Volume 25, Issue 1, January 2018

Special issue: Machine learning in computational mechanics. Guest editors: E. Cueto, F. Chinesta

Issue Editors:

ISSN: 1134-3060 (Print) 1886-1784 (Online)

In this issue (11 articles)

  1. No Access

    S.I.: Machine learning in computational mechanics

    Nonlinear Shape-Manifold Learning Approach: Concepts, Tools and Applications

    Liang Meng, Piotr Breitkopf Pages 1-21
  2. No Access

    S.I.: Machine learning in computational mechanics

    kPCA-Based Parametric Solutions Within the PGD Framework

    D. González, J. V. Aguado, E. Cueto Pages 69-86
  3. No Access

    S.I.: Machine learning in computational mechanics

    Reduced Modeling of Unknown Trajectories

    Patrick Héas, Cédric Herzet Pages 87-101
  4. No Access

    S.I.: Machine learning in computational mechanics

    Observable Dictionary Learning for High-Dimensional Statistical Inference

    Lionel Mathelin, Kévin Kasper Pages 103-120
  5. No Access

    S.I.: Machine learning in computational mechanics

    Background Information of Deep Learning for Structural Engineering

    Seunghye Lee, Jingwan Ha Pages 121-129
  6. No Access

    S.I.: Machine learning in computational mechanics

    WYPiWYG Damage Mechanics for Soft Materials: A Data-Driven Approach

    Mar Miñano, Francisco J. Montáns Pages 165-193