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Computational Mechanics with Deep Learning: An Introduction

1, 2022

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Computational Mechanics with Neural Networks

1st ed. 2021., 2021

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Node-by-node parallel finite elements: a virtually meshless method

International journal for numerical methods in engineering, 2004-05, Vol.60 (1), p.69-102

Yagawa, G.

2004

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Parallel computing of high-speed compressible flows using a node-based finite-element method

International journal for numerical methods in engineering, 2003-09, Vol.58 (3), p.481-511

2003

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Free mesh method : A new meshless finite element method

Computational mechanics, 1996-09, Vol.18 (5), p.383-386

1996

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Direct numerical simulation of aerodynamic sounds by a compressible CFD scheme with node-by-node finite elements

Computer methods in applied mechanics and engineering, 2006-02, Vol.195 (13-16), p.1896-1910

2006

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Large-scale parallel flow analysis based on free mesh method: a virtually meshless method

Computer methods in applied mechanics and engineering, 1999-05, Vol.174 (3), p.419-431

1999

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Generalized nodes and high-performance elements

International journal for numerical methods in engineering, 2005-12, Vol.64 (15), p.2039-2071

2005

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Parallel computing for incompressible flow using a Nodal-Based method

Computational mechanics, 1999-03, Vol.23 (2), p.209-217

1999

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Probabilistic fracture mechanics analysis of nuclear structural components: a review of recent Japanese activities

Nuclear engineering and design, 2001-08, Vol.207 (3), p.269-286

2001

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Implicit constitutive modelling for viscoplasticity using neural networks

International journal for numerical methods in engineering, 1998-09, Vol.43 (2), p.195-219

1998

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NEW REGULARIZATION BY TRANSFORMATION FOR NEURAL NETWORK BASED INVERSE ANALYSES AND ITS APPLICATION TO STRUCTURE IDENTIFICATION

International journal for numerical methods in engineering, 1996-12, Vol.39 (23), p.3953-3968

1996

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Risk–benefit analyses of SG tube maintenance based on probabilistic fracture mechanics

Nuclear engineering and design, 2001-08, Vol.207 (3), p.287-298

2001

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Nonlinear Structural Subsystem of GeoFEM for Fault Zone Analysis

Pure and Applied Geophysics, 2000-12, Vol.157 (11-12), p.2105-2124

2000

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GeoFEM: high performance parallel FEM for solid earth

Future generation computer systems, 2001-09, Vol.18 (1), p.107-114

2001

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Three-dimensional elasto-static analysis of 100 million degrees of freedom

Advances in engineering software (1992), 2001-07, Vol.32 (7), p.511-518

2001

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A dynamic contact buckling analysis by the penalty finite element method

International journal for numerical methods in engineering, 1990-03, Vol.29 (4), p.755-774

1990

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Topics of research and development on concrete cask storage of spent nuclear fuel

Nuclear engineering and design, 2008-05, Vol.238 (5), p.1168-1174

2008

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Recent developments of free mesh method

International journal for numerical methods in engineering, 2000-03, Vol.47 (8), p.1419-1443

2000

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Dislocation Dynamics Simulation of Grain Boundary Effects on Yield Behavior of Metals

Key engineering materials, 2004-01, Vol.261-263, p.741-746

2004

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Component mode synthesis for large-scale structural eigenanalysis

Computers & structures, 2001-02, Vol.79 (6), p.605-615

2001

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An interface agent that actively supports CAE beginner users in performing analyses

Advances in engineering software (1992), 1999-08, Vol.30 (8), p.575-579

1999

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Quantitative nondestructive evaluation with ultrasonic method using neural networks and computational mechanics

Computational mechanics, 1995-03, Vol.15 (6), p.521-533

1995

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Neural networks in computational mechanics

Archives of computational methods in engineering, 1996-12, Vol.3 (4), p.435-512

1996

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A parallel finite element method with a supercomputer network

Computers & structures, 1993-05, Vol.47 (3), p.407-418

1993

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Computational Mechanics with Deep Learning: An Introduction

Computational Mechanics with Neural Networks

Node-by-node parallel finite elements: a virtually meshless method

Parallel computing of high-speed compressible flows using a node-based finite-element method

Free mesh method : A new meshless finite element method

Direct numerical simulation of aerodynamic sounds by a compressible CFD scheme with node-by-node finite elements

Large-scale parallel flow analysis based on free mesh method: a virtually meshless method

Generalized nodes and high-performance elements

Parallel computing for incompressible flow using a Nodal-Based method

Probabilistic fracture mechanics analysis of nuclear structural components: a review of recent Japanese activities

Implicit constitutive modelling for viscoplasticity using neural networks

NEW REGULARIZATION BY TRANSFORMATION FOR NEURAL NETWORK BASED INVERSE ANALYSES AND ITS APPLICATION TO STRUCTURE IDENTIFICATION

Risk–benefit analyses of SG tube maintenance based on probabilistic fracture mechanics

Nonlinear Structural Subsystem of GeoFEM for Fault Zone Analysis

GeoFEM: high performance parallel FEM for solid earth

Three-dimensional elasto-static analysis of 100 million degrees of freedom

A dynamic contact buckling analysis by the penalty finite element method

Topics of research and development on concrete cask storage of spent nuclear fuel

Recent developments of free mesh method

Dislocation Dynamics Simulation of Grain Boundary Effects on Yield Behavior of Metals

Component mode synthesis for large-scale structural eigenanalysis

An interface agent that actively supports CAE beginner users in performing analyses

Quantitative nondestructive evaluation with ultrasonic method using neural networks and computational mechanics

Neural networks in computational mechanics

A parallel finite element method with a supercomputer network

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