Using weighted partial least squares to estimate the development cost of complex equipment at early design stage

Lifeng Wu, Sifeng Liu, Dejin Song
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引用次数: 4

Abstract

The objective of this work is to develop and test a model of cost estimating for the complex equipment development (i.e. parts in aerospace or automotive industry) in the early design phase. A novel similar degree is put forward based on a comparison analysis between a new product (equipment) and the products that have been manufactured previously, in order to identify the similarities. The similar degree of the past products is used as the weight of the weighted partial least squares (WPLS) regression for a further improvement of partial least squares (PLS). Test of the methodology on three real cases demonstrates that the methodology produces accurate estimation.
利用加权偏最小二乘法估算复杂设备设计初期的开发成本
这项工作的目的是在早期设计阶段开发和测试复杂设备开发(即航空航天或汽车工业中的零件)的成本估算模型。通过对新产品(设备)与已有产品的对比分析,提出了一种新的相似度,以识别相似度。将过去产品的相似度作为加权偏最小二乘(WPLS)回归的权重,进一步改进偏最小二乘(PLS)。通过对三个实际案例的检验,证明了该方法的估计是准确的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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