Overview of typical application energy efficiency optimization in high-performance data centers

Author(s):  
Weidong Wu ◽  
Haiyang Chen ◽  
Kuanhong Li ◽  
Jun Yu
2017 ◽  
Vol 38 ◽  
pp. 107-114 ◽  
Author(s):  
Constantinos A. Balaras ◽  
John Lelekis ◽  
Elena G. Dascalaki ◽  
Dimitris Atsidaftis

2009 ◽  
Author(s):  
Uri Cummings ◽  
Dan Daly ◽  
Rebecca Collins ◽  
Virat Agarwal ◽  
Fabrizio Petrini ◽  
...  

Author(s):  
Di Liang ◽  
Marco Fiorentino ◽  
Raymond G. Beausoleil

Computation ◽  
2020 ◽  
Vol 8 (1) ◽  
pp. 20 ◽  
Author(s):  
Enrico Calore ◽  
Alessandro Gabbana ◽  
Sebastiano Fabio Schifano ◽  
Raffaele Tripiccione

In the last years, the energy efficiency of HPC systems is increasingly becoming of paramount importance for environmental, technical, and economical reasons. Several projects have investigated the use of different processors and accelerators in the quest of building systems able to achieve high energy efficiency levels for data centers and HPC installations. In this context, Arm CPU architecture has received a lot of attention given its wide use in low-power and energy-limited applications, but server grade processors have appeared on the market just recently. In this study, we targeted the Marvell ThunderX2, one of the latest Arm-based processors developed to fit the requirements of high performance computing applications. Our interest is mainly focused on the assessment in the context of large HPC installations, and thus we evaluated both computing performance and energy efficiency, using the ERT benchmark and two HPC production ready applications. We finally compared the results with other processors commonly used in large parallel systems and highlight the characteristics of applications which could benefit from the ThunderX2 architecture, in terms of both computing performance and energy efficiency. Pursuing this aim, we also describe how ERT has been modified and optimized for ThunderX2, and how to monitor power drain while running applications on this processor.


2020 ◽  
Vol 38 (13) ◽  
pp. 3346-3357 ◽  
Author(s):  
Nathan C. Abrams ◽  
Qixiang Cheng ◽  
Madeleine Glick ◽  
Moises Jezzini ◽  
Padraic Morrissey ◽  
...  

IEEE Micro ◽  
2010 ◽  
Vol 30 (4) ◽  
pp. 42-51 ◽  
Author(s):  
Sven-Arne Reinemo ◽  
Tor Skeie ◽  
Manoj K. Wadekar

2013 ◽  
Vol 19 (2) ◽  
pp. 3700109-3700109 ◽  
Author(s):  
R. G. Beausoleil ◽  
M. McLaren ◽  
N. P. Jouppi

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