Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks
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Title
Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks
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Journal
COMPUTATIONAL MECHANICS
Volume -, Issue -, Pages -
Publisher
Springer Science and Business Media LLC
Online
2021-01-07
DOI
10.1007/s00466-020-01952-9
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Note: Only part of the references are listed.- Ventricle-valve-aorta flow analysis with the Space–Time Isogeometric Discretization and Topology Change
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- (2020) A. Bayram Mohamed et al. COMPUTERS & FLUIDS
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- (2020) Maziar Raissi et al. SCIENCE
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- (2020) Qizhi He et al. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
- The actuator line method for wind turbine modelling applied in a variational multiscale framework
- (2020) M. Ravensbergen et al. COMPUTERS & FLUIDS
- Extraction of mechanical properties of materials through deep learning from instrumented indentation
- (2020) Lu Lu et al. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
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- (2020) Saad A. Khairallah et al. SCIENCE
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- (2020) A. M. Tartakovsky et al. WATER RESOURCES RESEARCH
- A variational multiscale framework for atmospheric turbulent flows over complex environmental terrains
- (2020) M. Ravensbergen et al. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
- Spattering and denudation in laser powder bed fusion process: Multiphase flow modelling
- (2020) Hui Chen et al. ACTA MATERIALIA
- Space–Time Variational Multiscale Isogeometric Analysis of a tsunami-shelter vertical-axis wind turbine
- (2020) Yuto Otoguro et al. COMPUTATIONAL MECHANICS
- Gas turbine computational flow and structure analysis with isogeometric discretization and a complex-geometry mesh generation method
- (2020) Yuri Bazilevs et al. COMPUTATIONAL MECHANICS
- Optimizing Gas Turbine Performance Using the Surrogate Management Framework and High-Fidelity Flow Modeling
- (2020) Nikita Kozak et al. Energies
- A conservative level set method on unstructured meshes for modeling multiphase thermo-fluid flow in additive manufacturing processes
- (2020) Stephen Lin et al. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
- Keyhole threshold and morphology in laser melting revealed by ultrahigh-speed x-ray imaging
- (2019) Ross Cunningham et al. SCIENCE
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- (2019) Yuto Otoguro et al. COMPUTATIONAL MECHANICS
- Space–time computational analysis of tire aerodynamics with actual geometry, road contact, tire deformation, road roughness and fluid film
- (2019) Takashi Kuraishi et al. COMPUTATIONAL MECHANICS
- Transfer learning of deep material network for seamless structure–property predictions
- (2019) Zeliang Liu et al. COMPUTATIONAL MECHANICS
- Exploring the 3D architectures of deep material network in data-driven multiscale mechanics
- (2019) Zeliang Liu et al. JOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS
- Surrogate modeling for fluid flows based on physics-constrained deep learning without simulation data
- (2019) Luning Sun et al. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
- Physics-informed CoKriging: A Gaussian-process-regression-based multifidelity method for data-model convergence
- (2019) Xiu Yang et al. JOURNAL OF COMPUTATIONAL PHYSICS
- Interface-Capturing Method for Free-Surface Plunging and Breaking Waves
- (2019) Lixing Zhu et al. JOURNAL OF ENGINEERING MECHANICS
- Machine learning in cardiovascular flows modeling: Predicting arterial blood pressure from non-invasive 4D flow MRI data using physics-informed neural networks
- (2019) Georgios Kissas et al. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
- Heat and fluid flow in additive manufacturing—Part I: Modeling of powder bed fusion
- (2018) T. Mukherjee et al. COMPUTATIONAL MATERIALS SCIENCE
- Heat and fluid flow in additive manufacturing – Part II: Powder bed fusion of stainless steel, and titanium, nickel and aluminum base alloys
- (2018) T. Mukherjee et al. COMPUTATIONAL MATERIALS SCIENCE
- Data-driven multi-scale multi-physics models to derive process–structure–property relationships for additive manufacturing
- (2018) Wentao Yan et al. COMPUTATIONAL MECHANICS
- A fully coupled finite element formulation for liquid–solid–gas thermo-fluid flow with melting and solidification
- (2018) J. Yan et al. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
- Microstructural material database for self-consistent clustering analysis of elastoplastic strain softening materials
- (2018) Zeliang Liu et al. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
- Turbocharger turbine and exhaust manifold flow computation with the Space–Time Variational Multiscale Method and Isogeometric Analysis
- (2018) Yuto Otoguro et al. COMPUTERS & FLUIDS
- Measurement of the Melt Pool Length During Single Scan Tracks in a Commercial Laser Powder Bed Fusion Process
- (2018) J. C. Heigel et al. JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME
- Meso-scale modeling of multiple-layer fabrication process in Selective Electron Beam Melting: Inter-layer/track voids formation
- (2018) Wentao Yan et al. MATERIALS & DESIGN
- A deep material network for multiscale topology learning and accelerated nonlinear modeling of heterogeneous materials
- (2018) Zeliang Liu et al. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
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- (2018) Takashi Kuraishi et al. COMPUTATIONAL MECHANICS
- Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
- (2018) M. Raissi et al. JOURNAL OF COMPUTATIONAL PHYSICS
- Machine learning of linear differential equations using Gaussian processes
- (2017) Maziar Raissi et al. JOURNAL OF COMPUTATIONAL PHYSICS
- Modeling of Powder Bed Manufacturing Defects
- (2017) H.-W. Mindt et al. JOURNAL OF MATERIALS ENGINEERING AND PERFORMANCE
- A survey of deep neural network architectures and their applications
- (2017) Weibo Liu et al. NEUROCOMPUTING
- Ror2 signaling regulates Golgi structure and transport through IFT20 for tumor invasiveness
- (2017) Michiru Nishita et al. Scientific Reports
- Multi-scale modeling of electron beam melting of functionally graded materials
- (2016) Wentao Yan et al. ACTA MATERIALIA
- Laser powder-bed fusion additive manufacturing: Physics of complex melt flow and formation mechanisms of pores, spatter, and denudation zones
- (2016) Saad A. Khairallah et al. ACTA MATERIALIA
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- (2016) Zeliang Liu et al. COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
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- Residual-based turbulence models for moving boundary flows: hierarchical application of variational multiscale method and three-level scale separation
- (2013) Arif Masud et al. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN FLUIDS
- A direct particle-based computational framework for electrically enhanced thermo-mechanical sintering of powdered materials
- (2013) TI Zohdi MATHEMATICS AND MECHANICS OF SOLIDS
- Fundamental consolidation mechanisms during selective beam melting of powders
- (2013) Carolin Körner et al. MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING
- Space–Time and ALE-VMS Techniques for Patient-Specific Cardiovascular Fluid–Structure Interaction Modeling
- (2012) Kenji Takizawa et al. ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING
- Computational Methods for Parachute Fluid–Structure Interactions
- (2012) Kenji Takizawa et al. ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING
- Fluid–structure interaction modeling of ringsail parachutes with disreefing and modified geometric porosity
- (2012) Kenji Takizawa et al. COMPUTATIONAL MECHANICS
- SPACE–TIME FLUID–STRUCTURE INTERACTION METHODS
- (2012) KENJI TAKIZAWA et al. MATHEMATICAL MODELS & METHODS IN APPLIED SCIENCES
- Multiscale space–time fluid–structure interaction techniques
- (2011) Kenji Takizawa et al. COMPUTATIONAL MECHANICS
- Stabilized space–time computation of wind-turbine rotor aerodynamics
- (2011) Kenji Takizawa et al. COMPUTATIONAL MECHANICS
- Numerical-performance studies for the stabilized space–time computation of wind-turbine rotor aerodynamics
- (2011) Kenji Takizawa et al. COMPUTATIONAL MECHANICS
- 3D simulation of wind turbine rotors at full scale. Part I: Geometry modeling and aerodynamics
- (2010) Y. Bazilevs et al. INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN FLUIDS
- Lattice Boltzmann model for thermal free surface flows with liquid–solid phase transition
- (2010) Elham Attar et al. INTERNATIONAL JOURNAL OF HEAT AND FLUID FLOW
- Mesoscopic simulation of selective beam melting processes
- (2010) Carolin Körner et al. JOURNAL OF MATERIALS PROCESSING TECHNOLOGY
- A variational multiscale stabilized formulation for the incompressible Navier–Stokes equations
- (2009) Arif Masud et al. COMPUTATIONAL MECHANICS
- Isogeometric fluid-structure interaction: theory, algorithms, and computations
- (2008) Y. Bazilevs et al. COMPUTATIONAL MECHANICS
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