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2012 | OriginalPaper | Chapter

Models and Control Strategies for Data Centers in the Smart Grid

Authors : Luca Parolini, Bruno Sinopoli, Bruce H. Krogh

Published in: Control and Optimization Methods for Electric Smart Grids

Publisher: Springer New York

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Abstract

This chapter discusses the challenges and the possibilities offered by controlling a data center as a node of the smart-grid. The communication between the grid and the data center takes the form of a time-varying and power-consumption-dependent electricity price. A model that considers both the computational and the physical characteristics of a data center, as well as their interactions, is proposed. Two control approaches are discussed. The first control approach does not consider the interaction between the computational and the thermal characteristics of a data center. We call such a control approach uncoordinated. The second controller considers the coupling between the computational and the thermal characteristics. We call such a control approach coordinated. Simulation results, discussed at the end of the chapter, show that the coordinated control approach can lead to larger income for data center operators than the uncoordinated approach.

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Literature
1.
go back to reference Aydin H, Zhu D (2009) Reliability-aware energy management for periodic real-time tasks. IEEE Trans Comput 58(10):1382–1397CrossRefMathSciNet Aydin H, Zhu D (2009) Reliability-aware energy management for periodic real-time tasks. IEEE Trans Comput 58(10):1382–1397CrossRefMathSciNet
2.
go back to reference Bash CE, Patel CD, Sharma RK (2006) Dynamic thermal management of air cooled data centers. In: Proc. of the 10th Intersociety Conf. Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm), San Diego, CA, pp 445–452 Bash CE, Patel CD, Sharma RK (2006) Dynamic thermal management of air cooled data centers. In: Proc. of the 10th Intersociety Conf. Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm), San Diego, CA, pp 445–452
3.
go back to reference Breen TJ, Walsh EJ, Punch J, Shah AJ, Bash CE (2010) From chip to cooling tower data center modeling: Part I influence of server inlet temperature and temperature rise across cabinet. In: Proc. 12th IEEE Intersociety Conf. Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm), Las Vegas, NV, pp 1–10 Breen TJ, Walsh EJ, Punch J, Shah AJ, Bash CE (2010) From chip to cooling tower data center modeling: Part I influence of server inlet temperature and temperature rise across cabinet. In: Proc. 12th IEEE Intersociety Conf. Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm), Las Vegas, NV, pp 1–10
4.
go back to reference Choudhary P, Marculescu D (2009) Power management of voltage/frequency island-based systems using hardware-based methods. IEEE Trans Very Large Scale Integrat (VLSI) Syst 17(3):427–438 Choudhary P, Marculescu D (2009) Power management of voltage/frequency island-based systems using hardware-based methods. IEEE Trans Very Large Scale Integrat (VLSI) Syst 17(3):427–438
5.
go back to reference Fan X, Weber WD, Barroso LA (2007) Power provisioning for a warehouse-sized computer. In: International Symposium on Computer Architecture, San Diego, CA, pp 13–23, June 2007 Fan X, Weber WD, Barroso LA (2007) Power provisioning for a warehouse-sized computer. In: International Symposium on Computer Architecture, San Diego, CA, pp 13–23, June 2007
6.
go back to reference Greco RA (2003) High density data centers fraught with peril. Slides, EYP Mission Critical Facilities Inc. Greco RA (2003) High density data centers fraught with peril. Slides, EYP Mission Critical Facilities Inc.
7.
go back to reference Jin H, Deng L, Wu S, Shi X, Pan X (2009) Live virtual machine migration with adaptive, memory compression. In: Proc. IEEE Int. Conf. Cluster Computing and Workshops CLUSTER, pp 1–10 Jin H, Deng L, Wu S, Shi X, Pan X (2009) Live virtual machine migration with adaptive, memory compression. In: Proc. IEEE Int. Conf. Cluster Computing and Workshops CLUSTER, pp 1–10
8.
go back to reference Kim J, Yoo S, Kyung CM (2011) Program phase-aware dynamic voltage scaling under variable computational workload and memory stall environment. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 30(1):110–123CrossRef Kim J, Yoo S, Kyung CM (2011) Program phase-aware dynamic voltage scaling under variable computational workload and memory stall environment. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 30(1):110–123CrossRef
9.
go back to reference Ma F, Liu F, Liu Z (2010) Live virtual machine migration based on improved pre-copy approach. In: Proc. IEEE Int Software Engineering and Service Sciences (ICSESS) Conf, Beijing, pp 230–233 Ma F, Liu F, Liu Z (2010) Live virtual machine migration based on improved pre-copy approach. In: Proc. IEEE Int Software Engineering and Service Sciences (ICSESS) Conf, Beijing, pp 230–233
10.
go back to reference Moore J, Chase J, Ranganathan P, Sharma R (2005) Making scheduling “Cool”: temperature-aware workload placement in data centers. In: USENIX Annual Technical Conference, Anaheim, California, pp 61–75, April 10–15 Moore J, Chase J, Ranganathan P, Sharma R (2005) Making scheduling “Cool”: temperature-aware workload placement in data centers. In: USENIX Annual Technical Conference, Anaheim, California, pp 61–75, April 10–15
11.
go back to reference Parolini L, Sinopoli B, Krogh BH (2009) A unified thermal-computational approach to data center energy management. In: Fifth International Workshop on Feedback Control Implementation and Design in Computing Systems and Networks, San Francisco, California, USA, April 16, 2009 Parolini L, Sinopoli B, Krogh BH (2009) A unified thermal-computational approach to data center energy management. In: Fifth International Workshop on Feedback Control Implementation and Design in Computing Systems and Networks, San Francisco, California, USA, April 16, 2009
12.
go back to reference Parolini L, Garone E, Sinopoli B, Krogh BH (2010) A hierarchical approach to energy management in data centers. In: Proc. of the 49th IEEE Conference on Decision and Control, Atlanta, Georgia, USA, pp 1065–1070 Parolini L, Garone E, Sinopoli B, Krogh BH (2010) A hierarchical approach to energy management in data centers. In: Proc. of the 49th IEEE Conference on Decision and Control, Atlanta, Georgia, USA, pp 1065–1070
13.
go back to reference Parolini L, Tolia N, Sinopoli B, Krogh BH (2010) A cyber-physical systems approach to energy management in data centers. In: First international conference on cyber-physical systems, Stockholm, Sweden, pp 168–177 Parolini L, Tolia N, Sinopoli B, Krogh BH (2010) A cyber-physical systems approach to energy management in data centers. In: First international conference on cyber-physical systems, Stockholm, Sweden, pp 168–177
14.
go back to reference Parolini L, Sinopoli B, Krogh BH (2011) Model predictive control of data centers in the smart grid scenario. In: Proc. of the 18th International Federation of Automatic Control (IFAC) World Congress, Vol 18, Part1, Milano, Italy Parolini L, Sinopoli B, Krogh BH (2011) Model predictive control of data centers in the smart grid scenario. In: Proc. of the 18th International Federation of Automatic Control (IFAC) World Congress, Vol 18, Part1, Milano, Italy
15.
go back to reference Patel CD, Sharma RK, Bash C, Beitelmal M (2002) Thermal considerations in cooling large scale high compute density data centers. In: ITHERM, San Diego, CA, USA, pp 767–776 Patel CD, Sharma RK, Bash C, Beitelmal M (2002) Thermal considerations in cooling large scale high compute density data centers. In: ITHERM, San Diego, CA, USA, pp 767–776
16.
go back to reference Patterson M, Costello D, Grimm PF, Loeffler M (2007) Data center TCO; a comparison of high-density and low-density spaces. White paper, Intel Corporation Patterson M, Costello D, Grimm PF, Loeffler M (2007) Data center TCO; a comparison of high-density and low-density spaces. White paper, Intel Corporation
17.
go back to reference Patterson MK, Fenwick D (2008) The state of data center cooling. White paper, Intel Corporation Patterson MK, Fenwick D (2008) The state of data center cooling. White paper, Intel Corporation
18.
go back to reference Sharma RK, Bash CE, Patel CD, Friedrich RJ, Chase JS (2005) Balance of power: Dynamic thermal management for internet data centers. IEEE Internet Comput 9:42–49CrossRef Sharma RK, Bash CE, Patel CD, Friedrich RJ, Chase JS (2005) Balance of power: Dynamic thermal management for internet data centers. IEEE Internet Comput 9:42–49CrossRef
19.
go back to reference Tang Q, Mukherjee T, Gupta SKS, Cayton P (2006) Sensor-based fast thermal evaluation model for energy efficient high-performance data centers. In: Intelligent Sensing and Information Processing, Bangalore, India, pp 203–208 Tang Q, Mukherjee T, Gupta SKS, Cayton P (2006) Sensor-based fast thermal evaluation model for energy efficient high-performance data centers. In: Intelligent Sensing and Information Processing, Bangalore, India, pp 203–208
20.
go back to reference The Green Grid (2007) The green grid data center power efficiency metrics: PUE and DCiE. White paper, Technical Committee The Green Grid (2007) The green grid data center power efficiency metrics: PUE and DCiE. White paper, Technical Committee
21.
go back to reference Tolia N, Wang Z, Ranganathan P, Bash C, Marwah M, Zhu X (2009) Unified power and cooling management in server enclosures. In: InterPACK, San Francisco, California, USA, pp 721–730 Tolia N, Wang Z, Ranganathan P, Bash C, Marwah M, Zhu X (2009) Unified power and cooling management in server enclosures. In: InterPACK, San Francisco, California, USA, pp 721–730
22.
go back to reference US Environmental Protection Agency (2007) Report to congress on server and data center energy efficiency. Tech. rep., ENERGY STAR Program US Environmental Protection Agency (2007) Report to congress on server and data center energy efficiency. Tech. rep., ENERGY STAR Program
23.
go back to reference Walsh EJ, Breen TJ, Punch J, Shah AJ, Bash CE (2010) From chip to cooling tower data center modeling: Part II influence of chip temperature control philosophy. In: Proc. 12th IEEE Intersociety Conf. Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm), Las Vegas, NV, pp 1–7 Walsh EJ, Breen TJ, Punch J, Shah AJ, Bash CE (2010) From chip to cooling tower data center modeling: Part II influence of chip temperature control philosophy. In: Proc. 12th IEEE Intersociety Conf. Thermal and Thermomechanical Phenomena in Electronic Systems (ITherm), Las Vegas, NV, pp 1–7
Metadata
Title
Models and Control Strategies for Data Centers in the Smart Grid
Authors
Luca Parolini
Bruno Sinopoli
Bruce H. Krogh
Copyright Year
2012
Publisher
Springer New York
DOI
https://doi.org/10.1007/978-1-4614-1605-0_11