Energy efficiency and renewable energy integration in data centres. Strategies and modelling review

The continuous growth in size, complexity and energy density of data centres due to the increasing demand for storage, networking and computation has become a worldwide energetic problem. The emergent awareness of the negative impact that the uncontrolled energy consumption has on natural environment, the predicted limitation of fossil fuels production in the upcoming decades and the growing associated costs have strongly influenced the energy systems engineering work in the last decades. Therefore, the implementation of well known and advanced energy efficiency measures to reduce data centres energy demand play an important role not only to a supportable growth but also to reduce its operational costs. The carbon footprint is greatly influenced by the energy sources used. Therefore, there have been recent efforts to exploit and reuse or combine green energy sources in data centres to lower brown energy consumption and CO2 emissions. This paper presents a comprehensible overview of the current data centre infrastructure and summarizes a number of currently available energy efficiency strategies and renewable energy integration into data centres and its characterization using numerical models. Moreover it would be necessary to develop dynamic models and metrics for properly understand and quantify the energy consumption and the benefits of applying the incoming energy efficiency strategies and renewable energy sources in the data centres. Thus, the researches or investors will be able to compare with reliability the different data centre designs and choose the best option depending on the renewable energy sources and capital available.

[1]  S. Gupta,et al.  Thermal-aware task scheduling for data centers through minimizing heat recirculation , 2007, 2007 IEEE International Conference on Cluster Computing.

[2]  Asadullah Shah,et al.  Criteria to select energy efficiency metrics to measure performance of data centre , 2012 .

[3]  Michael Pecht,et al.  Reliability risk mitigation of free air cooling through prognostics and health management , 2013 .

[5]  R. Royo,et al.  Experimental results and simulation with TRNSYS of a 7.2 kWp grid-connected photovoltaic system , 2011 .

[6]  Jackson Braz Marcinichen,et al.  Dynamic flow control and performance comparison of different concepts of two-phase on-chip cooling cycles , 2014 .

[7]  Ala Hasan,et al.  On-site energy matching indices for buildings with energy conversion, storage and hybrid grid connections , 2013 .

[8]  R. Schmidt,et al.  Experimental-Numerical Comparison for a High-Density Data Center: Hot Spot Heat Fluxes in Excess of 500 W/FT2 , 2006, Thermal and Thermomechanical Proceedings 10th Intersociety Conference on Phenomena in Electronics Systems, 2006. ITHERM 2006..

[9]  S. Halgamuge,et al.  Can a data center heat-flow model be scaled down? , 2012, 2012 IEEE 6th International Conference on Information and Automation for Sustainability.

[10]  Krishna Kant,et al.  Data center evolution: A tutorial on state of the art, issues, and challenges , 2009, Comput. Networks.

[11]  Marshall L. Sweet,et al.  Numerical simulation of underground Seasonal Solar Thermal Energy Storage (SSTES) for a single family dwelling using TRNSYS , 2012 .

[12]  Eike Musall,et al.  Net Zero Energy Buildings: Calculation Methodologies versus National Building Codes , 2010 .

[13]  Karl R. Haapala,et al.  Real-time monitoring and evaluation of energy efficiency and thermal management of data centers , 2015 .

[14]  Xinying Zheng,et al.  Energy-aware load dispatching in geographically located Internet data centers , 2011, Sustain. Comput. Informatics Syst..

[15]  Houman Homayoun,et al.  Managing distributed UPS energy for effective power capping in data centers , 2012, 2012 39th Annual International Symposium on Computer Architecture (ISCA).

[16]  Tom E. Baldock,et al.  Feasibility analysis of renewable energy supply options for a grid-connected large hotel , 2009 .

[17]  Michael Pecht,et al.  A multiple stage approach to mitigate the risks of telecommunication equipment under free air cooling conditions , 2012 .

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

[19]  G. L. Guizzi,et al.  Comparative analysis of combined cooling, heating and power systems (CCHP) covering data centers energy needs , 2009 .

[20]  Dimos Poulikakos,et al.  Aquasar: A hot water cooled data center with direct energy reuse , 2012 .

[21]  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).

[22]  R. Chargui,et al.  Geothermal heat pump in heating mode: Modeling and simulation on TRNSYS , 2012 .

[23]  Flucker Data centre cooling air performance metrics , 2011 .

[24]  J. I. Rosell,et al.  Building integration of concentrating systems for solar cooling applications , 2013 .

[25]  Jordi Torres,et al.  GreenSlot: Scheduling energy consumption in green datacenters , 2011, 2011 International Conference for High Performance Computing, Networking, Storage and Analysis (SC).

[26]  Kuei-Peng Lee,et al.  Analysis of energy saving potential of air-side free cooling for data centers in worldwide climate zones , 2013 .

[27]  Khalid A. Joudi,et al.  Development of design charts for solar cooling systems. Part I: computer simulation for a solar cooling system and development of solar cooling design charts , 2003 .

[28]  Judith Gurney BP Statistical Review of World Energy , 1985 .

[29]  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.

[30]  J. Zachary Woodruff,et al.  Environmentally opportunistic computing: A distributed waste heat reutilization approach to energy-efficient buildings and data centers , 2014 .

[31]  Roger R. Schmidt,et al.  Airflow Uniformity Through Perforated Tiles in a Raised-Floor Data Center , 2005 .

[32]  Alessandro Corsini,et al.  A Co-Powered Biomass and Concentrated Solar Power Rankine Cycle Concept for Small Size Combined Heat and Power Generation , 2013 .

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

[34]  Ming Qu,et al.  Energy, environmental, and economic evaluation of a CCHP system for a data center based on operational data , 2013 .

[35]  Contents lists available at ScienceDirect Atmospheric Environment , 2022 .

[36]  Jan Weglarz,et al.  DCworms - A tool for simulation of energy efficiency in distributed computing infrastructures , 2013, Simul. Model. Pract. Theory.

[37]  Aaron Tsai,et al.  Design and microarchitecture of the IBM system z10 microprocessor , 2009 .

[38]  Adam Wierman,et al.  Renewable and cooling aware workload management for sustainable data centers , 2012, SIGMETRICS '12.

[39]  Shafiqur Rehman,et al.  Study of a standalone wind and solar PV power systems , 2010, 2010 IEEE International Energy Conference.

[40]  Nikil Kapur,et al.  A case study and critical assessment in calculating power usage effectiveness for a data centre , 2013 .

[41]  Anand Sivasubramaniam,et al.  Optimal power cost management using stored energy in data centers , 2011, SIGMETRICS.

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

[43]  Hamid Behzad,et al.  Iran's achievements in renewable energy during fourth development program in comparison with global trend , 2013 .

[44]  Prashant J. Shenoy,et al.  Blink: managing server clusters on intermittent power , 2011, ASPLOS XVI.

[45]  Thomas Brunschwiler,et al.  Direct Waste Heat Utilization From Liquid-Cooled Supercomputers , 2010 .

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

[47]  Joseph Virgone,et al.  Development and validation of a new TRNSYS type for the simulation of external building walls containing PCM , 2010 .

[48]  Anand Sivasubramaniam,et al.  Energy storage in datacenters: what, where, and how much? , 2012, SIGMETRICS '12.

[49]  M. Ohadi,et al.  Measured and simulated energy consumption analysis of a data center on an academic campus , 2013, 29th IEEE Semiconductor Thermal Measurement and Management Symposium.

[50]  M.G. Rodriguez,et al.  Dynamic management of ICT service infrastructures for energy efficiency optimization , 2009, IEEE Latin America Transactions.

[51]  R. Chargui,et al.  Numerical simulation of a cooling tower coupled with heat pump system associated with single house using TRNSYS , 2013 .

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

[53]  Hendrik F. Hamann,et al.  Heat transfer modeling in data centers , 2011 .

[54]  Adam Wierman,et al.  Data center demand response: Avoiding the coincident peak via workload shifting and local generation , 2013, Perform. Evaluation.

[55]  Cullen E. Bash,et al.  Thermal considerations in cooling large scale high compute density data centers , 2002, ITherm 2002. Eighth Intersociety Conference on Thermal and Thermomechanical Phenomena in Electronic Systems (Cat. No.02CH37258).

[56]  C.D. Patel,et al.  Dynamic thermal management of air cooled data centers , 2006, Thermal and Thermomechanical Proceedings 10th Intersociety Conference on Phenomena in Electronics Systems, 2006. ITHERM 2006..

[57]  Dustin W. Demetriou,et al.  Expanded Assessment of a Practical Thermally Aware Energy-Optimized Load Placement Strategy for Open-Aisle, Air-Cooled Data Centers , 2013 .

[58]  Jordi Torres,et al.  Energy-efficient and multifaceted resource management for profit-driven virtualized data centers , 2012, Future Gener. Comput. Syst..

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

[60]  Saman K. Halgamuge,et al.  Minimizing the thermal impact of computing equipment upgrades in data centers , 2012 .

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

[62]  Yuan Chen,et al.  Integrated management of application performance, power and cooling in data centers , 2010, 2010 IEEE Network Operations and Management Symposium - NOMS 2010.

[63]  Joonwon Lee,et al.  A CFD-Based Tool for Studying Temperature in Rack-Mounted Servers , 2008, IEEE Transactions on Computers.

[64]  Saman K. Halgamuge,et al.  Potential of air-side economizers for data center cooling: A case study for key Australian cities , 2013 .

[65]  Azizah Abdul Rahman,et al.  Techniques to implement in green data centres to achieve energy efficiency and reduce global warming effects , 2011 .

[66]  Sara Rainieri,et al.  Hospital CHCP system optimization assisted by TRNSYS building energy simulation tool , 2012 .

[67]  Luisa F. Cabeza,et al.  Modelization of a water tank including a PCM module , 2006 .

[68]  Jordi Torres,et al.  GreenHadoop: leveraging green energy in data-processing frameworks , 2012, EuroSys '12.

[69]  Michaël Kummert,et al.  Transient thermal analysis of a data centre cooling system under fault conditions , 2009 .

[70]  D. W. Demetriou,et al.  Energy Optimization of Air-Cooled Data Centers , 2010 .

[71]  Masud Behnia,et al.  Cooling solutions in an operational data centre: A case study , 2011 .

[72]  P. Torcellini,et al.  Net-Zero Energy Buildings: A Classification System Based on Renewable Energy Supply Options , 2010 .

[73]  Y.-S. Chiu,et al.  A load control method for small data centers participating in demand response programs , 2014, Future Gener. Comput. Syst..

[74]  Anand Sivasubramaniam,et al.  Carbon-Aware Energy Capacity Planning for Datacenters , 2012, 2012 IEEE 20th International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems.

[75]  B. Sammakia,et al.  Experimental-Numerical Comparison for a High-Density Data Center: Hot Spot Heat Fluxes in Excess of 500 W/ft $^{2}$ , 2009, IEEE Transactions on Components and Packaging Technologies.

[76]  Mohammad. Rasul,et al.  Temperature monitoring and CFD Analysis of Data Centre , 2013 .

[77]  Jorma Railio,et al.  REHVA nZEB technical definition and system boundaries for nearly zero energy buildings , 2013 .

[78]  Harvey Thompson,et al.  Computational fluid dynamic investigation of liquid rack cooling in data centres , 2012 .

[79]  M. Iyengar,et al.  Rapid Three-Dimensional Thermal Characterization of Large-Scale Computing Facilities , 2008, IEEE Transactions on Components and Packaging Technologies.

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

[81]  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.

[82]  Peter Gilbert,et al.  From Data Center Metrics to Data Center Analytics: How to Unlock the Full Business Value of DCIM , 2013 .

[83]  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.

[84]  Rongxin Yin,et al.  Energy modeling of two office buildings with data center for green building design , 2008 .

[85]  Ayan Banerjee,et al.  Integrating cooling awareness with thermal aware workload placement for HPC data centers , 2011, Sustain. Comput. Informatics Syst..

[86]  Michael Pecht,et al.  Prognostics-based risk mitigation for telecom equipment under free air cooling conditions , 2012 .

[87]  Asadullah Shah,et al.  Implementation of virtualization in data centers to increase proficiency and performance , 2013 .

[88]  Jatin Nathwani,et al.  Simulation of cogeneration within the concept of smart energy networks , 2013 .

[89]  Dustin W. Demetriou,et al.  Optimization of Enclosed Aisle Data Centers Using Bypass Recirculation , 2012 .