A Comparison of Parametric and Multivariable Optimization Techniques in a Raised-Floor Data Center
It is well known that the flow distribution in data centers can be effected by a variety of parameters such as rack and computer room air conditioning (CRAC) positions, raised-floor height, ceiling height, and percentage opening of perforated tiles. In the present paper, numerical simulations are co...
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Veröffentlicht in: | Journal of electronic packaging 2013-09, Vol.135 (3) |
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creator | Nagarathinam, Srinarayana Fakhim, Babak Behnia, Masud Armfield, Steve |
description | It is well known that the flow distribution in data centers can be effected by a variety of parameters such as rack and computer room air conditioning (CRAC) positions, raised-floor height, ceiling height, and percentage opening of perforated tiles. In the present paper, numerical simulations are conducted to optimize the layout of a raised-floor data center with respect to these parameters. Two different approaches have been used: parametric optimization; and a multivariable approach using response surface optimization. In the parametric optimization procedure, the data center is optimized with respect to the maximum temperature in the room. While in the multivariable approach, a cost function is constructed from all the rack inlet temperatures and is minimized. The results show that the multivariable approach is computationally economical and the optimized layout gives a better thermal performance compared to that of parametric optimization. |
doi_str_mv | 10.1115/1.4023214 |
format | Article |
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In the present paper, numerical simulations are conducted to optimize the layout of a raised-floor data center with respect to these parameters. Two different approaches have been used: parametric optimization; and a multivariable approach using response surface optimization. In the parametric optimization procedure, the data center is optimized with respect to the maximum temperature in the room. While in the multivariable approach, a cost function is constructed from all the rack inlet temperatures and is minimized. The results show that the multivariable approach is computationally economical and the optimized layout gives a better thermal performance compared to that of parametric optimization.</description><identifier>ISSN: 1043-7398</identifier><identifier>EISSN: 1528-9044</identifier><identifier>DOI: 10.1115/1.4023214</identifier><language>eng</language><publisher>ASME</publisher><ispartof>Journal of electronic packaging, 2013-09, Vol.135 (3)</ispartof><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-a249t-99821a392c89dc7dd732461c3598886c3d30d2d273744934f6aa414a8b14316e3</citedby><cites>FETCH-LOGICAL-a249t-99821a392c89dc7dd732461c3598886c3d30d2d273744934f6aa414a8b14316e3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27901,27902,38497</link.rule.ids></links><search><creatorcontrib>Nagarathinam, Srinarayana</creatorcontrib><creatorcontrib>Fakhim, Babak</creatorcontrib><creatorcontrib>Behnia, Masud</creatorcontrib><creatorcontrib>Armfield, Steve</creatorcontrib><title>A Comparison of Parametric and Multivariable Optimization Techniques in a Raised-Floor Data Center</title><title>Journal of electronic packaging</title><addtitle>J. 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Electron. Packag</stitle><date>2013-09-01</date><risdate>2013</risdate><volume>135</volume><issue>3</issue><issn>1043-7398</issn><eissn>1528-9044</eissn><abstract>It is well known that the flow distribution in data centers can be effected by a variety of parameters such as rack and computer room air conditioning (CRAC) positions, raised-floor height, ceiling height, and percentage opening of perforated tiles. In the present paper, numerical simulations are conducted to optimize the layout of a raised-floor data center with respect to these parameters. Two different approaches have been used: parametric optimization; and a multivariable approach using response surface optimization. In the parametric optimization procedure, the data center is optimized with respect to the maximum temperature in the room. While in the multivariable approach, a cost function is constructed from all the rack inlet temperatures and is minimized. 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title | A Comparison of Parametric and Multivariable Optimization Techniques in a Raised-Floor Data Center |
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