Design of experiments and machine learning with application to industrial experiments

被引：10

作者：

Fontana, Roberto ^{[1
]}

Molena, Alberto ^{[2
]}

Pegoraro, Luca ^{[2
]}

Salmaso, Luigi ^{[2
]}

机构：

[1] Politecn Torino, Dept Math Sci, Turin, Italy

[2] Univ Padua, Dept Management & Engn, Padua, Italy

来源：

STATISTICAL PAPERS | 2023年 / 64卷 / 04期

关键词：

Design of Experiments; Machine learning; Active learning; Industrial statistics;

D O I：

10.1007/s00362-023-01437-w

中图分类号：

O21 [概率论与数理统计]; C8 [统计学];

学科分类号：

020208 ; 070103 ; 0714 ;

摘要：

In the context of product innovation, there is an emerging trend to use Machine Learning (ML) models with the support of Design Of Experiments (DOE). The paper aims firstly to review the most suitable designs and ML models to use jointly in an Active Learning (AL) approach; it then reviews ALPERC, a novel AL approach, and proves the validity of this method through a case study on amorphous metallic alloys, where this algorithm is used in combination with a Random Forest model.

引用

页码：1251 / 1274

页数：24

共 50 条

[1] Design of experiments and machine learning with application to industrial experiments
Roberto Fontana
Alberto Molena
Luca Pegoraro
Luigi Salmaso
Statistical Papers, 2023, 64 : 1251 - 1274
[2] Machine learning and design of experiments with an application to product innovation in the chemical industry
Arboretti, Rosa
Ceccato, Riccardo
Pegoraro, Luca
Salmaso, Luigi
Housmekerides, Chris
Spadoni, Luca
Pierangelo, Elisabetta
Quaggia, Sara
Tveit, Catherine
Vianello, Sebastiano
JOURNAL OF APPLIED STATISTICS, 2022, 49 (10) : 2674 - 2699
[3] Quality improvement and design of experiments - An industrial application
Gentili, E
Formentelli, M
Trovato, G
AMST'99: ADVANCED MANUFACTURING SYSTEMS AND TECHNOLOGY, 1999, (406): : 825 - 832
[4] APPLICATION OF MACHINE LEARNING METHODS IN NEUTRINO EXPERIMENTS
Yermolenko, R.
Falko, A.
Gogota, O.
Onishchuk, Yu.
Aushev, V.
JOURNAL OF PHYSICAL STUDIES, 2024, 28 (03):
[5] Double machine learning and design in batch adaptive experiments
Li, Harrison H.
Owen, Art B.
JOURNAL OF CAUSAL INFERENCE, 2024, 12 (01)
[6] Discovery Learning Experiments in a New Machine Design Laboratory
Nagurka, Mark
Anton, Fernando Rodriguez
2013 ASEE ANNUAL CONFERENCE, 2013,
[7] DESIGN OF EXPERIMENTS IN INDUSTRIAL RESEARCH
SMALLWOOD, HM
ANALYTICAL CHEMISTRY, 1947, 19 (12) : 950 - 952
[8] DESIGN AND ANALYSIS OF INDUSTRIAL EXPERIMENTS
MURPHY, TD
CHEMICAL ENGINEERING, 1977, 84 (12) : 168 - 182
[9] Application of design of experiments for industrial paint production process improvement
Chutima, Parames
Suksamran, Apisada
6TH INTERNATIONAL CONFERENCE ON MANUFACTURING, OPTIMIZATION, INDUSTRIAL AND MATERIAL ENGINEERING : MOIME18, 2018, 2044
[10] EXPERIMENTS IN MACHINE LEARNING AND THINKING
KILBURN, T
GRIMSDALE, RL
SUMNER, FH
COMMUNICATIONS OF THE ACM, 1959, 2 (07) : 20 - 21

← 1 2 3 4 5 →