Applicability and comparison of surrogate techniques for modeling of selected heating problems
From MaRDI portal
Publication:2203542
DOI10.1016/j.camwa.2019.02.013zbMath1443.74172OpenAlexW2918274001MaRDI QIDQ2203542
Karel Pavlíček, Ivo Doležel, Václav Kotlan
Publication date: 7 October 2020
Published in: Computers \& Mathematics with Applications (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.1016/j.camwa.2019.02.013
regression analysismetamodelingsurrogate modelingcomputational cost reductioninduction-assisted laser weldingweld depth prediction
Nonparametric regression and quantile regression (62G08) Thermal effects in solid mechanics (74F05) Statistical mechanics of magnetic materials (82D40)
Uses Software
Cites Work
- Unnamed Item
- Unnamed Item
- Unnamed Item
- A methodology for fitting and validating metamodels in simulation
- Novel algorithm for modeling combined laser and induction welding respecting keyhole effect
- Decision Forests: A Unified Framework for Classification, Regression, Density Estimation, Manifold Learning and Semi-Supervised Learning
- Multi‐objective optimization of a linear induction motor using 3D FEM
- An Introduction to Machine Learning
- An Introduction to Statistical Learning
- Surrogate-Based Modeling and Optimization
- Random forests