Team Member: Dr. Hayk Shoukourian

• Energy/power-efficient Supercomputing
• Parallel and Distributed Computing
• Data Analytics
• Machine Learning
• Computer Architecture
• Sensor Data Fusion
• Internet of Things (IoT)

• Winter Semester 2020/2021:
  • Introduction to Power-Aware HPC
• Winter Semester 2019/2020:
  • Introduction to Power-Aware HPC
• Winter Semester 2018/2019:
  • Introduction to Power-Aware HPC

• Summer Semester 2021:
  • Emerging topics in advanced computing (Hauptseminar)
  • Emerging topics in advanced computing (Proseminar)
• Summer Semester 2020:
  • Emerging topics in advanced computing (Hauptseminar)
  • Emerging topics in advanced computing (Proseminar)
• Summer Semester 2019:
  • Emerging topics in advanced computing (Hauptseminar)
  • Emerging topics in advanced computing (Proseminar)

• 2021 - present International Workshop on Energy-Efficient Data Centres co-located with the ACM International Conference on Future Energy Systems (ACM e-Energy) - Workshop Co-Chair
• 2020 - present "Grid Computing" journal, Springer Nature - Reviewer
• 2020 - present EE HPC State of the Practice Virtual Workshop (EE HPC SOP) - Program Committee Member
• 2019 International Conference on Parallel Processing (ICPP), Architecture track - Invited Reviewer
• 2018 - present International Conference on Advances in Signal Processing and Artificial Intelligence (ASPAI) - Program Committee Member
• 2017 International Supercomputing Conference (ISC), "Artificial Intelligence & Machine Learning" submission category - Program Committee Member
• 2017 - present Advances in Engineering Software" journal, Elsevier - Invited Reviewer
• 2017 - present IEEE Access journal - Invited Reviewer
• 2016 - present Symposium on High Performance Computing, Spring Simulation Multiconference, Society for Modeling & Simulation (SCS) - Program Committee Member
• 2016 - present International Conference on High Performance Computing & Simulation (HPCS) - Program Committee Member
• 2016 - present Der Arbeitsplatz der Zukunft/The workplace of the future (Gesellschaft für Informatik/German Informatics Society) - Program Committee Member
• 2015 ACM International Conference on Computing Frontiers - Invited Reviewer
• 2014 International Conference on Language and Automata Theory and Applications (LATA) - Invited Reviewer

• H. Shoukourian, D. Kranzlmüller. Forecasting power-efficiency related key performance indicators for modern data centers using LSTMs Future Generation Computer Systems, Elsevier, Vol. 112, pages 362-382, 2020
• J. M. Kunkel, H. Shoukourian, R. Heidari, T. Wilde. Interference of Billing and Scheduling Strategies for Energy and Cost Savings in Modern Data Centers Sustainable Computing: Informatics and Systems, Elsevier, Vol. 23 pages 49-66, 2019
• H. Shoukourian, T. Wilde, H. Huber, A. Bode. Analysis of the Efficiency Characteristics of the First High-Temperature Direct Liquid Cooled Petascale Supercomputer and Its Cooling Infrastructure Journal of Parallel and Distributed Computing, Elsevier, Vol. 107 pages 87-100, 2017
• H. Shoukourian, T. Wilde, A. Auweter, A. Bode. Power Data Aggregation Monitor Journal on Innovative Supercomputing in Germany (InSiDE) published by Gauss Centre for Supercomputing (GCS), Vol 14, No. 1, Spring 2016
• H. Shoukourian, T. Wilde, A. Auweter, A. Bode. Predicting the Energy and Power Consumption of Strong and Weak Scaling HPC Applications Supercomputing Frontiers and Innovations. Vol. 1, No. 2, pages 20-41, 2014
• H. Shoukourian, T. Wilde, A. Auweter, A. Bode. Monitoring Power Data: A first step towards a unified energy efficiency evaluation toolset for HPC data centers Journal of Environmental Modelling & Software, Elsevier, Vol 56, pages 13-26, 2013

• H. Shoukourian, A. Bode, H. Huber, M. Ott, D. Kranzlmüller. SuperMUC - the First High-Temperature Direct Liquid Cooled Petascale Supercomputer Operated by LRZ In Contemporary High Performance Computing: from Petascale toward Exascale, Volume 3, edited by Jeffrey S. Vetter. ISBN 9781138487079, Chapman & Hall/CRC Computational Science, CRC Press, February 2019
• T. Clees, N. Hornung, D. Labrenz, M. Schnell, H. Schwichtenberg, H. Shoukourian, I. Torgovitskaia, T. Wilde. Cooling Circuit Simulation II: A Numerical Example In: Griebel M., Schüller A., Schweitzer M. (eds) Scientific Computing and Algorithms in Industrial Simulations. Springer, pages 153-180, 2017

• H. Shoukourian, T. Wilde, D. Labrenz, A. Bode. Using Machine Learning for Data Center Cooling Infrastructure Efficiency Prediction 13^th IEEE Workshop on High-Performance, Power-Aware Computing held in conjunction with IPDPS Symposium, USA, 2017
• T. Wilde, T. Clees, H. Schwichtenberg, H. Shoukourian, D. Labrenz, I. Torgovitskaia, M. Schnell, N. Hornung, B. Klaaßen, E. L. Alvarez. Towards energy-efficient data center infrastructure - a holistic approach based on software for modeling, simulation, and (re) configuration of the energy network Proceedings of the 29^th EnviroInfo and 3^rd ICT4S Conference, Copenhagen, Denmark, 2015
• T. Wilde, T. Clees, H. Shoukourian, N. Hornung, M. Schnell, I. Torgovitskaia, E. L. Alvarez, D. Labrenz, H. Schwichtenberg. Increasing Data Center Energy Efficiency via Simulation and Optimization of Cooling Circuits - A Practical Approach Proceedings of the 4^th D-A-CH Energieinformatik Conference. Springer Publications. Karlsruhe, Germany, 2015
• H. Shoukourian, T. Wilde, A. Auweter, A. Bode. Power Variation Aware Configuration Adviser for Scalable HPC Schedulers Proceedings of the 13 IEEE International Conference on High Performance Computing & Simulation, HPCS, 2015
• T. Wilde, A. Auweter, H. Shoukourian, and A. Bode. Taking advantage of node power variation in homogenous HPC systems to save energy In Supercomputing. Springer International Publishing, 2015
• H. Shoukourian, T. Wilde, A. Auweter, A. Bode, and D. Tafani. Predicting Energy Consumption Relevant Indicators of Strong Scaling HPC Applications for Different Compute Resource Configurations Proceedings of the 23^rd ACM High Performance Computing Symposium, Society for Modeling and Simulation International (SCS), USA, 2015
• T. Wilde, A. Auweter, M. Patterson, H. Shoukourian, H. Huber, A. Bode, D. Labrenz, C. Cavazzoni. DWPE, a new data center energy-efficiency metric bridging the gap between infrastructure and workload International Conference on High Performance Computing & Simulation, HPCS, pages 893-901, 2014
• T. Wilde, A. Auweter, H. Shoukourian. The 4 Pillar Framework for energy efficient HPC data centers Computer Science - R&D, Springer, Vol 29, pages 241-251, 2013
• H. Shoukourian, T. Wilde, A. Auweter, A. Bode, P. Piochacz. Towards a unified energy efficiency evaluation toolset: an approach and its implementation at Leibniz Supercomputing Centre (LRZ) ICT4S 2013: Proceedings of the First International Conference on Information and Communication Technologies for Sustainability, Zurich, Switzerland, pages 276-282, 2013

• H. Shoukourian, T. Wilde, A. Auweter, A. Bode. A Path To Energy Efficient HPC Datacenters Featured article in HPCWire, October 29, 2013

• J. Bispo, J. G. Barbosa, P. F. Silva, C. Morales, M. Myllykoski, P. Ojeda-May, M. Bialczak, M. Uchronski, A. Wlodarczyk, P. Wauligmann, E. Krishnasamy, S. Varette, S. Lührs, H. Shoukourian (Editor) Modern Accelerators PRACE (Partnership for Advanced Computing in Europe) Best Practice Guide, June 2021
• H. Shoukourian, V. Weinberg, R. Januszewski, H. Stoffers, A. Johansson, S. Salminen, E. Krishnasamy, N. Meyer, D. Pleiter, F. Robin, F. Souques, J.-M. Ducos, J.-P. Nomine HPC Infrastructures Workshop: 2020 Online Event PRACE (Partnership for Advanced Computing in Europe) white paper, May 2021
• O.W. Saastad, K. Kapanova, S. Markov, C. Morales, A. Shamakina, N. Johnson, E. Krishnasamy, S. Varrette, H. Shoukourian (Editor) Modern Processors PRACE (Partnership for Advanced Computing in Europe) Best Practice Guide, October 2020
• S. Lührs, B. Dick, C. Johnson, L. ;arsella, G. Mathias, C. Morales, L. Axner, A. Shamakina, H. Shoukourian (Editor) Application porting and code-optimization activities for European HPC systems PRACE (Partnership for Advanced Computing in Europe) Best Practice Guide, April 2020
• H. Stoffers, N. Meyer, G. Svensson, A. Johansson, S. Salminen, H. Shoukourian, F. Robin. HPC Infrastructures Workshop #10 PRACE (Partnership for Advanced Computing in Europe) white paper, January 2020
• H. Shoukourian, C. Cavazzoni, G. Koutsou, R. Januszewski, W. Lioen, P. Segers, V. Weinberg. Extended best practice guide for prototypes and demonstrators PRACE (Partnership for Advanced Computing in Europe) public deliverable, April 2019
• H. Shoukourian, C. Cavazzoni, R. Januszewski, G. Koutsou, V. Weinberg. Requirements of new user communities for the use of next generation computing systems evolving towards Exascale PRACE (Partnership for Advanced Computing in Europe) public deliverable, April 2018
• M. Ott, J. Wilde, T. Wilde, H. Shoukourian, C. Cavazzoni, R. Januszewski, G. Koutsou. Best Practices for Prototype Planning and Evaluation PRACE (Partnership for Advanced Computing in Europe) public deliverable, April 2017
• L. Johnsson, G. Netzer, E. Boyer, S. Graf, W. Homberg, G. Koutsou, J. Jakic, R. Januszewski, N. Puzovic, T. Roeblitz, O. W. Saastad, B. Schembera, G. Schwarz, H. Shoukourian, V. Strumpen, S. Thiell, G. Colin de Verdiere, and T. Wilde. Report on prototypes evaluation PRACE (Partnership for Advanced Computing in Europe) public deliverable, March 2013

Student Work