Estimation of critical dimensions for a trapezoidal-shaped steel fin using hybrid differential evolution algorithm

被引:37
|
作者
Das, Ranjan [1 ]
Singh, Kuljeet [1 ]
Gogoi, Tapan K. [2 ]
机构
[1] Indian Inst Technol, Sch Mech Mat & Energy Engn, Ropar 140001, Punjab, India
[2] Tezpur Univ, Dept Mech Engn, Napaam 784028, Assam, India
来源
NEURAL COMPUTING & APPLICATIONS | 2017年 / 28卷 / 07期
关键词
Inverse modeling; Trapezoidal fin; Parameter estimation; Nonlinear problem; Hybrid differential evolution; LAMINAR FORCED-CONVECTION; GENETIC ALGORITHM; HEAT-TRANSFER; OPTIMIZATION; PREDICTION; TUBE; DECOMPOSITION; PARAMETERS; GEOMETRY; DESIGN;
D O I
10.1007/s00521-015-2155-x
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper deals with the inverse prediction of parameters in a trapezoidal fin with temperature-dependent thermal conductivity and heat transfer coefficient. Three critical dimensions along with the relevant heat transfer coefficient at the fin base have been simultaneously predicted for satisfying a given temperature distribution on the surface of the trapezoidal fin. The inverse problem is solved by a hybrid differential evolution-nonlinear programming (DE-NLP) optimization method. For a given fin material which is considered to be stainless steel, it is found from the present study that many feasible dimensions exist which satisfy a given temperature distribution, thereby providing flexibility in selecting any dimensions from the available alternatives by appropriately regulating the base heat transfer coefficient. A very good estimation of the unknown parameters has been obtained even for temperature distribution involving random measurement errors which is confirmed by the comparisons of the reconstructed distributions. It is concluded that for a given fin material, the hybrid DE-NLP algorithm satisfactorily estimates feasible dimensions of a trapezoidal fin even with random measurement error of 11 %.
引用
收藏
页码:1683 / 1693
页数:11
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