Comparative performance evaluation of multi-objective optimized desiccant wheels coated with MIL-100 (Fe) and silica gel composite

被引:6
|
作者
Chung, Jun Yeob [1 ]
Park, Myeong Hyeon [1 ]
Hong, Seong Ho [1 ]
Baek, Jaehyun [1 ]
Han, Changho [1 ]
Lee, Sewon [1 ]
Kang, Yong Tae [1 ]
Kim, Yongchan [1 ]
机构
[1] Korea Univ, Dept Mech Engn, Seoul 02841, South Korea
基金
新加坡国家研究基金会;
关键词
Desiccant wheel; Metal-organic frameworks; Multi-objective optimization; Sensitivity analysis; Performance comparison; HEAT-PUMP; MOLECULAR-SIEVE; SYSTEM; DEHUMIDIFICATION; REGENERATION; TEMPERATURE; PREDICTION; SORPTION; SPEED;
D O I
10.1016/j.energy.2023.128567
中图分类号
O414.1 [热力学];
学科分类号
摘要
Metal-organic frameworks have been introduced as promising alternative materials to improve the performance of conventional desiccant wheels (DWs) in desiccant cooling systems. However, simultaneously achieving high dehumidification and energy performance of DWs coated with advanced desiccant materials is challenging owing to the trade-off between these indices. In this study, based on multi-objective optimization, the dehumidification and energy performance improvement of a DW coated with MIL-100 (Fe) (MCDW) over a conventional DW coated with silica gel (SGDW) and silica composite (SCDW) were evaluated. Based on the data measured in this study, a metamodel was developed using an artificial neural network to predict the performance of the MCDW. Furthermore, Morris sensitivity analysis was conducted to determine the decision variables. The optimal solu-tions were determined using multi-objective optimization and a Euclidean distance-based approach. Finally, a comparative performance evaluation between the optimized MCDW and SCDW was conducted under baseline conditions. As a result, the optimized MCDW showed higher dehumidification and energy performance than the optimized SCDW and SGDW.
引用
收藏
页数:12
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