Aerodynamic and aeroacoustic optimization for design of a forward-curved blades centrifugal fan

被引:30
|
作者
Heo, Man-Woong [1 ]
Kim, Jin-Hyuk [2 ]
Seo, Tae-Wan [1 ]
Kim, Kwang-Yong [1 ]
机构
[1] Inha Univ, Dept Mech Engn, 100 Inha Ro, Inchon 22212, South Korea
[2] Korea Inst Ind Technol, Thermal & Fluid Syst R&D Grp, Cheonan Si, South Korea
关键词
Forward-curved blades centrifugal fan; aerodynamic and aeroacoustic performances; optimization; pareto-optimal solution; efficiency; sound pressure level; SHAPE OPTIMIZATION; UNSTEADY-FLOW; PERFORMANCE; CUTOFF;
D O I
10.1177/0957650915624611
中图分类号
O414.1 [热力学];
学科分类号
摘要
This paper presents a multidisciplinary optimization procedure for enhancing the aerodynamic and aeroacoustic performance of a forward-curved blade centrifugal fan for residential ventilation. Flow analysis in a forward-curved blade centrifugal fan was conducted by solving three-dimensional steady and unsteady Reynolds-averaged Navier-Stokes equations using the shear stress transport turbulence model. On the basis of the aerodynamic sources extracted from the unsteady flow, aeroacoustic analysis was implemented in a finite/infinite element method by solving the variational formulation of Lighthill's analogy. Experiments were performed to obtain aerodynamic and aeroacoustic measurements for validation of numerical results. The single- and multi-objective optimizations were performed sequentially. The single-objective optimization was carried out to improve the efficiency of the fan using a radial basis neural network surrogate model with four design variables defining the scroll cut-off angle, scroll diffuser expansion angle, diameter ratio of the impeller, and blade exit angle. Multi-objective optimization based on the single-objective optimization result was carried out to simultaneously improve the efficiency and reduce the sound pressure through a hybrid multi-objective evolutionary algorithm coupled with a response surface approximation surrogate model with two design variables defining the scroll cut-off radius and distance. These objective functions were accessed numerically through three-dimensional aerodynamic and aeroacoustic analyses at the design points sampled by Latin hypercube sampling in the design space. Arbitrary selected optimum designs in the Pareto-optimal solutions yielded significant increases in efficiency and decreases in the sound pressure level compared to the reference design.
引用
收藏
页码:154 / 174
页数:21
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