Energy efficiency and low carbon enabler green IT framework for data centers considering green metrics

M Uddin, AA Rahman - Renewable and Sustainable Energy Reviews, 2012 - Elsevier
The increasing demand for storage, networking and computation has driven intensification
of large complex data centers that run many of today's Internet, financial, commercial and …

[HTML][HTML] Estimation of energy consumption in machine learning

E García-Martín, CF Rodrigues, G Riley… - Journal of Parallel and …, 2019 - Elsevier
Energy consumption has been widely studied in the computer architecture field for decades.
While the adoption of energy as a metric in machine learning is emerging, the majority of …

Temperature-aware computer systems: Opportunities and challenges

K Skadron, MR Stan, W Huang, S Velusamy… - IEEE Micro, 2003 - ieeexplore.ieee.org
Temperature-aware design techniques have an important role to play in addition to
traditional techniques like power-aware design and package-and board-level thermal …

Self-constructive high-rate system energy modeling for battery-powered mobile systems

M Dong, L Zhong - Proceedings of the 9th international conference on …, 2011 - dl.acm.org
System energy models are important for energy optimization and management in mobile
systems. However, existing system energy models are built in a lab setting with the help from …

Live, runtime phase monitoring and prediction on real systems with application to dynamic power management

C Isci, G Contreras, M Martonosi - 2006 39th Annual IEEE/ACM …, 2006 - ieeexplore.ieee.org
Computer architecture has experienced a major paradigm shift from focusing only on raw
performance to considering power-performance efficiency as the defining factor of the …

Statistical power modeling of GPU kernels using performance counters

H Nagasaka, N Maruyama, A Nukada… - … conference on green …, 2010 - ieeexplore.ieee.org
We present a statistical approach for estimating power consumption of GPU kernels. We use
the GPU performance counters that are exposed for CUDA applications, and train a linear …

Energy Management for Hypervisor-Based Virtual Machines.

J Stoess, C Lang, F Bellosa - USENIX annual technical conference, 2007 - usenix.org
Current approaches to power management are based on operating systems with full
knowledge of and full control over the underlying hardware; the distributed nature of multi …

Mercury and freon: temperature emulation and management for server systems

T Heath, AP Centeno, P George, L Ramos… - ACM SIGOPS …, 2006 - dl.acm.org
Power densities have been increasing rapidly at all levels of server systems. To counter the
high temperatures resulting from these densities, systems researchers have recently started …

Balancing power consumption in multiprocessor systems

A Merkel, F Bellosa - ACM SIGOPS Operating Systems Review, 2006 - dl.acm.org
Actions usually taken to prevent processors from overheating, such as decreasing the
frequency or stopping the execution flow, also degrade performance. Multiprocessor …

A measurement study of server utilization in public clouds

H Liu - 2011 IEEE Ninth International Conference on …, 2011 - ieeexplore.ieee.org
Due to a server's non-proportional energy consumption, it is highly desirable to increase
server utilization in order to lower energy consumption and minimize environmental impact …