Modular model of a data centre as a tool for improving its energy efficiency

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.authorBerezovskaya, Yuliaen_US
dc.contributor.authorYang, Chen-Weien_US
dc.contributor.authorMousavi, Arashen_US
dc.contributor.authorVyatkin, Valeriyen_US
dc.contributor.authorMinde, Tor Bjornen_US
dc.contributor.departmentDepartment of Electrical Engineering and Automationen
dc.contributor.groupauthorInformation Technologies in Industrial Automationen
dc.contributor.organizationLuleå University of Technologyen_US
dc.contributor.organizationScania ABen_US
dc.contributor.organizationSwedish Institute of Computer Scienceen_US
dc.date.accessioned2020-04-28T06:56:47Z
dc.date.available2020-04-28T06:56:47Z
dc.date.issued2020-01-01en_US
dc.description.abstractFor most modern data centres, it is of high value to select practical methods for improving energy efficiency and reducing energy waste. IT-equipment and cooling systems are the two most significant energy consumers in data centres, thus the energy efficiency of any data centre mainly relies on the energy efficiency of its computational and cooling systems. Existing techniques of optimising the energy usage of both these systems have to be compared. However, such experiments cannot be conducted in real plants as they may harm the electronic equipment. This paper proposes a modelling toolbox which enables building models of data centres of any scale and configuration with relative ease. The toolbox is implemented as a set of building blocks which model individual components of a typical data centre, such as processors, local fans, servers, units of cooling systems, it provides methods of adjusting the internal parameters of the building blocks, as well as contains constructors utilising the building blocks for building models of data centre systems of different levels from server to the server room. The data centre model is meant to accurate estimating the energy consumption as well as the evolution of the temperature of all computational nodes and the air temperature inside the data centre. The constructed model capable of substitute for the real data centre at examining the performance of different energy-saving strategies in dynamic mode: the model provides information about data centre operating states at each time point (as model outputs) and takes values of adjustable parameters as the control signals from system implementing energy-saving algorithm (as model inputs). For Module 1 of the SICS ICE data centre located in Luleå, Sweden, the model was constructed from the building blocks. After adjusting the internal parameters of the building blocks, the model demonstrated the behaviour quite close to real data from the SICS ICE data centre. Therefore the model is applicable to use as a substitute for the real data centre. Some examples of using the model for testing energy-saving strategies are presented at the end of the paper.en
dc.description.versionPeer revieweden
dc.format.extent15
dc.format.extent46559-46573
dc.format.mimetypeapplication/pdfen_US
dc.identifier.citationBerezovskaya, Y, Yang, C-W, Mousavi, A, Vyatkin, V & Minde, T B 2020, ' Modular model of a data centre as a tool for improving its energy efficiency ', IEEE Access, vol. 8, 9023486, pp. 46559-46573 . https://doi.org/10.1109/ACCESS.2020.2978065en
dc.identifier.doi10.1109/ACCESS.2020.2978065en_US
dc.identifier.issn2169-3536
dc.identifier.otherPURE UUID: aa3e8002-b8a4-4e10-b536-a15de01f76cben_US
dc.identifier.otherPURE ITEMURL: https://research.aalto.fi/en/publications/aa3e8002-b8a4-4e10-b536-a15de01f76cben_US
dc.identifier.otherPURE LINK: http://www.scopus.com/inward/record.url?scp=85082013461&partnerID=8YFLogxKen_US
dc.identifier.otherPURE FILEURL: https://research.aalto.fi/files/42020463/ELEC_Berozovskaya_etal_Modular_Model_of_a_Data_8_2020_finalpublishedversion.pdfen_US
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/43906
dc.identifier.urnURN:NBN:fi:aalto-202004282901
dc.language.isoenen
dc.publisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
dc.relation.ispartofseriesIEEE Accessen
dc.relation.ispartofseriesVolume 8en
dc.rightsopenAccessen
dc.subject.keywordComputational systemen_US
dc.subject.keywordCooleren_US
dc.subject.keywordCooling systemen_US
dc.subject.keywordCPUen_US
dc.subject.keywordData centeren_US
dc.subject.keywordEnergy consumptionen_US
dc.subject.keywordEnergy-savingen_US
dc.subject.keywordModular modelen_US
dc.subject.keywordServeren_US
dc.subject.keywordServer roomen_US
dc.subject.keywordSimulationen_US
dc.subject.keywordThermal behavioren_US
dc.titleModular model of a data centre as a tool for improving its energy efficiencyen
dc.typeA1 Alkuperäisartikkeli tieteellisessä aikakauslehdessäfi
dc.type.versionpublishedVersion

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