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Hygrothermal ageing behaviour of a glass/epoxy composite used in wind turbine blades

Composite structures, 2017-08, Vol.174, p.110-122

2017

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Micromechanics-based surrogate models for the response of composites: A critical comparison between a classical mesoscale constitutive model, hyper-reduction and neural networks

European journal of mechanics, A, Solids, 2020-07, Vol.82, p.103995, Article 103995

2020

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Physically recurrent neural networks for path-dependent heterogeneous materials: Embedding constitutive models in a data-driven surrogate

Computer methods in applied mechanics and engineering, 2023-03, Vol.407, p.115934, Article 115934

2023

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A microstructure-based graph neural network for accelerating multiscale simulations

Computer methods in applied mechanics and engineering, 2024-07, Vol.427, p.117001, Article 117001

2024

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Machine learning of evolving physics-based material models for multiscale solid mechanics

Mechanics of materials, 2023-09, Vol.184, p.104707, Article 104707

2023

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Unifying creep and fatigue modeling of composites: A time-homogenized micromechanical framework with viscoplasticity and cohesive damage

Journal of the mechanics and physics of solids, 2024-12, Vol.193, p.105904, Article 105904

2024

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Numerical/experimental study of the monotonic and cyclic viscoelastic/viscoplastic/fracture behavior of an epoxy resin

International journal of solids and structures, 2019-08, Vol.168, p.153-165

2019

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On-the-fly construction of surrogate constitutive models for concurrent multiscale mechanical analysis through probabilistic machine learning

Journal of Computational Physics: X, 2021-01, Vol.9, p.100083, Article 100083

2021

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Physically recurrent neural network for rate and path-dependent heterogeneous materials in a finite strain framework

Mechanics of materials, 2024-11, Vol.198, p.105145, Article 105145

2024

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An adaptive domain-based POD/ECM hyper-reduced modeling framework without offline training

Computer methods in applied mechanics and engineering, 2020-01, Vol.358, p.112650, Article 112650

2020

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Combined experimental/numerical investigation of directional moisture diffusion in glass/epoxy composites

Composites science and technology, 2017-10, Vol.151, p.16-24

2017

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Efficient micromechanical analysis of fiber-reinforced composites subjected to cyclic loading through time homogenization and reduced-order modeling

Computer methods in applied mechanics and engineering, 2019-03, Vol.345, p.644-670

2019

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A combined experimental/numerical investigation on hygrothermal aging of fiber-reinforced composites

European journal of mechanics, A, Solids, 2019-01, Vol.73, p.407-419

2019

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A hybrid shared/distributed memory parallel genetic algorithm for optimization of laminate composites

Composite structures, 2014-01, Vol.107, p.288-297

2014

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Hygrothermal ageing behaviour of a glass/epoxy composite used in wind turbine blades

Micromechanics-based surrogate models for the response of composites: A critical comparison between a classical mesoscale constitutive model, hyper-reduction and neural networks

Physically recurrent neural networks for path-dependent heterogeneous materials: Embedding constitutive models in a data-driven surrogate

A microstructure-based graph neural network for accelerating multiscale simulations

Machine learning of evolving physics-based material models for multiscale solid mechanics

Unifying creep and fatigue modeling of composites: A time-homogenized micromechanical framework with viscoplasticity and cohesive damage

Numerical/experimental study of the monotonic and cyclic viscoelastic/viscoplastic/fracture behavior of an epoxy resin

On-the-fly construction of surrogate constitutive models for concurrent multiscale mechanical analysis through probabilistic machine learning

Physically recurrent neural network for rate and path-dependent heterogeneous materials in a finite strain framework

An adaptive domain-based POD/ECM hyper-reduced modeling framework without offline training

Combined experimental/numerical investigation of directional moisture diffusion in glass/epoxy composites

Efficient micromechanical analysis of fiber-reinforced composites subjected to cyclic loading through time homogenization and reduced-order modeling

A combined experimental/numerical investigation on hygrothermal aging of fiber-reinforced composites

A hybrid shared/distributed memory parallel genetic algorithm for optimization of laminate composites

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