Multi-objective optimization of supply air jet enhancing airflow uniformity in data center using Taguchi/CRITIC/TOPSIS triple method

被引:19
作者
Yang, Zhenchao [1 ]
Niu, Baolian [1 ]
Pan, Yiyi [1 ]
Chen, Yan [2 ]
机构
[1] Nanjing Normal Univ, Sch Energy & Mech Engn, 2 Xuelin Rd, Nanjing 210023, Jiangsu, Peoples R China
[2] Tianjin Univ, Res Inst Architectural Design & Urban Planning Co, Tianjin, Peoples R China
关键词
Data center; Airflow distribution; Jet fans; Multi-objective optimization; Multi-criteria decision making; CRITERIA DECISION-MAKING; SURFACE-ROUGHNESS; POWER-DENSITY; MANAGEMENT; PERFORMANCE; STEEL; WEAR; ROW;
D O I
10.1016/j.buildenv.2023.110784
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Jet fans have been introduced into under-floor air distribution systems as an active local measure to reduce hot spot temperatures and improve airflow distribution uniformity in data centers. However, as the rack load increases, the two jet fans are insufficient to balance the airflow distribution in the hotspot area, more jet fans and the corresponding parameters need setting and optimizing. A couple of methods of criteria importance through intercriteria correlation/technique for order preference by similarity to ideal solution were introduced as a multicriteria decision making method to solve this problem. The optimal design parameters of multiple jet fans were determined by combining the Taguchi method with Computational Fluid Dynamics. The contribution of each parameter to the evaluation index was calculated by signal-to-noise ratio analysis and analysis of variance using Taguchi method, and the nozzle angle was determined to be the most important parameter. Then, Taguchi method was combined with criteria importance through intercriteria correlation/technique for order preference by similarity to ideal solution to transform the multi-objective into a single-objective to determine the optimal combination of design parameters for multiple jet fans. Finally, the best combination case was verified by evaluation indexes including supply heat index, return temperature index, ratio of temperature differentials and index of mixing. In the optimal combination, the highest server temperature was reduced by 5.3 degrees C compared with two jet fans. The multi-criteria decision making method is suitable for choosing the optimal parameter combination of airflow organization when faced with complex decisions involving several dimensions.
引用
收藏
页数:17
相关论文
共 50 条
[1]   Effect of data center servers' power density on the decision of using in-row cooling or perimeter cooling [J].
Abbas, A. M. ;
Huzayyin, A. S. ;
Mouneer, T. A. ;
Nada, S. A. .
ALEXANDRIA ENGINEERING JOURNAL, 2021, 60 (04) :3855-3867
[2]   Computational fluid dynamic investigation of liquid rack cooling in data centres [J].
Almoli, Ali ;
Thompson, Adam ;
Kapur, Nikil ;
Summers, Jonathan ;
Thompson, Harvey ;
Hannah, George .
APPLIED ENERGY, 2012, 89 (01) :150-155
[3]   Optimization of data center room layout to minimize rack inlet air temperature [J].
Bhopte, Siddharth ;
Agonafer, Dereje ;
Schmidt, Roger ;
Sammakia, Bahgat .
JOURNAL OF ELECTRONIC PACKAGING, 2006, 128 (04) :380-387
[4]  
Caceres C, 2020, INTSOC CONF THERMAL, P520, DOI 10.1109/ITherm45881.2020.9190477
[5]   Climatic analysis of a passive cooling technology for the built environment in hot countries [J].
Calautit, John Kaiser ;
Hughes, Ben Richard ;
Nasir, Diana S. N. M. .
APPLIED ENERGY, 2017, 186 :321-335
[6]   A review on airflow management in data centers [J].
Chu, Wen-Xiao ;
Wang, Chi-Chuan .
APPLIED ENERGY, 2019, 240 :84-119
[7]  
del Valle M, 2016, INTERSOC C THERMAL T, P727, DOI 10.1109/ITHERM.2016.7517619
[8]   Simultaneous use of air-side and water-side economizers with the air source heat pump in a data center for cooling and heating production [J].
Deymi-Dashtebayaz, Mandi ;
Namanlo, Sajjad Valipour ;
Arabkoohsar, Ahmad .
APPLIED THERMAL ENGINEERING, 2019, 161
[9]   DETERMINING OBJECTIVE WEIGHTS IN MULTIPLE CRITERIA PROBLEMS - THE CRITIC METHOD [J].
DIAKOULAKI, D ;
MAVROTAS, G ;
PAPAYANNAKIS, L .
COMPUTERS & OPERATIONS RESEARCH, 1995, 22 (07) :763-770
[10]  
Fakhim B., 2010, 17 AUSTR FLUID MECH, P5