Nonlinear Regression Operating on Microstructures Described from Topological Data Analysis for the Real-Time Prediction of Effective Properties

Nonlinear Regression Operating on Microstructures Described from Topological Data Analysis for the Real-Time Prediction of Effective Properties

Real-time decision making needs evaluating quantities of interest (QoI) in almost real time. When these QoI are related to models based on physics, the use of Model Order Reduction techniques allows speeding-up calculations, enabling fast and accurate evaluations. To accommodate real-time constraint...

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Bibliographic Details
Main Authors: Minyoung Yun, Clara Argerich, Elias Cueto, Jean Louis Duval, Francisco Chinesta
Format: Article
Language:English
Published: MDPI AG 2020-05-01
Series:Materials
Subjects:
machine learning
data-driven mechanics
TDA
<i>Code2Vect</i>
nonlinear regression
effective properties
Online Access:https://www.mdpi.com/1996-1944/13/10/2335

Internet

https://www.mdpi.com/1996-1944/13/10/2335

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