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Deep learning for plasticity and thermo-viscoplasticity

International journal of plasticity, 2021-01, Vol.136, p.102852, Article 102852

2021

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Topology optimization of 2D structures with nonlinearities using deep learning

Computers & structures, 2020-09, Vol.237, p.106283, Article 106283

2020

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Deep learning for topology optimization of 2D metamaterials

Materials & design, 2020-11, Vol.196, p.109098, Article 109098

2020

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Acoustic band gaps and elastic stiffness of PMMA cellular solids based on triply periodic minimal surfaces

Materials & design, 2018-05, Vol.145, p.20-27

2018

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Prediction and optimization of mechanical properties of composites using convolutional neural networks

Composite structures, 2019-11, Vol.227, p.111264, Article 111264

2019

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Enhanced physics‐informed neural networks for hyperelasticity

International journal for numerical methods in engineering, 2023-04, Vol.124 (7), p.1585-1601

2023

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Deep learning operator network for plastic deformation with variable loads and material properties

Engineering with computers, 2024-04, Vol.40 (2), p.917-929

2024

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Deep Learning Enabled Strain Mapping of Single-Atom Defects in Two-Dimensional Transition Metal Dichalcogenides with Sub-Picometer Precision

Nano letters, 2020-05, Vol.20 (5), p.3369-3377

2020

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Analysis of edge defects in an elastic plate using SH-waves

Journal of Mechanical Science and Technology, 2019, 33(1), , pp.87-94

2019

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A deep learning energy method for hyperelasticity and viscoelasticity

European journal of mechanics, A, Solids, 2022-09, Vol.95, p.104639, Article 104639

2022

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Shielding effectiveness and bandgaps of interpenetrating phase composites based on the Schwarz Primitive surface

Journal of applied physics, 2018-11, Vol.124 (17)

2018

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Mechanical contrast in spectroscopic magnetomotive optical coherence elastography

Physics in medicine & biology, 2015-09, Vol.60 (17), p.6655-6668

2015

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Magnetomotive optical coherence elastography using magnetic particles to induce mechanical waves

Biomedical optics express, 2014-07, Vol.5 (7), p.2349-2361

2014

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Interstitial magnetic thermotherapy dosimetry based on shear wave magnetomotive optical coherence elastography

Biomedical optics express, 2019-02, Vol.10 (2), p.539-551

2019

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Mechanical properties of 3D printed polymeric cellular materials with triply periodic minimal surface architectures

Materials & design, 2017-05, Vol.122, p.255-267

2017

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Modelling and process optimization for functionally graded materials

International journal for numerical methods in engineering, 2005-01, Vol.62 (2), p.186-204

2005

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Reflection of sh waves from an irregular free-end in a semi-infinite elastic plate

The Journal of the Acoustical Society of America, 2001-05, Vol.109 (5_Supplement), p.2353-2353

2001

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Phase imaging with computational specificity (PICS) for measuring dry mass changes in sub-cellular compartments

Nature communications, 2020-12, Vol.11 (1), p.6256-6256, Article 6256

2020

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Label-free SARS-CoV-2 detection and classification using phase imaging with computational specificity

Light, science & applications, 2021-09, Vol.10 (1), p.176-12, Article 176

2021

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Error estimates and physics informed augmentation of neural networks for thermally coupled incompressible Navier Stokes equations

Computational mechanics, 2023-08, Vol.72 (2), p.267-289

2023

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White blood cell detection, classification and analysis using phase imaging with computational specificity (PICS)

Scientific reports, 2022-11, Vol.12 (1), p.20043-10, Article 20043

2022

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Knowledge-guided analysis of "omics" data using the KnowEnG cloud platform

PLoS biology, 2020-01, Vol.18 (1), p.e3000583-e3000583

2020

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ChemNet: A Deep Neural Network for Advanced Composites Manufacturing

The journal of physical chemistry. B, 2020-10, Vol.124 (42), p.9428-9437

2020

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Analysis of different color unmixing methods for cMET-PDL1-EGFR multiplex assay

Journal of clinical oncology, 2023-06, Vol.41 (16_suppl), p.e21080-e21080

2023

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Label-free colorectal cancer screening using deep learning and spatial light interference microscopy (SLIM)

APL photonics, 2020-04, Vol.5 (4), p.40805-040805-7

2020

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Deep learning for plasticity and thermo-viscoplasticity

Topology optimization of 2D structures with nonlinearities using deep learning

Deep learning for topology optimization of 2D metamaterials

Acoustic band gaps and elastic stiffness of PMMA cellular solids based on triply periodic minimal surfaces

Prediction and optimization of mechanical properties of composites using convolutional neural networks

Enhanced physics‐informed neural networks for hyperelasticity

Deep learning operator network for plastic deformation with variable loads and material properties

Deep Learning Enabled Strain Mapping of Single-Atom Defects in Two-Dimensional Transition Metal Dichalcogenides with Sub-Picometer Precision

Analysis of edge defects in an elastic plate using SH-waves

A deep learning energy method for hyperelasticity and viscoelasticity

Shielding effectiveness and bandgaps of interpenetrating phase composites based on the Schwarz Primitive surface

Mechanical contrast in spectroscopic magnetomotive optical coherence elastography

Magnetomotive optical coherence elastography using magnetic particles to induce mechanical waves

Interstitial magnetic thermotherapy dosimetry based on shear wave magnetomotive optical coherence elastography

Mechanical properties of 3D printed polymeric cellular materials with triply periodic minimal surface architectures

Modelling and process optimization for functionally graded materials

Reflection of sh waves from an irregular free-end in a semi-infinite elastic plate

Phase imaging with computational specificity (PICS) for measuring dry mass changes in sub-cellular compartments

Label-free SARS-CoV-2 detection and classification using phase imaging with computational specificity

Error estimates and physics informed augmentation of neural networks for thermally coupled incompressible Navier Stokes equations

White blood cell detection, classification and analysis using phase imaging with computational specificity (PICS)

Knowledge-guided analysis of "omics" data using the KnowEnG cloud platform

ChemNet: A Deep Neural Network for Advanced Composites Manufacturing

Analysis of different color unmixing methods for cMET-PDL1-EGFR multiplex assay

Label-free colorectal cancer screening using deep learning and spatial light interference microscopy (SLIM)

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