Development cost prediction of general aviation aircraft projects with parametric modeling

被引:10
|
作者
Chen, Xiaonan [1 ]
Huang, Jun [1 ]
Yi, Mingxu [1 ]
机构
[1] Beihang Univ, Sch Aeronaut Sci & Technol, Beijing 100083, Peoples R China
关键词
BP neural network; Development cost; General aviation aircraft; Gray correlation analysis; Linear regression; P value analysis; Parametric modeling; Preliminary prediction; Sensitivity analysis; LIFE-CYCLE COST; DESIGN; OPTIMIZATION; TECHNOLOGY;
D O I
10.1016/j.cja.2019.03.024
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
The study of the development cost of general aviation aircraft is limited by small samples with many cost-driven factors. This paper investigates a parametric modeling method for prediction of the development cost of general aviation aircraft. The proposed technique depends on some principal components, acquired by utilizing P value analysis and gray correlation analysis. According to these principal components, the corresponding linear regression and BP neural network models are established respectively. The feasibility and accuracy of the P value analysis are verified by comparing results of model fitting and prediction. A sensitivity analysis related to model precision and suitability is discussed in detail. Results obtained in this study show that the proposed method not only has a certain degree of versatility, but also provides a preliminary prediction of the development cost of general aviation aircraft. (C) 2019 Chinese Society of Aeronautics and Astronautics. Production and hosting by Elsevier Ltd.
引用
收藏
页码:1465 / 1471
页数:7
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