4.5 Article

A mesoscopic digital twin that bridges length and time scales for control of additively manufactured metal microstructures

Related references

Note: Only part of the references are listed.
Article Engineering, Industrial

Digital Twin-enabled Collaborative Data Management for Metal Additive Manufacturing Systems

Chao Liu et al.

Summary: Metal Additive Manufacturing (AM) has gained attention due to its advantages, but the complex relationships limit its widespread use. To facilitate its development, this paper proposes a Digital Twin-enabled collaborative data management framework, which has been validated through practical implementation.

JOURNAL OF MANUFACTURING SYSTEMS (2022)

Review Nanoscience & Nanotechnology

Metallurgy, mechanistic models and machine learning in metal printing

T. DebRoy et al.

Summary: Metal printing is widely used in key industries to produce complex parts that are difficult to manufacture conventionally, with metallurgy, mechanistic models, and machine learning driving its continued growth. Additive manufacturing allows for the printing of metallic parts with specific chemical compositions and properties, but the selection of alloys, printing processes, and variables results in a diverse range of microstructures, properties, and defects that impact the serviceability of printed parts.

NATURE REVIEWS MATERIALS (2021)

Proceedings Paper Materials Science, Multidisciplinary

Application and performance of machine learning techniques in manufacturing sector from the past two decades: A review

Uma Maheshwera Reddy Paturi et al.

Summary: Advancements in technology have provided researchers with opportunities to utilize artificial intelligence in manufacturing, but the variation in performance poses a major challenge for researchers.

MATERIALS TODAY-PROCEEDINGS (2021)

Article Materials Science, Multidisciplinary

Microstructural control in metal laser powder bed fusion additive manufacturing using laser beam shaping strategy

Rongpei Shi et al.

ACTA MATERIALIA (2020)

Article Engineering, Manufacturing

In-situ full-field mapping of melt flow dynamics in laser metal additive manufacturing

Qilin Guo et al.

ADDITIVE MANUFACTURING (2020)

Article Automation & Control Systems

Neural networks for trajectory evaluation in direct laser writing

Anton Bauhofer et al.

INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY (2020)

Review Materials Science, Multidisciplinary

Machine Learning in Additive Manufacturing: A Review

Lingbin Meng et al.

Article Multidisciplinary Sciences

Controlling interdependent meso-nanosecond dynamics and defect generation inmetal 3D printing

Saad A. Khairallah et al.

SCIENCE (2020)

Article Biochemistry & Molecular Biology

Molecular dynamics simulation of coalescence kinetics and neck growth in laser additive manufacturing of aluminum alloy nanoparticles

Jyotirmoy Nandy et al.

JOURNAL OF MOLECULAR MODELING (2020)

Review Engineering, Manufacturing

Characterising the Digital Twin: A systematic literature review

David Jones et al.

CIRP JOURNAL OF MANUFACTURING SCIENCE AND TECHNOLOGY (2020)

Review Materials Science, Multidisciplinary

Modeling and Simulation of Microstructure Evolution for Additive Manufacturing of Metals: A Critical Review

Carolin Koerner et al.

METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE (2020)

Article Materials Science, Multidisciplinary

Controlling grain nucleation and morphology by laser beam shaping in metal additive manufacturing

Tien T. Roehling et al.

MATERIALS & DESIGN (2020)

Review Engineering, Manufacturing

Invited review: Machine learning for materials developments in metals additive manufacturing

N. S. Johnson et al.

ADDITIVE MANUFACTURING (2020)

Article Engineering, Manufacturing

Machine learning in additive manufacturing: State-of-the-art and perspectives

C. Wang et al.

ADDITIVE MANUFACTURING (2020)

Article Materials Science, Multidisciplinary

Laser-metal interaction dynamics during additive manufacturing resolved by detection of thermally-induced electron emission

Philip J. DePond et al.

COMMUNICATIONS MATERIALS (2020)

Article Materials Science, Multidisciplinary

Critical nuclei at hetero-phase interfaces

Rongpei Shi et al.

ACTA MATERIALIA (2020)

Article Materials Science, Multidisciplinary

Interface kinetics of rapid solidification of binary alloys by atomistic simulations: Application to Ti-Ni alloys

Sepideh Kavousi et al.

COMPUTATIONAL MATERIALS SCIENCE (2020)

Article Computer Science, Information Systems

Digital Twin: Values, Challenges and Enablers From a Modeling Perspective

Adil Rasheed et al.

IEEE ACCESS (2020)

Article Materials Science, Multidisciplinary

Corrosion properties of 304L stainless steel made by directed energy deposition additive manufacturing

Michael A. Melia et al.

CORROSION SCIENCE (2019)

Article Engineering, Mechanical

Structural representation of additively manufactured 316L austenitic stainless steel

C. A. Bronkhorst et al.

INTERNATIONAL JOURNAL OF PLASTICITY (2019)

Article Materials Science, Multidisciplinary

Energy Coupling Mechanisms and Scaling Behavior Associated with Laser Powder Bed Fusion Additive Manufacturing

Jianchao Ye et al.

ADVANCED ENGINEERING MATERIALS (2019)

Review Materials Science, Multidisciplinary

Phase-field modeling of crystal nucleation in undercooled liquids - A review

Laszlo Granasy et al.

PROGRESS IN MATERIALS SCIENCE (2019)

Article Multidisciplinary Sciences

Dynamics of pore formation during laser powder bed fusion additive manufacturing

Aiden A. Martin et al.

NATURE COMMUNICATIONS (2019)

Editorial Material Chemistry, Physical

Scientific, technological and economic issues in metal printing and their solutions

T. DebRoy et al.

NATURE MATERIALS (2019)

Article Physics, Multidisciplinary

Bulk-Explosion-Induced Metal Spattering During Laser Processing

Cang Zhao et al.

PHYSICAL REVIEW X (2019)

Article Materials Science, Multidisciplinary

A phase-field model for hydride formation in polycrystalline metals: Application to δ-hydride in zirconium alloys

Tae Wook Heo et al.

ACTA MATERIALIA (2019)

Article Computer Science, Hardware & Architecture

Digital Twins: Bridging Physical Space and Cyberspace

Roberto Saracco

COMPUTER (2019)

Article Computer Science, Interdisciplinary Applications

Review of digital twin applications in manufacturing

Chiara Cimino et al.

COMPUTERS IN INDUSTRY (2019)

Article Materials Science, Multidisciplinary

A multi-scale, multi-physics modeling framework to predict spatial variation of properties in additive-manufactured metals

Carl Herriott et al.

MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING (2019)

Article Engineering, Manufacturing

Fast solution strategy for transient heat conduction for arbitrary scan paths in additive manufacturing

Alexander J. Wolfer et al.

ADDITIVE MANUFACTURING (2019)

Article Materials Science, Multidisciplinary

A digital twin for rapid qualification of 3D printed metallic components

T. Mukherjee et al.

APPLIED MATERIALS TODAY (2019)

Article Materials Science, Multidisciplinary

Ultrafast dynamics of laser-metal interactions in additive manufacturing alloys captured by in situ X-ray imaging

Aiden A. Martin et al.

MATERIALS TODAY ADVANCES (2019)

Review Materials Science, Multidisciplinary

Corrosion of metallic materials fabricated by selective laser melting

Decheng Kong et al.

NPJ MATERIALS DEGRADATION (2019)

Article Automation & Control Systems

Gaussian process-based surrogate modeling framework for process planning in laser powder-bed fusion additive manufacturing of 316L stainless steel

Gustavo Tapia et al.

INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY (2018)

Article Materials Science, Multidisciplinary

Matching time and spatial scales of rapid solidification: dynamic TEM experiments coupled to CALPHAD-informed phase-field simulations

Aurelien Perron et al.

MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING (2018)

Article Chemistry, Physical

Additively manufactured hierarchical stainless steels with high strength and ductility

Y. Morris Wang et al.

NATURE MATERIALS (2018)

Article Mathematics, Interdisciplinary Applications

Data-driven multi-scale multi-physics models to derive process-structure-property relationships for additive manufacturing

Wentao Yan et al.

COMPUTATIONAL MECHANICS (2018)

Article Materials Science, Multidisciplinary

Rapid Solidification in Bulk Ti-Nb Alloys by Single-Track Laser Melting

John D. Roehling et al.

Article Engineering, Industrial

Investigation on evolution mechanisms of site-specific grain structures during metal additive manufacturing

P. W. Liu et al.

JOURNAL OF MATERIALS PROCESSING TECHNOLOGY (2018)

Article Materials Science, Multidisciplinary

Understanding homogeneous nucleation in solidification of aluminum by molecular dynamics simulations

Avik Mahata et al.

MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING (2018)

Review Materials Science, Multidisciplinary

Additive manufacturing of metallic components - Process, structure and properties

T. DebRoy et al.

PROGRESS IN MATERIALS SCIENCE (2018)

Article Instruments & Instrumentation

An instrument for in situ time-resolved X-ray imaging and diffraction of laser powder bed fusion additive manufacturing processes

Nicholas P. Calta et al.

REVIEW OF SCIENTIFIC INSTRUMENTS (2018)

Article Nanoscience & Nanotechnology

Form of critical nuclei at homo-phase boundaries

Rongpei Shi et al.

SCRIPTA MATERIALIA (2018)

Article Multidisciplinary Sciences

In situ X-ray imaging of defect and molten pool dynamics in laser additive manufacturing

Chu Lun Alex Leung et al.

NATURE COMMUNICATIONS (2018)

Article Materials Science, Multidisciplinary

Additive manufacturing - a general corrosion perspective

Cem Ornek

CORROSION ENGINEERING SCIENCE AND TECHNOLOGY (2018)

Article Materials Science, Multidisciplinary

Machine-Learning-Based Monitoring of Laser Powder Bed Fusion

Bodi Yuan et al.

ADVANCED MATERIALS TECHNOLOGIES (2018)

Review Materials Science, Multidisciplinary

Corrosion of Additively Manufactured Alloys: A Review

G. Sander et al.

CORROSION (2018)

Article Physics, Applied

Time-Resolved Absorptance and Melt Pool Dynamics during Intense Laser Irradiation of a Metal

Brian J. Simonds et al.

PHYSICAL REVIEW APPLIED (2018)

Article Materials Science, Multidisciplinary

Computer Vision and Machine Learning for Autonomous Characterization of AM Powder Feedstocks

Brian L. Decost et al.

Article Materials Science, Multidisciplinary

Simulation Study of Heterogeneous Nucleation at Grain Boundaries During the Austenite-Ferrite Phase Transformation: Comparing the Classical Model with the Multi-Phase Field Nudged Elastic Band Method

Huajing Song et al.

METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE (2017)

Article Metallurgy & Metallurgical Engineering

A Molecular Dynamics Study of Partitionless Solidification and Melting of Al-Cu Alloys

Sankar Kumar Deb Nath et al.

ISIJ INTERNATIONAL (2017)

Article Materials Science, Multidisciplinary

Characterizing heterogeneous intragranular deformations in polycrystalline solids using diffraction-based and mechanics-based metrics

Robert Carson et al.

MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING (2017)

Article Materials Science, Multidisciplinary

Crystal plasticity modeling of β phase deformation in Ti-6Al-4V

John A. Moore et al.

MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING (2017)

Article Nanoscience & Nanotechnology

Building digital twins of 3D printing machines

T. DebRoy et al.

SCRIPTA MATERIALIA (2017)

Article Green & Sustainable Science & Technology

Molecular Dynamics Study of Thermodynamic Properties of Nanoclusters for Additive Manufacturing

Truong Quoc Vo et al.

INTERNATIONAL JOURNAL OF PRECISION ENGINEERING AND MANUFACTURING-GREEN TECHNOLOGY (2017)

Article Materials Science, Multidisciplinary

Building blocks for a digital twin of additive manufacturing

G. L. Knapp et al.

ACTA MATERIALIA (2017)

Article Materials Science, Multidisciplinary

Modulating laser intensity profile ellipticity for microstructural control during metal additive manufacturing

Tien T. Roehling et al.

ACTA MATERIALIA (2017)

Article Materials Science, Multidisciplinary

Modeling slip system strength evolution in Ti-7A1 informed by in-situ grain stress measurements

Darren C. Pagan et al.

ACTA MATERIALIA (2017)

Review Materials Science, Multidisciplinary

Review of in-situ process monitoring and in-situ metrology for metal additive manufacturing

Sarah K. Everton et al.

MATERIALS & DESIGN (2016)

Article Materials Science, Multidisciplinary

Graded microstructure and mechanical properties of additive manufactured Ti-6Al-4V via electron beam melting

Xipeng Tan et al.

ACTA MATERIALIA (2015)

Article Thermodynamics

A thermodynamic re-assessment of Al-V toward an assessment of the ternary Al-Ti-V system

Bonnie Lindahl et al.

CALPHAD-COMPUTER COUPLING OF PHASE DIAGRAMS AND THERMOCHEMISTRY (2015)

Article Materials Science, Multidisciplinary

Multi-scale modeling of solidification and microstructure development in laser keyhole welding process for austenitic stainless steel

Wenda Tan et al.

COMPUTATIONAL MATERIALS SCIENCE (2015)

Article Materials Science, Multidisciplinary

Site specific control of crystallographic grain orientation through electron beam additive manufacturing

R. R. Dehoff et al.

MATERIALS SCIENCE AND TECHNOLOGY (2015)

Article Materials Science, Multidisciplinary

Phase-field modeling of coring during solidification of Au-Ni alloy using quaternions and CALPHAD input

J. -L. Fattebert et al.

ACTA MATERIALIA (2014)

Article Materials Science, Multidisciplinary

Phase-field modeling of displacive phase transformations in elastically anisotropic and inhomogeneous polycrystals

Tae Wook Heo et al.

ACTA MATERIALIA (2014)

Article Materials Science, Multidisciplinary

Variant selection of grain boundary α by special prior β grain boundaries in titanium alloys

R. Shi et al.

ACTA MATERIALIA (2014)

Article Mathematics, Interdisciplinary Applications

Implementation of a thermomechanical model for the simulation of selective laser melting

N. E. Hodge et al.

COMPUTATIONAL MECHANICS (2014)

Article Materials Science, Multidisciplinary

Phase-Field Modeling of Nucleation in Solid-State Phase Transformations

Tae Wook Heo et al.

Article Engineering, Industrial

Mesoscopic simulation model of selective laser melting of stainless steel powder

Saad A. Khairallah et al.

JOURNAL OF MATERIALS PROCESSING TECHNOLOGY (2014)

Article Engineering, Manufacturing

DREAM. 3D: A Digital Representation Environment for the Analysis of Microstructure in 3D

Michael A. Groeber et al.

INTEGRATING MATERIALS AND MANUFACTURING INNOVATION (2014)

Article Physics, Mathematical

A Spectral Iterative Method for the Computation of Effective Properties of Elastically Inhomogeneous Polycrystals

Saswata Bhattacharyya et al.

COMMUNICATIONS IN COMPUTATIONAL PHYSICS (2012)

Article Nanoscience & Nanotechnology

Effective elastic properties of polycrystals based on phase-field description

G. Sheng et al.

MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING (2012)

Article Thermodynamics

Assessment of diffusion mobility for the bcc phase of the Ti-Al-Cr system

Weibang Li et al.

CALPHAD-COMPUTER COUPLING OF PHASE DIAGRAMS AND THERMOCHEMISTRY (2011)

Article Materials Science, Multidisciplinary

A phase-field model of stress effect on grain boundary migration

Saswata Bhattacharyya et al.

MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING (2011)

Article Computer Science, Interdisciplinary Applications

A numerical algorithm for the solution of a phase-field model of polycrystalline materials

M. R. Dorr et al.

JOURNAL OF COMPUTATIONAL PHYSICS (2010)

Article Chemistry, Physical

Assessment of Atomic Mobilities for bcc Phase of Ti-Al-V System

Lei Huang et al.

JOURNAL OF PHASE EQUILIBRIA AND DIFFUSION (2010)

Article Nanoscience & Nanotechnology

Thermodynamic and kinetic modeling of bcc phase in the Ti-Al-V ternary system

H. Wang et al.

MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING (2010)

Article Nanoscience & Nanotechnology

Incorporating diffuse-interface nuclei in phase-field simulations

Tae Wook Heo et al.

SCRIPTA MATERIALIA (2010)

Article Chemistry, Physical

Assessment of the diffusional mobilities in bcc Ti-V alloys

Yajun Liu et al.

JOURNAL OF ALLOYS AND COMPOUNDS (2009)

Article Materials Science, Multidisciplinary

Defect evolution and pore collapse in crystalline energetic materials

Nathan R. Barton et al.

MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING (2009)

Article Chemistry, Physical

The Al-B-Nb-Ti system III. Thermodynamic re-evaluation of the constituent binary system Al-Ti

V. T. Witusiewicz et al.

JOURNAL OF ALLOYS AND COMPOUNDS (2008)

Article Nanoscience & Nanotechnology

A predictive equation for solute diffusivity in liquid metals

Yong Liu et al.

SCRIPTA MATERIALIA (2006)

Article Materials Science, Multidisciplinary

Kinetic coefficient of Ni solid-liquid interfaces from molecular-dynamics simulations

DY Sun et al.

PHYSICAL REVIEW B (2004)

Article Nanoscience & Nanotechnology

Phase field modeling of simultaneous nucleation and growth by explicitly incorporating nucleation events

JP Simmons et al.

SCRIPTA MATERIALIA (2000)