Title :
A hierarchical approach to energy management in data centers
Author :
Parolini, Luca ; Garone, Emanuele ; Sinopoli, Bruno ; Krogh, Bruce H.
Author_Institution :
Dept. of Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
Abstract :
This paper concerns the management of energy in data centers using a cyber-physical model that supports the coordinated control of both computational and thermal (cooling) resources. On the basis of the structure of the proposed model and practical issues related to the data center layout and distribution of information, we propose a hierarchical optimization scheme in which the higher level chooses goals for regulation at the lower level. Linear programming is applied to solve sequences of one-step look-ahead problems at both the top level and in the lower-level controllers to solve. The approach is illustrated with simulation results.
Keywords :
computer centres; energy management systems; linear programming; coordinated control; cyber physical model; data center layout; energy management; hierarchical optimization; linear programming; one-step look-ahead problem; thermal resource; Data models; Optimization; Power demand; Quality of service; Servers; Temperature control; Temperature measurement;
Conference_Titel :
Decision and Control (CDC), 2010 49th IEEE Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
978-1-4244-7745-6
DOI :
10.1109/CDC.2010.5718148