Prediction of porosity and thermal diffusivity in a porous fin using differential evolution algorithm

被引:65
作者
Das, Ranjan [1 ]
Prasad, Dilip K. [2 ]
机构
[1] Indian Inst Technol Ropar, Sch Mech Mat & Energy Engn, Rupnagar, Punjab, India
[2] Natl Univ Singapore, Sch Comp, Singapore 117548, Singapore
关键词
Differential evolution; Inverse problem; Porous fin; Porosity; Fluid thermal diffusivity; Heat transfer; CONVECTION HEAT-TRANSFER; INVERSE PROBLEMS; METAHEURISTIC ALGORITHMS; GLOBAL OPTIMIZATION; PLATE-FIN; CONDUCTIVITY; PARAMETERS; DECOMPOSITION; DESIGN; FLUX;
D O I
10.1016/j.swevo.2015.03.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, simultaneous inverse prediction of two parameters such as the porosity and thermal diffusivity of the fluid in a porous fin is done for satisfying a given temperature distribution. Only three temperature measurements are assumed to be available on the surface of the fin and prediction of the parameters is accomplished by using the differential evolution (DE)-based optimization technique. It is shown that the present problem is inherently ill-posed in terms of the retrieval of the value of fluid thermal diffusivity for which many possible solutions exist, which is expected to adapt the fin under different conditions. In the present work, two numerical examples provide engineering insight into the problem of designing porous fins using good thermal conductors like aluminum and copper along with the working of DE. Finally, the efficacy of DE for the present problem is also shown by comparing its performance with few other optimization methods. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:27 / 39
页数:13
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