鲁棒函数方差分析及其在增材制造中的应用

Robust functional ANOVA with application to additive manufacturing

Journal of the Royal Statistical Society. Series C: Applied Statistics · 2023
被引 7
ABS 3

中文导读

提出一种新的鲁棒非参数函数方差分析方法(RoFANOVA),通过降低异常曲线权重并结合置换检验,在蒙特卡洛模拟和增材制造飞溅分析中表现优于现有方法,已实现为R包rofanova。

Abstract

Abstract In this paper, we propose a new robust non-parametric functional analysis of variance method (RoFANOVA) that reduces the weights of outlying curves on the functional analysis of variance. It is implemented through a permutation test based on a test statistic obtained via a functional M-estimator. The performance of the RoFANOVA is demonstrated through an extensive Monte Carlo simulation study, where it is compared with some alternatives already presented in the literature, and a motivating real-case study related to the analysis of spatter ejections in an additive manufacturing process. The RoFANOVA method is implemented in the R package rofanova, available online on CRAN.

函数数据分析方差分析鲁棒统计增材制造