Measuring energy efficiency in data centers

Energy efficiency in Data Centers (DCs) is currently becoming a topic of increasing importance, considering the rising prices of energy and the expansion of large data sets (Big Data) processing demand. A structured measurement framework that can be used to quantify energy efficiency is required to understand the opportunities for improving energy efficiency in DCs. In other words, a detailed analysis of energy metrics is needed. However, only a small step forward has been made in the measurement of DCs’ energy efficiency in recent years. Therefore, the measurement of energy efficiency in DCs, through a set of globally accepted metrics, is an ongoing challenge. This chapter presents a comprehensive overview of the existing energy, thermal and productivity metrics for DCs and a critical analysis that investigates the intertwined nature of their action areas. The study provides a general methodology that can be used to measure the energy efficiency of DCs through a holistic approach in which the advantages and the disadvantages of existing and emerging metrics are considered critically.

[1]  Jaume Salom,et al.  The location as an energy efficiency and renewable energy supply measure for data centres in Europe , 2015 .

[2]  Albert Y. Zomaya,et al.  Performance Metrics for Data Center Communication Systems , 2015, 2015 IEEE 8th International Conference on Cloud Computing.

[3]  Magnus K. Herrlin,et al.  Rack cooling effectiveness in data centers and telecom central offices : The rack cooling index (RCI). Discussion , 2005 .

[4]  Thomas Brunschwiler,et al.  Toward zero-emission data centers through direct reuse of thermal energy , 2009, IBM J. Res. Dev..

[5]  Sandeep K. S. Gupta,et al.  Thermal-Aware Task Scheduling to Minimize Energy Usage of Blade Server Based Datacenters , 2006, 2006 2nd IEEE International Symposium on Dependable, Autonomic and Secure Computing.

[6]  Sandeep K. S. Gupta,et al.  Energy-Efficient Thermal-Aware Task Scheduling for Homogeneous High-Performance Computing Data Centers: A Cyber-Physical Approach , 2008, IEEE Transactions on Parallel and Distributed Systems.

[7]  Seppo J. Ovaska,et al.  Solar Energy and Free Cooling Potential in European Data Centers , 2012, ANT/MobiWIS.

[8]  Robert Tozer,et al.  Data center air management metrics-practical approach , 2010, 2010 12th IEEE Intersociety Conference on Thermal and Thermomechanical Phenomena in Electronic Systems.

[9]  Zhang Hainan,et al.  Free cooling of data centers: A review , 2014 .

[10]  R. Judkoff,et al.  Consumptive Water Use for U.S. Power Production: Preprint , 2003 .

[11]  Fabio Favoino,et al.  Temperature Field Real-Time Diagnosis by Means of Infrared Imaging in Data Elaboration Center , 2014 .

[12]  Marta Chinnici,et al.  Thermal Metrics for Data Centers: A Critical Review☆ , 2014 .

[13]  M. Patterson What is energy efficiency?: Concepts, indicators and methodological issues , 1996 .

[14]  Asadullah Shah,et al.  Metrics for Computing Performance of Data Center for Instigating Energy Efficient Data Centers , 2014 .

[15]  Wenhong Tian,et al.  Load Balance Scheduling for Cloud Data Centers , 2015 .

[16]  Paul Mathew,et al.  Self-benchmarking Guide for Data Centers: Metrics, Benchmarks, Actions , 2010 .

[17]  Christopher G. Malone,et al.  Metrics and an Infrastructure Model to Evaluate Data Center Efficiency , 2007 .

[18]  Refrigerating ASHRAE handbook of fundamentals , 1967 .

[19]  Jinkyun Cho,et al.  Evaluation of air management system's thermal performance for superior cooling efficiency in high-de , 2011 .

[20]  Madhusudan K. Iyengar,et al.  Challenges of data center thermal management , 2005, IBM J. Res. Dev..

[21]  William Tschudi,et al.  TUE, a New Energy-Efficiency Metric Applied at ORNL's Jaguar , 2013, ISC.

[22]  Wolfgang Nebel,et al.  Gain More from PUE: Assessing Data Center Infrastructure Power Adaptability , 2014, E2DC.

[23]  Chao Li,et al.  Enabling distributed generation powered sustainable high-performance data center , 2013, 2013 IEEE 19th International Symposium on High Performance Computer Architecture (HPCA).

[24]  Marco Perino,et al.  Review on Performance Metrics for Energy Efficiency in Data Center: The Role of Thermal Management , 2014, E2DC.

[25]  Lizhe Wang,et al.  Review of performance metrics for green data centers: a taxonomy study , 2011, The Journal of Supercomputing.

[26]  Qinghui Tang,et al.  Sensor-Based Fast Thermal Evaluation Model For Energy Efficient High-Performance Datacenters , 2006, 2006 Fourth International Conference on Intelligent Sensing and Information Processing.

[27]  Christian Belady,et al.  GREEN GRID DATA CENTER POWER EFFICIENCY METRICS: PUE AND DCIE , 2008 .

[28]  Zhenhua Liu,et al.  Towards the design and operation of net-zero energy data centers , 2012, 13th InterSociety Conference on Thermal and Thermomechanical Phenomena in Electronic Systems.

[29]  Roshan Mehdizadeh,et al.  A critical analysis of Power Usage Effectiveness and its use in communicating data center energy consumption , 2013 .

[30]  M. Herrlin,et al.  Method for optimizing equipment cooling effectiveness and HVAC cooling costs in telecom and data centers. , 2008 .

[31]  Azizah Abdul Rahman,et al.  Energy efficiency and low carbon enabler green it framework for data centers considering green metrics , 2012 .

[32]  William C. Mann,et al.  The Gator Tech Smart House: a programmable pervasive space , 2005, Computer.

[33]  Marta Chinnici,et al.  An Example of Methodology to Assess Energy Efficiency Improvements in Datacenters , 2013, 2013 International Conference on Cloud and Green Computing.

[34]  A.J. Shah,et al.  Lifetime exergy consumption of an enterprise server , 2008, 2008 IEEE International Symposium on Electronics and the Environment.

[35]  Stéphane Ploix,et al.  Increasing Energy Efficiency in Data Centers Using Energy Management , 2011, 2011 IEEE/ACM International Conference on Green Computing and Communications.

[36]  Jeffrey S. Chase,et al.  Making Scheduling "Cool": Temperature-Aware Workload Placement in Data Centers , 2005, USENIX Annual Technical Conference, General Track.

[37]  Jaume Salom,et al.  Energy-efficient, thermal-aware modeling and simulation of data centers: The CoolEmAll approach and evaluation results , 2015, Ad Hoc Networks.

[38]  Luiz André Barroso,et al.  The Datacenter as a Computer: An Introduction to the Design of Warehouse-Scale Machines , 2009, The Datacenter as a Computer: An Introduction to the Design of Warehouse-Scale Machines.

[39]  C. Bash,et al.  Exergy Analysis of Data Center Thermal Management Systems , 2008 .

[40]  Jaume Salom,et al.  Energy efficiency and renewable energy integration in data centres. Strategies and modelling review , 2015 .

[41]  P. Brenner,et al.  A simplified thermodynamic model for waste heat utilization from a containerized data center experimental platform , 2012, 13th InterSociety Conference on Thermal and Thermomechanical Phenomena in Electronic Systems.

[42]  Thu D. Nguyen,et al.  Parasol and GreenSwitch: managing datacenters powered by renewable energy , 2013, ASPLOS '13.

[43]  Yi Chen,et al.  Study of ventilation cooling technology for telecommunication base stations: Control strategy and application strategy , 2012 .

[44]  Dzmitry Kliazovich,et al.  Energy Consumption Optimization in Cloud Data Centers , 2015 .

[45]  Christoforos E. Kozyrakis,et al.  Models and Metrics to Enable Energy-Efficiency Optimizations , 2007, Computer.

[46]  Michele Manno,et al.  Fuel cell-based cogeneration system covering data centers’ energy needs , 2010 .

[47]  Robert Tozer,et al.  Data Centre Energy Efficiency Analysis to minimize total cost of ownership , 2013 .

[48]  L. Stobbe,et al.  Metrics for energy efficiency assessment in data centers and server rooms , 2012, 2012 Electronics Goes Green 2012+.

[49]  Amarendra Singh,et al.  Thermal influence indices: Causality metrics for efficient exploration of data center cooling , 2012, 2012 International Green Computing Conference (IGCC).

[50]  M. Behnia,et al.  Thermal Performance of an Air-Cooled Data Center With Raised-Floor and Non-Raised-Floor Configurations , 2014 .

[51]  Cullen E. Bash,et al.  DIMENSIONLESS PARAMETERS FOR EVALUATION OF THERMAL DESIGN AND PERFORMANCE OF LARGE-SCALE DATA CENTERS , 2002 .

[52]  Magnus K. Herrlin,et al.  Airflow and Cooling Performance of Data Centers: Two Performance Metrics , 2008 .

[53]  Gerard F. Jones,et al.  A review of data center cooling technology, operating conditions and the corresponding low-grade waste heat recovery opportunities , 2014 .