Feature Engineering and Machine Learning Predictive Quality Models for Friction Stir Welding Defect Prediction in Aerospace Applications

被引：0

作者：

Camps, Marta ^{[1
]}

Etxegarai, Maddi ^{[1
]}

Bonada, Francesc ^{[1
]}

Lacheny, William ^{[2
]}

Pauleau, Sylvain ^{[2
]}

Domingo, Xavier ^{[1
]}

机构：

[1] Eurecat, Ctr Tecnol Catalunya, Unit Appl Artificial Intelligence, Ave Carrer Bilbao 72, Barcelona 08005, Spain

[2] Ariane Grp, 51-61 Route Verneuil,Batiment 71 Bur 142, F-78131 Les Mureaux, France

来源：

ARTIFICIAL INTELLIGENCE RESEARCH AND DEVELOPMENT | 2022年 / 356卷

基金：

欧盟地平线“2020”;

关键词：

Machine Learning; Predictive Quality; Industry; 4.0; Aerospace Industry;

D O I：

10.3233/FAIA220330

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Data-Driven Predictive Quality solutions are of utmost importance for Industry 4.0 in general and for high added value and complex manufacturing systems in particular. A unique Friction Stir Welding process is performed for the manufacturing of the new Ariane 6 aerospace launchers. This work presents a novel feature engineering approach that correlates Friction Stir Welding process data and quality inspection data to build a Machine Learning-based predictive quality solution. This solution predicts the presence of welding defects, empowering end-user's quality assurance and reducing quality inspection time and associated costs.

引用

页码：151 / 154

页数：4

共 12 条

[1] Boser B. E., 1992, Proceedings of the Fifth Annual ACM Workshop on Computational Learning Theory, P144, DOI 10.1145/130385.130401
[2] Camps M., 2021, Artificial Intelligence Research and Development, P181
[3] DISCRIMINATORY ANALYSIS - NONPARAMETRIC DISCRIMINATION - CONSISTENCY PROPERTIES
FIX, E
HODGES, JL
[J]. INTERNATIONAL STATISTICAL REVIEW, 1989, 57 (03) : 238 - 247
[4] Hastie T, 2009, The Elements of Statistical learning: Data mining, inference, and Prediction
[5] Hosmer DW Jr, 2013, WILEY SER PROBAB ST, P89
[6] Iglewicz B., 1983, UNDERSTANDING ROBUST, P404
[7] Murphy K., 2006, NAIVE BAYES CLASSIFI, V18, P1
[8] On lines and planes of closest fit to systems of points in space.
Pearson, Karl
[J]. PHILOSOPHICAL MAGAZINE, 1901, 2 (7-12) : 559 - 572
[9] Sutton CD, 2005, HANDB STAT, V24, P303, DOI 10.1016/S0169-7161(04)24011-1
[10] Friction stir welding for the transportation industries
Thomas, WM
Nicholas, ED
[J]. MATERIALS & DESIGN, 1997, 18 (4-6): : 269 - 273

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