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Publications of the Research Group

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2022

Ruya: Memory-Aware Iterative Optimization of Cluster Configurations for Big Data Processing

Will, Jonathan and Thamsen, Lauritz and Bader, Jonathan and Scheinert, Dominik and Kao, Odej

IEEE International Conference on Big Data (BigData). IEEE, to appear. 2022

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Perona: Robust Infrastructure Fingerprinting for Resource-Efficient Big Data Analytics

Scheinert, Dominik and Becker, Soeren and Bader, Jonathan and Thamsen, Lauritz and Will, Jonathan and Kao, Odej

IEEE International Conference on Big Data (BigData). IEEE, to appear. 2022

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Probabilistic Time Series Forecasting for Adaptive Monitoring in Edge Computing Environments

Scheinert, Dominik and Aghdam, Babak Sistani Zadeh and Becker, Soeren and Kao, Odej and Thamsen, Lauritz

IEEE International Conference on Big Data (BigData). IEEE, to appear. 2022

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Reshi: Recommending Resources for Scientific Workflow Tasks on Heterogeneous Infrastructures

Bader, Jonathan and Lehmann, Fabian and Groth, Alexander and Thamsen, Lauritz and Scheinert, Dominik and Will, Jonathan and Leser, Ulf and Kao, Odej

41th International Performance Computing and Communications Conference 2022. IEEE, to appear. 2022

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Macaw: The Machine Learning Magnetometer Calibration Workflow

Bader, Jonathan, Styp-Rekowski, Kevin and Doehler, Leon and Becker, Soeren and Kao, Odej

2022 International Conference on Data Mining Workshops (ICDMW). IEEE, to appear. 2022

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{Get Your Memory Right: The Crispy Resource Allocation Assistant for Large-Scale Data Processing}

Will, Jonathan and Thamsen, Lauritz and Bader, Jonathan and Scheinert, Dominik and Kao, Odej

IEEE International Conference on Cloud Engineering (IC2E). IEEE, 58-66. 2022

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Magpie: Automatically Tuning Static Parameters for Distributed File Systems using Deep Reinforcement Learning

Zhu, Houkun and Scheinert, Dominik and Thamsen, Lauritz and Gontarska, Kordian and Kao, Odej

IEEE International Conference on Cloud Engineering (IC2E). IEEE, 150-159. 2022

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Khaos: Dynamically Optimizing Checkpointing for Dependable Distributed Stream Processing

Geldenhuys, Morgan K. and Pfister, Ben and Scheinert, Dominik and Thamsen, Lauritz and Kao, Odej

Conference on Computer Science and Intelligence Systems (FedCSIS). IEEE, to appear. 2022

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{IoTreeplay: Synchronous Distributed Traffic Replay in IoT Environments}

Toll, Markus and Behnke, Ilja and Kao, Odej

2022 IEEE International Conference on Cloud Engineering (IC2E). IEEE, 8-14. 2022

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Geomagnetic data from the GOCE satellite mission

Michaelis, Ingo and Styp-Rekowski, Kevin and Rauberg, Jan and Stolle, Claudia and Korte, Monika

Earth, Planets and Space. SpringerOpen, 1–16. 2022

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Machine learning-based calibration of the GOCE satellite platform magnetometers

Styp-Rekowski, Kevin and Michaelis, Ingo and Stolle, Claudia and Baerenzung, Julien and Korte, Monika and Kao, Odej

Earth, Planets and Space. SpringerOpen, 1–23. 2022

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Cucumber: Renewable-Aware Admission Control for Delay-Tolerant Cloud and Edge Workloads

Wiesner, Philipp and Scheinert, Dominik and Wittkopp, Thorsten and Thamsen, Lauritz and Kao, Odej

28th International European Conference on Parallel and Distributed Computing (Euro-Par). Springer, to appear. 2022

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Lotaru: Locally Estimating Runtimes of Scientific Workflow Tasks in Heterogeneous Clusters

Bader, Jonathan and Lehmann, Fabian and Thamsen, Lauritz and Will, Jonathan and Leser, Ulf and Kao, Odej

34th International Conference on Scientific and Statistical Database Management (SSDBM 2022). ACM, to appear. 2022

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Phoebe: QoS-Aware Distributed Stream Processing through Anticipating Dynamic Workloads

Geldenhuys, Morgan K. and Scheinert, Dominik and Kao, Odej and Thamsen, Lauritz

IEEE International Conference on Web Services (ICWS). IEEE, to appear. 2022

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Efficient Runtime Profiling for Black-box Machine Learning Services on Sensor Streams

Becker, Soeren and Scheinert, Dominik and Schmidt, Florian and Kao, Odej

6th IEEE International Conference on Fog and Edge Computing 2022. IEEE. 2022

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Differentiating Network Flows for Priority-Aware Scheduling of Incoming Packets in Real-Time IoT Systems

Christoph Blumschein, Ilja Behnke, Lauritz Thamsen, and Odej Kao

2022 IEEE 25th International Symposium on Real-Time Distributed Computing (ISORC) 2022

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Collaborative Cluster Configuration for Distributed Data-Parallel Processing: A Research Overview

Thamsen, Lauritz and Scheinert, Dominik and Will, Jonathan and Bader, Jonathan and Kao, Odej

Datenbank-Spektrum. Springer. 2022

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SyncMesh: Improving Data Locality for Function-as-a-Service in Meshed Edge Networks

Habenicht, Daniel and Kreutz, Kevin and Becker, Soeren and Bader, Jonathan and Thamsen, Lauritz and Kao, Odej

5th International Workshop on Edge Systems, Analytics and Networking. ACM. 2022

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A2Log: Attentive Augmented Log Anomaly Detection

Wittkopp, Thorsten and Acker, Alexander and Nedelkoski, Sasho and Bogatinovski, Jasmin and Scheinert, Dominik and Fan, Wu and Odej Kao

55th Hawaii International Conference on Systems Science, 1853-1862. 2022

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A Priority-Aware Multiqueue NIC Design for Real-Time IoT Devices

Ilja Behnke, Philipp Wiesner, Robert Danicki, and Lauritz Thamsen

The 37th ACM/SIGAPP Symposium on Applied Computing (SAC '22). ACM. 2022

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{Network Emulation in Large-Scale Virtual Edge Testbeds: A Note of Caution and the Way Forward}

Becker, Soeren and Pfandzelter, Tobias and Japke, Nils and Bermbach, David and Kao, Odej

2022 IEEE International Conference on Cloud Engineering (IC2E), 1-7. 2022

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2021

On the Potential of Execution Traces for Batch Processing Workload Optimization in Public Clouds

Scheinert, Dominik and Alamgiralem, Alireza and Bader, Jonathan and Will, Jonathan and Wittkopp, Thorsten and Thamsen, Lauritz

2021 IEEE International Conference on Big Data. IEEE, 3113-3118. 2021

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Tarema: Adaptive Resource Allocation for Scalable Scientific Workflows in Heterogeneous Clusters

Bader, Jonathan and Thamsen, Lauritz and Kulagina, Svetlana and Will, Jonathan and Meyerhenke, Henning and Kao, Odej

2021 IEEE International Conference on Big Data. IEEE, to appear. 2021

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AuctionWhisk: Using an Auction-Inspired Approach for Function Placement in Serverless Fog Platforms

Bermbach, David and Bader, Jonathan and Hasenburg, Jonathan and Pfandzelter, Tobias and Thamsen, Lauritz

Software: Practice and Experience. Wiley, to appear. 2021

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Let's Wait Awhile: How Temporal Workload Shifting Can Reduce Carbon Emissions in the Cloud

Wiesner, Philipp and Behnke, Ilja and Scheinert, Dominik and Gontarska, Kordian and Thamsen, Lauritz

22nd International Middleware Conference (Middleware). ACM. 2021

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LogLAB: Attention-Based Labeling of Log Data Anomalies via Weak Supervision

Wittkopp, Thorsten and Wiesner, Philipp and Scheinert, Dominik and Acker, Alexander

19th International Conference on Service-Oriented Computing (ICSOC), 700-707. 2021

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A Taxonomy of Anomalies in Log Data

Wittkopp, Thorsten and Wiesner, Philipp and Scheinert, Dominik and Kao, Odej

2nd International Workshop on Artificial Intelligence for IT Operations (AIOPS), to appear. 2021

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Continuously Testing Distributed IoT Systems: An Overview of the State of the Art

Jossekin Beilharz, Philipp Wiesner, Arne Boockmeyer, Dirk Friedenberger, Florian Brokhausen, Lukas Pirl, Ilja Behnke, Andreas Polze, Lauritz Thamsen

19th International Conference on Service-Oriented Computing (ICSOC), to appear. 2021

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EdgePier: P2P-based Container Image Distribution in Edge Computing Environments

Soeren Becker and Florian Schmidt and Odej Kao

40th IEEE International Performance Computing and Communications Conference. IEEE, to appear. 2021

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Enel: Context-Aware Dynamic Scaling of Distributed Dataflow Jobs using Graph Propagation

Scheinert, Dominik and Zhu, Houkun and Thamsen, Lauritz and Geldenhuys, Morgan K. and Will, Jonathan and Acker, Alexander and Kao, Odej

40th IEEE International Performance Computing and Communications Conference. IEEE, 1-8. 2021

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LOS: Local-Optimistic Scheduling of Periodic Model Training For Anomaly Detection on Sensor Data Streams in Meshed Edge Networks

Soeren Becker and Florian Schmidt and Lauritz Thamsen and Ana Juan Ferrer and Odej Kao

IEEE International Conference on Autonomic Computing and Self-Organizing Systems. IEEE, to appear. 2021

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Causal Inference Techniques for Microservice Performance Diagnosis: Evaluation and Guiding Recommendations

Wu, Li and Tordsson, Johan and Elmroth, Erik and Kao, Odej

IEEE International Conference on Autonomic Computing and Self-Organizing Systems. IEEE, to appear. 2021

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Bellamy: Reusing Performance Models for Distributed Dataflow Jobs Across Contexts

Scheinert, Dominik and Thamsen, Lauritz and Zhu, Houkun and Will, Jonathan and Acker, Alexander and Wittkopp, Thorsten and Kao, Odej

2021 IEEE International Conference on Cluster Computing (CLUSTER). IEEE, 261-270. 2021

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The Collaborative Research Center FONDA

Ulf Leser, Odej Kao, and others

Datenbank Spektrum. Springer. 2021

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Predicting Medical Interventions from Vital Parameters: Towards a Decision Support System for Remote Patient Monitoring

Gontarska, Kordian and Wrazen, Weronika and Beilharz, Jossekin and Schmid, Robert and Thamsen, Lauritz and Polze, Andreas

19th Conference on Artificial Intelligence in Medicine (AIME'21), 293-297. 2021

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LEAF: Simulating Large Energy-Aware Fog Computing Environments

Wiesner, Philipp and Thamsen, Lauritz

2021 5th IEEE International Conference on Fog and Edge Computing (ICFEC). IEEE, 29-36. 2021

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Towards a Cognitive Compute Continuum: An Architecture for Ad-Hoc Self-Managed Swarms

Ferrer, Ana Juan and Becker, Soeren and Schmidt, Florian and Thamsen, Lauritz and Kao, Odej

Workshop Proceedings of the 21st IEEE/ACM international Symposium on Cluster, Cloud and Internet Computing. IEEE, To appear. 2021

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Learning Dependencies in Distributed Cloud Applications to Identify and Localize Anomalies

Scheinert, Dominik and Acker, Alexander and Thamsen, Lauritz and Geldenhuys, Morgan K. and Kao, Odej

Workshop Proceedings of the 43th International Conference on Software Engineering, 7-12. 2021

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Robust and Transferable Anomaly Detection in Log Data using Pre-Trained Language Models

Bogatinovski, Jasmin and Harald, Ott and, Acker, Alexander and Nedelkoski, Sasho and Kao, Odej

Workshop Proceedings of the 43th International Conference on Software Engineering. ACM, To appear. 2021

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MicroDiag: Fine-grained Performance Diagnosis for Microservice Systems

Wu, Li and Tordsson, Johan and Bogatinovski, Jasmin and Elmroth, Erik and Kao, Odej

Workshop Proceedings of the 43th International Conference on Software Engineering. ACM, To appear. 2021

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PIERES: A Playground for Network Interrupt Experiments on Real-Time Embedded Systems in the IoT

Franz Bender, Jan Jonas Brune, Nick Lauritz Keutel, Ilja Behnke and Lauritz Thamsen

2021 ACM/SPEC International Conference on Performance Engineering Companion. ACM, 81-84. 2021

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Detecting and Mitigating Network Packet Overloads on Real-Time Devices in IoT Systems

Danicki, Robert and Haug, Martin and Behnke, Ilja and Mädje, Laurenz and Thamsen, Lauritz

4th International Workshop on Edge Systems, Analytics and Networking (EdgeSys'21), 25-30. 2021

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Towards a Staging Environment for the Internet of Things

Jossekin Beilharz, Philipp Wiesner, Arne Boockmeyer, Florian Brokhausen, Ilja Behnke, Robert Schmid, Lukas Pirl, and Lauritz Thamsen

2021 IEEE International Conference on Pervasive Computing and Communications Workshops, To appear. 2021

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Artificial Intelligence for IT Operations (AIOPS) Workshop White Paper

Jasmin Bogatinovski and Sasho Nedelkoski and Alexander Acker and Florian Schmidt and Thorsten Wittkopp and Soeren Becker and Jorge Cardoso and Odej Kao

2021

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C3O: Collaborative Cluster Configuration Optimization for Distributed Data Processing in Public Clouds

Will, Jonathan and Thamsen, Lauritz and Scheinert, Dominik and Bader, Jonathan and Kao, Odej

International Conference on Cloud Engineering. IEEE, 43-52. 2021

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Training Data Reduction for Performance Models of Data Analytics Jobs in the Cloud

Will, Jonathan and Arslan, Onur and Bader, Jonathan and Scheinert, Dominik and Thamsen, Lauritz

International Conference on Big Data. IEEE, to appear. 2021

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Control Optimization Through Prediction-Based Wastewater Management

Tilcher, David Konstantin and Popescu, Florin and Sommer, Harald and Thamsen, Lauritz and Thamsen, Paul Uwe

Proceedings of the ASME 2021 Fluids Engineering Division Summer Meeting. ASME, 9. 2021

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Assessing the Resilience of Water Distribution Networks Under Different Sensor Network Architectures and Data Sampling Frequencies

Siling Chen, Florian Brokhausen, Philipp Wiesner, Lauritz Thamsen, and Andrea Cominola

Proceedings of the 2nd International Symposium on Water System Operations (ISWSO). IAHR, 1-2. 2021

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On the Future of Cloud Engineering

David Bermbach, Abhishek Chandra, Chandra Krintz, Aniruddha Gokhale, Aleksander Slominski, Lauritz Thamsen, Everton Cavalcante, Tian Guo, Ivona Brandic, and Rich Wolski

Proceedings of the 9th IEEE International Conference on Cloud Engineering (IC2E). IEEE, 264-275. 2021

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Evaluation of Load Prediction Techniques for Distributed Stream Processing

Gontarska, Kordian and Geldenhuys, Morgan and Scheinert, Dominik and Wiesner, Philipp and Polze, Andreas and Thamsen, Lauritz

International Conference on Cloud Engineering. IEEE, 91-98. 2021

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