE International Symposium on Integrated Network Management (IM), publisher=IFIP, author=Schneider, Stefan Balthasar and Sharma, Arnab and Karl, Holger and Wehrheim, Heike, year=2019, pages=116--124 

@inproceedingsSchneider_Peuster_Behnke_Marcel_Bök_Karl_2019, place=Valencia, Spain, title=Putting 5G into Production: Realizing a Smart Manufacturing Vertical Scenario, DOI=10.1109/eucnc.2019.8802016, booktitle=European Conference on Networks and Communications (EuCNC), publisher=IEEE, author=Schneider, Stefan Balthasar and Peuster, Manuel and Behnke, Daniel and Marcel, Müller and Bök, Patrick-Benjamin and Karl, Holger, year=2019 

@articlePeuster_Dröge_Boos_Karl_2019, title=Joint testing and profiling of microservice-based network services using TTCN-3, DOI=10.1016/j.icte.2019.02.001, journal=ICT Express, publisher=Elsevier BV, author=Peuster, Manuel and Dröge, Christian and Boos, Clemens and Karl, Holger, year=2019 

@inproceedingsDräxler_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 

@inproceedingsPeuster_Schneider_Behnke_Müller_Bök_Karl_2019, place=Paris, title=Prototyping and Demonstrating 5G Verticals: The Smart Manufacturing Case, DOI=10.1109/NETSOFT.2019.8806685, 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 

@articlePeuster_Küttner_Karl_2019, title=A flow handover protocol to support state migration in softwarized networks, DOI=10.1002/nem.2067, number=e2067, journal=International Journal of Network Management, author=Peuster, Manuel and Küttner, Hannes and Karl, Holger, year=2019 

@inproceedingsRazzaghi Kouchaksaraei_Karl_2019, place=Darmstadt, title=Service Function Chaining Across OpenStack and Kubernetes Domains, DOI=10.1145/3328905.3332505, booktitle=13th ACM International Conference on Distributed and Event-based Systems, author=Razzaghi Kouchaksaraei, Hadi and Karl, Holger, year=2019 

@articlePeuster_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=10.1109/mcom.2019.1800873, 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 

@inproceedingsAfifi_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 &; Networking Conference (CCN19), publisher=IEEE, author=Afifi, Haitham and Karl, Holger 

@inproceedingsGuenther_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 

@inproceedingsAfifi_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 

@inproceedingsAfifi_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 

@inproceedingsRazzaghi Kouchaksaraei_Karl_2019, place=Halifax, Canada, title=Quantitative Analysis of Dynamically Provisioned Heterogeneous Network Services, booktitle=15th International Conference on Network and Service Management (CNSM), author=Razzaghi Kouchaksaraei, Hadi and Karl, Holger, year=2019 

@inproceedingsMüller_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 

@inproceedingsPeuster_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 

@inproceedingsMoro_Peuster_Karl_Capone_2019, place=Dallas, title=FO: 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 

@inproceedingsMoro_Peuster_Karl_Capone_2019, place=Dallas, title=Demonstrating FO: 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 

@inproceedingsMüller_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 

@inproceedingsBehnke_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 

@articleLeong_Ramaswamy_Quevedo_Karl_Shi_2019, title=Deep reinforcement learning for wireless sensor scheduling in cyber–physical systems, DOI=10.1016/j.automatica.2019.108759, number=108759, journal=Automatica, author=Leong, Alex S. and Ramaswamy, Arunselvan and Quevedo, Daniel E. and Karl, Holger and Shi, Ling, year=2019 

@inproceedingsAfifi_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 

@inproceedingsSchneider_Peuster_Hannemann_Behnke_Müller_Bök_Karl_2019, place=Dallas, TX, USA, title=“Producing Cloud-Native”: Smart Manufacturing Use Cases on Kubernetes, booktitle=IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN) Demo Track, publisher=IEEE, author=Schneider, Stefan Balthasar and Peuster, Manuel and Hannemann, Kai and Behnke, Daniel and Müller, Marcel and Bök, Patrick-Benjamin and Karl, Holger, year=2019 

@articlePeuster_Marchetti_García de Blas_Karl_2019, title=Automated testing of NFV orchestrators against carrier-grade multi-PoP scenarios using emulation-based smoke testing, DOI=10.1186/s13638-019-1493-2, journal=EURASIP Journal on Wireless Communications and Networking, publisher=Springer, author=Peuster, Manuel and Marchetti, Michael and García de Blas, Gerardo and Karl, Holger, year=2019 

@inproceedingsAfifi_Auroux_Karl_2018, title=MARVELO: Wireless Virtual Network Embedding for Overlay Graphs with Loops, publisher=Proc. of IEEE Wireless Communications and Networking Conference (WCNC), author=Afifi, Haitham and Auroux, Sébastien and Karl, Holger, year=2018 

@inproceedingsShiferaw Heyi_Karl_2018, title=Modelling Time-Limited Capacity of a Wireless Channel as aMarkov Reward Process, publisher=Proc. of IEEE Wireless Communications and Networking Conference (WCNC), author=Shiferaw Heyi, Binyam and Karl, Holger, year=2018 

@inproceedingsDräxler_Peuster_Illian_Karl_2018, title=Generating Resource and Performance Models for Service Function Chains: The Video Streaming Case, DOI=10.1109/NETSOFT.2018.8460029, booktitle=4th IEEE International Conference on Network Softwarization (NetSoft 2018), publisher=IEEE, author=Dräxler, Sevil and Peuster, Manuel and Illian, Marvin and Karl, Holger, year=2018, pages=318--322 

@inproceedingsDräxler_Schneider_Karl_2018, title= Scaling and Placing Bidirectional Services with Stateful Virtual and Physical Network Functions, booktitle=4th IEEE International Conference on Network Softwarization (NetSoft 2018), publisher=IEEE, author=Dräxler, Sevil and Schneider, Stefan Balthasar and Karl, Holger, year=2018, pages=123--131 

@inproceedingsDräxler_Karl_Razzaghi Kouchaksaraei_Machwe_Dent-Young_Katsalis_Samdanis, title=5G OS: Control and Orchestration of Services on Multi-Domain Heterogeneous 5G Infrastructures, booktitle=27th European Conference on Networks and Communications (EUCNC 2018), author=Dräxler, Sevil and Karl, Holger and Razzaghi Kouchaksaraei, Hadi and Machwe, Azahar and Dent-Young, Crispin and Katsalis, Kostas and Samdanis, Konstantinos 

@bookDräxler_Peuster_Illian_Karl_2018, place=Wien, Darmstadt, series=KuVS-Fachgespräch Fog Computing 2018, title=Towards Predicting Resource Demands and Performance of Distributed Cloud Services, author=Dräxler, Sevil and Peuster, Manuel and Illian, Marvin and Karl, Holger, year=2018, collection=KuVS-Fachgespräch Fog Computing 2018 

@inproceedingsAuroux_Karl_2018, title=Distributed Placement of Virtualized Control Applications in Mobile Backhaul Networks, DOI= 10.1109/WCNC.2018.8377335, publisher=Proc. of IEEE Wireless Communications and Networking Conference (WCNC), author=Auroux, Sébastien and Karl, Holger, year=2018 

@inproceedingsRazzaghi Kouchaksaraei_Dräxler_Peuster_Karl, place=Ljubljana, Slovenia, title=Programmable and Flexible Management and Orchestration of Virtualized Network Functions, booktitle=2018 European Conference on Networks and Communications (EuCNC), publisher=IEEE, author=Razzaghi Kouchaksaraei, Hadi and Dräxler, Sevil and Peuster, Manuel and Karl, Holger 

@inproceedingsRazzaghi Kouchaksaraei_Dierich_Karl, title=Pishahang: Joint Orchestration of Network Function Chains and Distributed Cloud Applications, author=Razzaghi Kouchaksaraei, Hadi and Dierich, Tobias and Karl, Holger 

@inproceedingsDemirel_Ramaswamy_Quevedo_Karl_2018, title=DeepCAS: A Deep Reinforcement Learning Algorithm for Control-Aware Scheduling, DOI=10.1109/LCSYS.2018.2847721, author=Demirel, Burak and Ramaswamy, Arunselvan and Quevedo, Daniel and Karl, Holger, year=2018 

@inproceedingsPeuster_Küttner_Karl, place=Montreal, title= Let the state follow its flows: An SDN-based flow handover protocol to support state migration, DOI=10.1109/NETSOFT.2018.8460007, booktitle=4th IEEE International Conference on Network Softwarization (NetSoft 2018), author=Peuster, Manuel and Küttner, Hannes and Karl, Holger 

@inproceedingsPeuster_Kampmeyer_Karl, place=Montreal, title=Containernet 2.0: A Rapid Prototyping Platform for Hybrid Service Function Chains, DOI=10.1109/NETSOFT.2018.8459905, booktitle=4th IEEE International Conference on Network Softwarization (NetSoft 2018), author=Peuster, Manuel and Kampmeyer, Johannes10.1109/NETSOFT.2018.8459905__and Karl, Holger 

@inproceedingsPeuster_Marchetti_Garcia de Blas_Karl, place=Ljubljana, title=Emulation-based Smoke Testing of NFV Orchestrators in Large Multi-PoP Environments, DOI=10.1109/EuCNC.2018.8442701, booktitle=European Conference on Networks and Communications (EuCNC), author=Peuster, Manuel and Marchetti, Michael and Garcia de Blas, Gerado and Karl, Holger 

@articleDräxler_Karl_Mann_2018, title=JASPER: Joint Optimization of Scaling, Placement, and Routing of Virtual Network Services, DOI=10.1109/TNSM.2018.2846572, journal=IEEE Transactions on Network and Service Management, publisher=IEEE, author=Dräxler, Sevil and Karl, Holger and Mann, Zoltan Adam, year=2018 

@inproceedingsPeuster_Karl, place=Rome, title=Understand your chains and keep your deadlines: Introducing time-constrained profiling for NFV, booktitle=IEEE/IFIP 14th International Conference on Network and Service Management (CNSM), publisher=IEEE/IFIP, author=Peuster, Manuel and Karl, Holger 

@inproceedingsPeuster_Schneider_Christ_Karl_2018, place=Verona, title=A Prototyping Platform to Validate and Verify Network Service Header-based Service Chains, booktitle=IEEE Conference on Network Function Virtualisation and Software Defined Networks (NFV-SDN) 5GNetApp, publisher=IEEE, author=Peuster, Manuel and Schneider, Stefan Balthasar and Christ, Frederic and Karl, Holger, year=2018 

@bookRosa_Rothenberg_Peuster_Karl, title=Methodology for VNF Benchmarking Automation, publisher=IETF, author=Rosa, Raphael Vicente and Rothenberg, Christian Esteve and Peuster, Manuel and Karl, Holger 

@inproceedingsSchneider_Dräxler_Karl_2018, title=Trade-offs in Dynamic Resource Allocation in Network Function Virtualization, booktitle=IEEE Global Communications Conference (GLOBECOM 2018), publisher=IEEE, author=Schneider, Stefan Balthasar and Dräxler, Sevil and Karl, Holger, year=2018 

@inproceedingsSchneider_Peuster_Karl_2018, title=A Generic Emulation Framework for Reusing and Evaluating VNF Placement Algorithms, DOI=10.1109/NFV-SDN.2018.8725795, booktitle=IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018), publisher=IEEE, author=Schneider, Stefan Balthasar and Peuster, Manuel and Karl, Holger, year=2018 

@inproceedingsSchneider_Peuster_Tavernier_Karl_2018, title=A Fully Integrated Multi-Platform NFV SDK, DOI=10.1109/NFV-SDN.2018.8725794, booktitle=IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN 2018), publisher=IEEE, author=Schneider, Stefan Balthasar and Peuster, Manuel and Tavernier, Wouter and Karl, Holger, year=2018 

@inproceedingsRazzaghi Kouchaksaraei_Karl_2018, title=Joint Orchestration of Cloud-Based Microservices and Virtual Network Functions, booktitle=The Ninth International Conference on Cloud Computing, GRIDs, and Virtualization CLOUD COMPUTING, author=Razzaghi Kouchaksaraei, Hadi and Karl, Holger, year=2018, pages=153–154 

@inproceedingsAfifi_Schmalenstroeer_Ullmann_Haeb-Umbach_Karl_2018, title=MARVELO - A Framework for Signal Processing in Wireless Acoustic Sensor Networks, booktitle=Speech Communication; 13th ITG-Symposium, author=Afifi, Haitham and Schmalenstroeer, Joerg and Ullmann, Joerg and Haeb-Umbach, Reinhold and Karl, Holger, year=2018, pages=1–5 

@articleDräxler_Karl_2017, title=Specification, Composition, and Placement of Network Services with Flexible Structures, DOI=10.1002/nem.1963, number=2, journal=International Journal of Network Management, publisher=Wiley Online Library, author=Dräxler, Sevil and Karl, Holger, year=2017, pages=1--16 

@articleKeller_Karl_2017, title=Response-Time-Optimised Service Deployment: MILP Formulations of Piece-wise Linear Functions Approximating Non-linear Bivariate Mixed-integer Functions, DOI=10.1109/TNSM.2016.2611590, number=1, journal=IEEE Transactions on Network and Service Management, publisher=IEEE, author=Keller, Matthias and Karl, Holger, year=2017, pages=121--135 

@inproceedingsSchwabe_Rojas_Karl_2017, title=Minimizing downtimes: Using dynamic reconfiguration and state management in SDN, DOI=10.1109/NETSOFT.2017.8004209, booktitle=2017 IEEE Conference on Network Softwarization, NetSoft 2017, Bologna, Italy, July 3-7, 2017, author=Schwabe, Arne and Rojas, Elisa and Karl, Holger, year=2017, pages=1--5 

@inproceedingsDräxler_Karl_Peuster_Razzaghi Kouchaksaraei_Bredel_Lessmann_Soenen_Tavernier_Mendel-Brin_Xilouris_2017, title=SONATA: Service programming and orchestration for virtualized software networks, DOI=10.1109/iccw.2017.7962785, booktitle=2017 IEEE International Conference on Communications Workshops (ICC Workshops), publisher=IEEE, author=Dräxler, Sevil and Karl, Holger and Peuster, Manuel and Razzaghi Kouchaksaraei, Hadi and Bredel, Michael and Lessmann, Johannes and Soenen, Thomas and Tavernier, Wouter and Mendel-Brin, Sharon and Xilouris, George, year=2017 

@inproceedingsPeuster_Dräxler_Razzaghi Kouchaksaraei_van Rossem_Tavernier_Karl_2017, title=A flexible multi-pop infrastructure emulator for carrier-grade MANO systems, DOI=10.1109/NETSOFT.2017.8004250, booktitle=IEEE Conference on Network Softwarization, NetSoft 2017, Bologna, Italy, July 3-7, 2017, author=Peuster, Manuel and Dräxler, Sevil and Razzaghi Kouchaksaraei, Hadi and van Rossem, Steven and Tavernier, Wouter and Karl, Holger, year=2017, pages=1--3 

@inproceedingsDräxler_Karl_Mann_2017, title=Joint Optimization of Scaling and Placement of Virtual Network Services, DOI=10.1109/CCGRID.2017.25, booktitle=Proceedings of the 17th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGrid 2017), author=Dräxler, Sevil and Karl, Holger and Mann, Zoltan Adam, year=2017 

@inproceedingsPeuster_Karl_2017, place=Berlin, title=Profile Your Chains, Not Functions. Automated Network Service Profiling in DevOps Environments, DOI=10.1109/NFV-SDN.2017.8169826, booktitle=IEEE Conference on Network Function Virtualisation and Software Defined Networks (NFV-SDN), author=Peuster, Manuel and Karl, Holger, year=2017 

@inproceedingsAuroux_Scholz_Karl_2017, title=Assessing Genetic Algorithms for Placing Flow Processing-aware Control Applications, booktitle=Proc. European Wireless, author=Auroux, Sébastien and Scholz, S. and Karl, Holger, year=2017 

@articleKarl_Dräxler_Peuster_Galis_Bredel_Ramos_Martrat_Siddiqui_van Rossem_Tavernier_et al._2016, title=DevOps for network function virtualisation: an architectural approach, volume=27, DOI=10.1002/ett.3084, number=9, journal=Transactions on Emerging Telecommunications Technologies, publisher=Wiley-Blackwell, author=Karl, Holger and Dräxler, Sevil and Peuster, Manuel and Galis, Alex and Bredel, Michael and Ramos, Aurora and Martrat, Josep and Siddiqui, Muhammad Shuaib and van Rossem, Steven and Tavernier, Wouter and et al., year=2016, pages=1206–1215 

@articleWette_Karl_2016, title=DCT<sup>2</sup>Gen: A traffic generator for data centers, DOI=10.1016/j.comcom.2015.12.001, journal=Computer Communications, author=Wette, Philip and Karl, Holger, year=2016, pages=45--58 

@inproceedingsSchwabe_A. Aranda-Gutierrez_Karl_2016, title=Composition of SDN applications: Options/challenges for real implementations, DOI=10.1145/2959424.2959436, booktitle=Proceedings of the 2016 Applied Networking Research Workshop, ANRW 2016, Berlin, Germany, July 16, 2016, author=Schwabe, Arne and A. Aranda-Gutierrez, Pedro and Karl, Holger, year=2016, pages=26--31 

@inproceedingsDoriguzzi Corin_A. Aranda-Gutierrez_Rojas_Karl_Salvadori_2016, title=Reusability of software-defined networking applications: A runtime, multi-controller approach, DOI=10.1109/CNSM.2016.7818419, booktitle=12th International Conference on Network and Service Management, CNSM 2016, Montreal, QC, Canada, October 31 - Nov. 4, 2016, author=Doriguzzi Corin, Roberto and A. Aranda-Gutierrez, Pedro and Rojas, Elisa and Karl, Holger and Salvadori, Elio, year=2016, pages=209--215 

@inproceedingsPeuster_Karl_2016, title=Understand Your Chains: Towards Performance Profile-Based Network Service Management, DOI=10.1109/EWSDN.2016.9, booktitle=Fifth European Workshop on Software-Defined Networks, EWSDN 2016, Den Haag, The Netherlands, October 10-11, 2016, author=Peuster, Manuel and Karl, Holger, year=2016, pages=7--12 

@inproceedingsPeuster_Karl_Enrico Redondi_Capone_2016, title=Demonstrating on-demand cell switching with a two-layer mobile network testbed, DOI=10.1109/INFCOMW.2016.7562232, booktitle=IEEE Conference on Computer Communications Workshops, INFOCOM Workshops 2016, San Francisco, CA, USA, April 10-14, 2016, author=Peuster, Manuel and Karl, Holger and Enrico Redondi, Alessandro and Capone, Antonio, year=2016, pages=1015--1016 

@inproceedingsPeuster_Karl_2016, title=E-State: Distributed state management in elastic network function deployments, DOI=10.1109/NETSOFT.2016.7502432, booktitle=IEEE NetSoft Conference and Workshops, NetSoft 2016, Seoul, South Korea, June 6-10, 2016, author=Peuster, Manuel and Karl, Holger, year=2016, pages=6--10 

@inproceedingsAuroux_Parruca_Karl_2016, title=Joint real-time scheduling and interference coordination for wireless factory automation, DOI=10.1109/PIMRC.2016.7794927, booktitle=27th IEEE Annual International Symposium on Personal, Indoor, and Mobile Radio Communications, PIMRC 2016, Valencia, Spain, September 4-8, 2016, author=Auroux, Sébastien and Parruca, Donald and Karl, Holger, year=2016, pages=1--6 

@inproceedingsPeuster_Karl_van Rossem_2016, title=MeDICINE: Rapid Prototyping of Production-Ready Network Services in Multi-PoP Environments, DOI=10.1109/NFV-SDN.2016.7919490, booktitle=IEEE Conference on Network Function Virtualization and Software Defined Networks (NFV-SDN), author=Peuster, Manuel and Karl, Holger and van Rossem, Steven, year=2016 

@inproceedingsDräxler_Karl_2016, title=Placement of Services with Flexible Structures Specified by a YANG Data Model, DOI=10.1109/NETSOFT.2016.7502412, booktitle=Proceedings of the 2nd International IEEE Conference on Network Softwarization (NetSoft), author=Dräxler, Sevil and Karl, Holger, year=2016, pages=184--192 

@articleHerlich_Bredenbals_Karl_2016, title=Delayed (de-)activation in servers with a sleep mode, volume=10, DOI=10.1016/j.suscom.2016.04.002, journal=Sustainable Computing: Informatics and Systems, publisher=Elsevier BV, author=Herlich, Matthias and Bredenbals, Nico and Karl, Holger, year=2016, pages=48–55 

@inproceedingsDräxler_Blobel_Dreimann_Valentin_Karl_2015, title=SmarterPhones: Anticipatory Download Scheduling for Wireless Video Streaming, DOI=10.1109/NetSys.2015.7089073, booktitle=Proceedings of the 2nd International Conference on Networked Systems (NetSys), author=Dräxler, Martin and Blobel, Johannes and Dreimann, Philipp and Valentin, Stefan and Karl, Holger, year=2015, pages=1--8 

@inproceedingsWette_Karl_2015, title=HybridTE: Traffic Engineering for Very Low-Cost Software-Defined Data-Center Networks, DOI=10.1109/EWSDN.2015.57, booktitle=Proceedings of the 4th European Workshop on Software Defined Networks (EWSDN 2015), author=Wette, Philip and Karl, Holger, year=2015, pages=1--7 

@inproceedingsSchwabe_Karl_2015, title=SynRace: Decentralized Load-Adaptive Multi-path Routing without Collecting Statistics, DOI=10.1109/EWSDN.2015.58, booktitle=Proceedings of the 4th European Workshop on Software Defined Networks (EWSDN 2015), author=Schwabe, Arne and Karl, Holger, year=2015, pages=37–42 

@inproceedingsA. Aranda-Gutierrez_Karl_Rojas_Leckey_2015, title=On Network Application representation and controller independence in SDN, DOI=10.1109/EuCNC.2015.7194112, booktitle=2015 European Conference on Networks and Communications, EuCNC 2015, Paris, France, June 29 - July 2, 2015, author=A. Aranda-Gutierrez, Pedro and Karl, Holger and Rojas, Elisa and Leckey, Alec, year=2015, pages=429--433 

@inproceedingsBlanckenstein_Nardin_Klaue_Karl_2015, title=Error characterization of multi-access point WSNs in an aircraft cabin, DOI=10.1109/ICCW.2015.7247534, booktitle=IEEE International Conference on Communication, ICC 2015, London, United Kingdom, June 8-12, 2015, Workshop Proceedings, author=Blanckenstein, Johannes and Nardin, Cristina and Klaue, Jirka and Karl, Holger, year=2015, pages=2363--2368 

@inproceedingsSchwabe_Karl_2015, title=Topology model to generate realistic latency for simulations, DOI=10.1109/ICC.2015.7249298, booktitle=2015 IEEE International Conference on Communications, ICC 2015, London, United Kingdom, June 8-12, 2015, author=Schwabe, Arne and Karl, Holger, year=2015, pages=6122--6127