Research graph
References from From correlation to causation: data-mechanism dual-driven analysis of defects induced by melt pool dynamics, vapour recoil, and spatter in PBF-LB and mitigation. Local targets link to admitted publications; unresolved targets remain external evidence.
Observation of keyhole-mode laser melting in laser powder-bed fusion additive manufacturing
10.1016/j.jmatprotec.2014.06.005 · 2014 · External reference
Laser melting modes in metal powder bed fusion additive manufacturing
10.1103/revmodphys.94.045002 · 2022 · External reference
Laser powder-bed fusion additive manufacturing: physics of complex melt flow and formation mechanisms of pores, spatter, and denudation zones
10.1016/j.actamat.2016.02.014 · 2016 · External reference
Real-time monitoring of laser powder bed fusion process using high-speed X-ray imaging and diffraction
10.1038/s41598-017-03761-2 · 2017 · External reference
Keyhole threshold and morphology in laser melting revealed by ultrahigh-speed x-ray imaging
10.1126/science.aav4687 · 2019 · External reference
Multi-physics modeling of laser melted magnesium alloy: Bridging melt pool dynamics to microstructure evolution
10.1016/j.jma.2025.06.032 · 2025 · External reference
Modelling of keyhole dynamics and melt pool flow in laser powder bed fusion process
10.1016/j.powtec.2022.117262 · 2022 · External reference
Machine learning-aided real-time detection of keyhole pore generation in laser powder bed fusion
10.1126/science.add4667 · 2023 · External reference
High-precision and ultraspeed monitoring of melt-pool morphology in laser-directed energy deposition using deep learning
10.1016/j.amf.2025.200199 · 2025 · External reference
Multiscale coupling of numerical and data-driven models with HASTE: hybrid algorithm using surrogate temperature evaluation
10.1016/j.cma.2026.118922 · 2026 · External reference
Defects in additive manufactured metals and their effect on fatigue performance: A state-of-the-art review
10.1016/j.pmatsci.2020.100724 · 2021 · External reference
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10.1016/j.jmapro.2026.04.032 · External reference
An instrument for in situ time-resolved X-ray imaging and diffraction of laser powder bed fusion additive manufacturing processes
10.1063/1.5017236 · 2018 · External reference
In-situ synchrotron imaging of keyhole mode multi-layer laser powder bed fusion additive manufacturing
10.1016/j.apmt.2020.100650 · 2020 · External reference
High-speed synchrotron X-ray imaging of laser powder bed fusion process
10.1080/08940886.2019.1582280 · 2019 · External reference
Process mapping of Ti-6Al-4 V laser powder bed fusion using in situ high-speed synchrotron x-ray imaging
2025 · External reference
A laser powder bed fusion system for in situ x-ray diffraction with high-energy synchrotron radiation
10.1063/1.5143766 · 2020 · External reference
In situ porosity imaging with synchrotron X-ray tomography during laser rescanning of Zr-based metallic glass by laser powder Bed fusion
10.1016/j.addlet.2025.100318 · 2025 · External reference
Transient dynamics of powder spattering in laser powder bed fusion additive manufacturing process revealed by in-situ high-speed high-energy x-ray imaging
10.1016/j.actamat.2018.03.036 · 2018 · External reference
Revealing mechanisms of processing defect mitigation in laser powder bed fusion via shaped beams using high-speed X-ray imaging
10.1016/j.ijmachtools.2024.104232 · 2025 · External reference
In situ 3D X-ray microtomography of laser-based powder-bed fusion (L-PBF)-A feasibility study
2020 · External reference
A virtual sensing approach for monitoring melt-pool dimensions using high speed coaxial imaging during laser powder bed fusion of metals
2021 · External reference
Statistical analysis of spatter velocity with high-speed stereovision in laser powder bed fusion
10.1007/s40964-019-00094-6 · 2019 · External reference
Measurements of melt pool geometry and cooling rates of individual laser traces on IN625 bare plates
10.1007/s40192-020-00169-1 · 2020 · External reference
Melt pool temperature and cooling rates in laser powder bed fusion
2018 · External reference
Cross-modality transfer for DED-LB/M: AI-based prediction of schlieren phenomena from coaxial imaging
2025 · External reference
Fluid and particle dynamics in laser powder bed fusion
10.1016/j.actamat.2017.09.051 · 2018 · External reference
Interplay mechanism between molten pool, spatter, vapor and melt defects in laser beam powder bed fusion via In-situ schlieren monitoring and deep learning methods
2025 · External reference
Investigations of process by-products by means of schlieren imaging during the powder bed fusion of metals using a laser beam
10.2351/7.0000808 · 2022 · External reference
Visualisation and numerical analysis of laser powder bed fusion under cross-flow
2021 · External reference
The interplay between vapour, liquid, and solid phases in laser powder bed fusion
10.1038/s41467-022-30667-z · 2022 · External reference
Background orientated and shadowgraphy schlieren monitoring in laser-based additive manufacturing
10.1016/j.jmrt.2025.06.161 · 2025 · External reference
Acoustic emission monitoring reveals keyhole formation and evolution
10.1038/s41598-025-27232-1 · 2025 · External reference
In-situ porosity monitoring in laser powder bed fusion through acoustic signal and interpretable multi-sensor fusion
10.1016/j.ymssp.2025.113482 · 2025 · External reference
Acousto-optic signal-based in-situ measurements supporting part quality improvement in additive manufacturing
2025 · External reference
Acoustic laser triangulation and tagging for additive manufacturing process monitoring
10.1007/s00170-023-12408-8 · 2023 · External reference
Unresolved reference
2016 · External reference
Harmonizing sound and light: X-ray imaging unveils acoustic signatures of stochastic inter-regime instabilities during laser melting
10.1038/s41467-023-43371-3 · 2023 · External reference
Microphone signal specialities in laser powder bed fusion: single-track scan and multi-track scan
10.1016/j.jmrt.2023.03.091 · 2023 · External reference
Detection of defects during laser-powder interaction by acoustic emission sensors and signal characteristics
2024 · External reference
Optimizing in-situ monitoring for laser powder bed fusion process: deciphering acoustic emission and sensor sensitivity with explainable machine learning
10.1016/j.jmatprotec.2023.118144 · 2023 · External reference
Self-Supervised Bayesian representation learning of acoustic emissions from laser powder bed fusion process for in-situ monitoring
10.1016/j.matdes.2023.112458 · 2023 · External reference
Deep learning based monitoring of spatter behavior by the acoustic signal in selective laser melting
10.3390/s21217179 · 2021 · External reference
In-Process monitoring of part quality in laser powder Bed fusion additive manufacturing process using acoustic emission sensors
10.1115/1.4067848 · 2025 · External reference
Unresolved reference
2017 · External reference
Multi-scale modeling of electron beam melting of functionally graded materials
10.1016/j.actamat.2016.06.022 · 2016 · External reference
3-Dimensional heat transfer modeling for laser powder-bed fusion additive manufacturing with volumetric heat sources based on varied thermal conductivity and absorptivity
10.1016/j.optlastec.2018.08.012 · 2019 · External reference
Numerical prediction of residual stress and distortion for laser powder bed fusion (LPBF) AM process of Ti-6Al-4 V
10.1016/j.simpat.2025.103094 · 2025 · External reference
Powder spreading in laser-powder bed fusion process
10.1007/s10035-021-01162-x · 2021 · External reference
Numerical modelling of in-situ alloying of Al and Cu using the laser powder bed fusion process: A study on the effect of energy density and remelting on deposited track homogeneity
2022 · External reference
Multiscale investigation of precipitate-dislocation interactions in additive manufacturing: a coupled phase-field and thermal stress dynamics approach
10.1080/17452759.2025.2544759 · 2025 · External reference
An integrated process-structure-property modeling framework for additive manufacturing
10.1016/j.cma.2018.05.004 · 2018 · External reference
A framework for predicting residual mechanical response fields for laser powder bed fusion at the polycrystalline length scale
2023 · External reference
Study of residual stresses and distortions from the Ti6Al4 V based thin-walled geometries built using LPBF process
10.1016/j.dt.2023.01.002 · 2023 · External reference
Thermomechanical simulation and experimental validation of distortion and residual stress for LPBF additive manufactured inconel 718
10.1016/j.mtcomm.2025.111512 · 2025 · External reference
Modeling of heat transfer, fluid flow and solidification microstructure of nickel-base superalloy fabricated by laser powder bed fusion
2016 · External reference
Dynamics of pore formation during laser powder bed fusion additive manufacturing
10.1038/s41467-019-10009-2 · 2019 · External reference
Discrepancies between Gaussian surface heat source model and ray tracing heat source model for numerical simulation of selective laser melting
10.1007/s00466-022-02235-1 · 2023 · External reference
10.1016/j.actamat.2016.05.017
10.1016/j.actamat.2016.05.017 · External reference
Heat transfer and fluid flow during laser powder bed fusion of SS316L stainless steel
10.1007/s12666-023-03223-6 · 2024 · External reference
Phase-field modeling of grain evolution in additive manufacturing with addition of reinforcing particles
2021 · External reference
Accelerating phase-field simulation of three-dimensional microstructure evolution in laser powder bed fusion with composable machine learning predictions
2024 · External reference
Cellular automaton simulation of grain and sub-grain evolution with eutectic growth in laser scanned and rescanned Al-10Si, with experimental validation
10.1016/j.matdes.2025.114244 · 2025 · External reference
The impact of thermocapillary on equiaxed/columnar microstructure evolution in laser powder bed fusion: A high-fidelity ray-tracing based finite volume and cellular automaton study
10.1016/j.jmatprotec.2024.118335 · 2024 · External reference
Modeling the evolution of grain texture during solidification of laser-based powder bed fusion manufactured alloy 625 using a cellular automata finite element model
10.3390/met13111846 · 2023 · External reference
Integrated simulation framework for additively manufactured Ti-6Al-4V: melt pool dynamics, microstructure, solid-state phase transformation, and microelastic response: Shi, Khairallah, Heo, Rolchigo, McKeown, and Matthews
10.1007/s11837-019-03618-1 · 2019 · External reference
Coupling crystal plasticity and cellular automaton models to study meta-dynamic recrystallization during hot rolling at high strain rates
10.1016/j.msea.2022.143471 · 2022 · External reference
Formation and influence mechanism of metal vapor on the powder spatter and denudation in laser additive manufacturing of Al alloys
10.1088/1361-6463/addad3 · 2025 · External reference
Effects of gas flow parameters on droplet spatter features and dynamics during large-scale laser powder bed fusion
10.1016/j.matdes.2022.111534 · 2023 · External reference
Spattering mechanism of laser powder bed fusion additive manufacturing on heterogeneous surfaces
10.1038/s41598-022-24828-9 · 2022 · External reference
Numerical and experimental investigation into gas flow field and spattering phenomena in laser powder bed fusion processing of inconel 718
10.1016/j.matdes.2021.110107 · 2021 · External reference
A numerical study of processing parameters and their effect on the melt-track profile in laser powder Bed fusion processes
2023 · External reference
An efficient track-scale model for laser powder bed fusion additive manufacturing: part 1-thermal model
10.3389/fmats.2021.753040 · 2021 · External reference
Investigation of the laser powder bed fusion process of Ti-6.5 Al-3.5 Mo-1.5 Zr-0.3 Si alloy
10.1186/s10033-023-00863-z · 2023 · External reference
Methodology and experimental validation of analytical melt pool models for laser powder bed fusion
10.1016/j.jmatprotec.2022.117547 · 2022 · External reference
Process window for highly efficient laser-based powder bed fusion of AlSi10Mg with reduced pore formation
10.3390/ma14185255 · 2021 · External reference
Digital twin temperature field prediction of laser powder bed fusion through proper orthogonal decomposition with radial basis function
10.1016/j.mtcomm.2023.107883 · 2024 · External reference
10.21203/rs.3.rs-2443614/v1
10.21203/rs.3.rs-2443614/v1 · External reference
Fast and accurate reduced-order modeling of a MOOSE-based additive manufacturing model with operator learning
10.1007/s00170-023-12471-1 · 2023 · External reference
Transfer learning-enhanced physics informed neural network for accurate melt pool prediction in laser melting
2025 · External reference
SciANN: a Keras/TensorFlow wrapper for scientific computations and physics-informed deep learning using artificial neural networks
10.1016/j.cma.2020.113552 · 2021 · External reference
On the calibration of thermo-microstructural simulation models for laser powder Bed fusion process: integrating physics-informed neural networks with cellular automata
2024 · External reference
Monitoring and prediction of porosity in laser powder bed fusion using physics-informed meltpool signatures and machine learning
10.1016/j.jmatprotec.2022.117550 · 2022 · External reference
Single-track thermal analysis of laser powder bed fusion process: parametric solution through physics-informed neural networks
10.1016/j.cma.2023.116019 · 2023 · External reference
A deep learning-based model for defect detection in laser-powder bed fusion using in-situ thermographic monitoring
10.1007/s40964-019-00108-3 · 2020 · External reference
An in situ crack detection approach in additive manufacturing based on acoustic emission and machine learning
2023 · External reference
Deep learning-based data registration of melt-pool-monitoring images for laser powder bed fusion additive manufacturing
10.1016/j.jmsy.2023.03.006 · 2023 · External reference
Digital 3D defect maps: detecting localised porosity with high-speed melt pool imaging data in LPBF
2025 · External reference
On the application of machine learning for defect detection in L-PBF additive manufacturing
10.1016/j.optlastec.2021.107338 · 2021 · External reference
Process parameter selection for production of stainless steel 316L using efficient multi-objective Bayesian optimization algorithm
10.3390/ma16031050 · 2023 · External reference
Unresolved reference
2022 · External reference
10.1016/j.patter.2023.100804
10.1016/j.patter.2023.100804 · External reference
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10.1371/journal.pone.0118432 · External reference
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2017 · External reference
Can you trust your model's uncertainty? evaluating predictive uncertainty under dataset shift
2019 · External reference
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2021 · External reference
In-situ full-field mapping of melt flow dynamics in laser metal additive manufacturing
2020 · External reference
Melt pool dynamics and pore formation in selective laser melting: mechanisms and microstructural insights
10.1016/j.matdes.2025.114043 · 2025 · External reference
Bulk-explosion-induced metal spattering during laser processing
10.1103/physrevx.9.021052 · 2019 · External reference
Solute trapping and non-equilibrium microstructure during rapid solidification of additive manufacturing
10.1038/s41467-023-43563-x · 2023 · External reference
Keyhole fluctuation and pore formation mechanisms during laser powder bed fusion additive manufacturing
10.1038/s41467-022-28694-x · 2022 · External reference
Linking in situ melt pool monitoring to melt pool size distributions and internal flaws in laser powder bed fusion
10.3390/met11111856 · 2021 · External reference
Effects of laser process parameters on melt pool thermodynamics, surface morphology and residual stress of laser powder Bed-fused TiAl-based composites
10.3390/met15111234 · 2025 · External reference
Marangoni driven turbulence in high energy surface melting processes
10.1016/j.ijthermalsci.2016.01.015 · 2016 · External reference
The influence of surfactants on thermocapillary flow instabilities in low prandtl melting pools
10.1063/1.4953797 · 2016 · External reference
Influence of nanoparticles on molten pool behavior during moving annular laser melting of TiC/Ti6Al4 V composites: A two-phase lattice boltzmann approach
10.1007/s00339-025-09135-0 · 2025 · External reference
Influence of high reynolds number flow inside molten pool on keyhole instability-induced pore formation process in laser powder bed fusion
10.1016/j.mtcomm.2025.111756 · 2025 · External reference
Keyhole-induced porosity in laser manufacturing processes: formation mechanism and dependence on scan speed
2022 · External reference
Unresolved reference
External reference
Fluid flow and bubble evolution in the melt pool of high-power (> 2500 W) laser additive manufacturing of aluminum captured by X-ray imaging
10.1016/j.tramat.2025.100084 · 2025 · External reference
Laser beam and laser-arc hybrid welding of aluminium alloys
10.3390/met11081150 · 2021 · External reference
Enhanced plasticity due to melt pool flow induced uniform dispersion of reinforcing particles in additively manufactured metallic composites
10.1016/j.ijplas.2023.103591 · 2023 · External reference
Mechanism of keyhole pore formation in metal additive manufacturing
10.1038/s41524-022-00699-6 · 2022 · External reference
Oscillatory nature in melt-gas-powder interactions during laser powder bed fusion process revealed by CFD-DEM coupled modelling
10.1080/17452759.2024.2446619 · 2025 · External reference
Defects caused by powder spattering and entrainment in laser powder bed fusion process: high-fidelity modeling of gas, melt pool and powder dynamics
10.1016/j.actamat.2025.120816 · 2025 · External reference
Effect of laser-plume interaction on part quality in multi-scanner laser powder Bed fusion
2021 · External reference
Vaporization of alloying elements and explosion behavior during laser powder bed fusion of Cu-10Zn alloy
10.1016/j.ijmachtools.2020.103686 · 2021 · External reference
Unresolved reference
2020 · External reference
Influence of laser energy input and shielding gas flow on evaporation fume during laser powder bed fusion of Zn metal
10.3390/ma14102677 · 2021 · External reference
Effects of scan speed on vapor plume behavior and spatter generation in laser powder bed fusion additive manufacturing
10.1016/j.jmapro.2018.09.011 · 2018 · External reference
In-situ monitoring plume, spattering behavior and revealing their relationship with melt flow in laser powder bed fusion of nickel-based superalloy
10.1016/j.jmst.2023.07.068 · 2024 · External reference
Types of spatter and their features and formation mechanisms in laser powder bed fusion additive manufacturing process
2020 · External reference
Metal vapor micro-jet controls material redistribution in laser powder bed fusion additive manufacturing
10.1038/s41598-017-04237-z · 2017 · External reference
Numerical study of the transport behavior and deposition pattern of large spatter particles in laser powder bed fusion via CFD-DPM modeling and optimization of spatter control strategies
2025 · External reference
In-situ detection of redeposited spatter and its influence on the formation of internal flaws in laser powder bed fusion
2021 · External reference
Influence of spattering on in-process layer surface roughness during laser powder bed fusion
10.1016/j.jmapro.2023.08.058 · 2023 · External reference
A novel additive manufacturing process metric for predicting spatter-related porosity in laser powder Bed fusion
10.1007/s40192-024-00376-0 · 2025 · External reference
Spatter and oxide formation in laser powder bed fusion of inconel 718
2018 · External reference
Mechanisms and characteristics of spatter generation in SLM processing and its effect on the properties
10.1016/j.matdes.2016.12.060 · 2017 · External reference
Spattering and denudation in laser powder bed fusion process: multiphase flow modelling
10.1016/j.actamat.2020.06.033 · 2020 · External reference
Velocity and angle of spatter in fine laser processing
10.1016/j.phpro.2012.10.102 · 2012 · External reference
In-situ detection of stochastic spatter-driven lack of fusion: application of optical tomography and validation via ex-situ X-ray computed tomography
2023 · External reference
Effect of processing gas on spatter generation and oxidation of TiAl6V4 alloy in laser powder bed fusion process
10.1016/j.apsusc.2022.156089 · 2023 · External reference
Observation of spatter-induced stochastic lack-of-fusion in laser powder bed fusion using in situ process monitoring
2023 · External reference
An analytical model for prediction of denudation zone width in laser powder bed fusion additive manufacturing
2021 · External reference
Numerical and experimental investigation into powder entrainment and denudation phenomena in laser powder bed fusion process
10.1016/j.powtec.2022.117907 · 2022 · External reference
Reducing porosity in AlSi10Mg parts processed by selective laser melting
2014 · External reference
Investigation of effects of process parameters on microstructure and hardness of SLM manufactured SS316L
10.1016/j.jallcom.2018.01.098 · 2018 · External reference
Powder bed surface relief formation and denudation in selective laser melting
10.1007/s00170-022-10197-0 · 2022 · External reference
In situ radiographic and ex situ tomographic analysis of pore interactions during multilayer builds in laser powder bed fusion
2020 · External reference
Effect of powder spatter and denudation on the surface quality of laser additive manufactured aluminum alloys
10.1016/j.optlastec.2025.114112 · 2025 · External reference
On the limitations of volumetric energy density as a design parameter for selective laser melting
10.1016/j.matdes.2016.10.037 · 2017 · External reference
Selective laser melting additive manufacturing of pure tungsten: role of volumetric energy density on densification, microstructure and mechanical properties
10.1016/j.ijrmhm.2019.105025 · 2019 · External reference
A modified volumetric energy density-based approach for porosity assessment in additive manufacturing process design
10.1007/s00170-020-05949-9 · 2020 · External reference
Defect structure process maps for laser powder bed fusion additive manufacturing
2020 · External reference
A novel dual-phase Bayesian estimation and multi-task learning method for process optimization for reducing lack-of-fusion defects during laser powder bed fusion
2025 · External reference
Machine learning enabling prediction in mechanical performance of Ti6Al4 V fabricated by large-scale laser powder bed fusion via a stacking model
10.1007/s11465-024-0796-0 · 2024 · External reference
Real-time process monitoring and closed-loop control on laser power via a customized laser powder bed fusion platform
2023 · External reference
Effects of beam shaping on temperature, pool geometry, and cooling rate in laser powder bed fusion
2025 · External reference
Influence of different beam shapes on melt pool geometry of single melt tracks on IN718
10.1007/s40964-024-00775-x · 2025 · External reference
Revealing the effects of laser beam shaping on melt pool behaviour in conduction-mode laser melting
10.1016/j.jmrt.2023.11.046 · 2023 · External reference
Microstructure-Based modeling of laser beam shaping during additive manufacturing: Moore, Orlandi, Rodgers, Moser, Murdoch. and Abdeljawad
10.1007/s11837-023-06363-8 · 2024 · External reference
Exploring spatial beam shaping in laser powder bed fusion: high-fidelity simulation and in-situ monitoring
2024 · External reference
Laser beam shape optimization in powder bed fusion of metals
2023 · External reference
Achieving high efficiency and uniform microstructure via high-power thick-layer top-hat laser powder bed fusion
10.1016/j.jmapro.2025.11.081 · 2026 · External reference
In-situ process monitoring and adaptive quality enhancement in laser additive manufacturing: a critical review
10.1016/j.jmsy.2024.04.013 · 2024 · External reference
Melt pool analysis in DED-LB/M with freeform beam shaping based on high-speed imaging
10.1007/s40964-025-01389-7 · 2026 · External reference
Additive manufacturing of continuous wave and pulsed wave L-PBF Ti64 thin cross sections
10.1007/s40964-024-00804-9 · 2025 · External reference
Laser induced keyhole reshaping in laser powder bed fusion of aluminum alloy
2025 · External reference
Comparison between modulated-pulsed and continuous wave laser powder bed fusion on an inconel 625 alloy
10.1007/s40964-025-01050-3 · 2025 · External reference
The influence of laser power modulation on melt pool dynamics in laser powder bed fusion
10.1063/5.0282181 · 2025 · External reference
Non-contact ultrasound to assist laser additive manufacturing
10.1038/s41467-025-62803-w · 2025 · External reference
Influence of ultrasonic vibration on molten pool behavior, cladding layer microstructure and pore defects for directed energy deposition
10.1016/j.applthermaleng.2024.123047 · 2024 · External reference
In situ observation of melt pool evolution in ultrasonic vibration-assisted directed energy deposition
10.1038/s41598-023-44108-4 · 2023 · External reference
High-speed synchrotron X-ray imaging of melt pool dynamics during ultrasonic melt processing of Al6061
10.1038/s43246-024-00584-3 · 2024 · External reference
Synergistic enhancement in laser manufacturing: a review of ultrasonic vibration assisted laser manufacturing (UVA-LM)
10.1016/j.jallcom.2025.184743 · 2025 · External reference
Mechanisms of ultrasonic vibration induced porosity control and mechanical properties improvement in laser directed energy deposition
10.1002/adem.202501895 · 2026 · External reference
Effects of an external magnetic field on keyhole mode laser melting of 316 stainless steel: Alamdari, Clark, Fezzaa, and Wolff
10.1007/s11837-025-07400-4 · 2025 · External reference
Magnetic field-assisted laser-directed energy deposition of defect suppression, microstructural evolution and tribological characteristics in Ni-based ceramic composites
2025 · External reference
Effect of static magnetic field on the molten pool dynamics during laser powder bed fusion of inconel 718 superalloy
10.1016/j.ijthermalsci.2023.108851 · 2024 · External reference
Magnetic modulation of keyhole instability during laser welding and additive manufacturing
10.1126/science.ado8554 · 2025 · External reference
High throughput evaluation of the effect of Mg concentration on natural ageing of Al-Cu-Li-(Mg) alloys
10.1016/j.scriptamat.2018.03.024 · 2018 · External reference
Influence of dwell time on fatigue crack propagation in alloy 718 laser welds
10.1016/j.msea.2017.08.049 · 2017 · External reference
