DWPE, a new data center energy-efficiency metric bridging the gap between infrastructure and workload. - Torsten Wilde; Axel Auweter; Michael K. Patterson; Hayk Shoukourian; Herbert Huber; Arndt Bode; Detlef Labrenz; Carlo Cavazzoni (HPCS, 2014)

Monitoring Power Data: A first step towards a unified energy efficiency evaluation toolset for HPC data centers. - Hayk Shoukourian; Torsten Wilde; Axel Auweter; Arndt Bode (Environ. Model. Softw., 2014)

The 4 Pillar Framework for energy efficient HPC data centers. - Torsten Wilde; Axel Auweter; Hayk Shoukourian (Comput. Sci. Res. Dev., 2014)

Predicting the Energy and Power Consumption of Strong and Weak Scaling HPC Applications. - Hayk Shoukourian; Torsten Wilde; Axel Auweter; Arndt Bode (Supercomput. Front. Innov., 2014)

Increasing Data Center Energy Efficiency via Simulation and Optimization of Cooling Circuits - A Practical Approach. - Torsten Wilde; Tanja Clees; Hayk Shoukourian; Nils Hornung; Michael Schnell; Inna Torgovitskaia; Eric Lluch Alvarez; Detlef Labrenz; Horst Schwichtenberg (D-A-CH EI, 2015)

Towards energy-efficient data center infrastructure - a holistic approach based on software for modeling, simulation, and (re)configuration of the energy network. - Torsten Wilde; Tanja Clees; Horst Schwichtenberg; Hayk Shoukourian; Detlef Labrenz; Inna Torgovitskaia; Michael Schnell; Nils Hornung; Bernhard Klaassen; Eric Lluch Alvarez (EnviroInfo/ICT4S (2), 2015)

Power variation aware Configuration Adviser for scalable HPC schedulers. - Hayk Shoukourian; Torsten Wilde; Axel Auweter; Arndt Bode (HPCS, 2015)

Predicting energy consumption relevant indicators of strong scaling HPC applications for different compute resource configurations. - Hayk Shoukourian; Torsten Wilde; Axel Auweter; Arndt Bode; Daniele Tafani (SpringSim (HPS), 2015)

Taking Advantage of Node Power Variation in Homogenous HPC Systems to Save Energy. - Torsten Wilde; Axel Auweter; Hayk Shoukourian; Arndt Bode (ISC, 2015)

Adviser for Energy Consumption Management: Green Energy Conservation. - Hayk Shoukourian (2015)

Cooling Circuit Simulation II: A Numerical Example. - Tanja Clees; Nils Hornung; Detlef Labrenz; Michael Schnell; Horst Schwichtenberg; Hayk Shoukourian; Inna Torgovitskaia; Torsten Wilde (Scientific Computing and Algorithms in Industrial Simulations, 2017)

Using Machine Learning for Data Center Cooling Infrastructure Efficiency Prediction. - Hayk Shoukourian; Torsten Wilde; Detlef Labrenz; Arndt Bode (IPDPS Workshops, 2017)

Analysis of the efficiency characteristics of the first High-Temperature Direct Liquid Cooled Petascale supercomputer and its cooling infrastructure. - Hayk Shoukourian; Torsten Wilde; Herbert Huber; Arndt Bode (J. Parallel Distributed Comput., 2017)

Interference of billing and scheduling strategies for energy and cost savings in modern data centers. - Julian M. Kunkel; Hayk Shoukourian; Mohammad Reza Heidari; Torsten Wilde (Sustain. Comput. Informatics Syst., 2019)

Forecasting power-efficiency related key performance indicators for modern data centers using LSTMs. - Hayk Shoukourian; Dieter Kranzlmüller (Future Gener. Comput. Syst., 2020)