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Applications of Modeling and Machine Learning in Additive Manufacturing

This Special Issue reprint includes thirteen articles on the applications of modeling and machine learning for the novel design of additively manufactured products, additive manufacturing processes, alloy design, tailoring microstructures, customized mechanical and chemical properties, improved cree...

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Format: Online
Language:English
Published: MDPI - Multidisciplinary Digital Publishing Institute 2025
Subjects:
unsupervised machine learning
K-means clustering
additive manufacturing
nickel plating
hardness
scratch test
machine learning
random forest
quality inspection
laser powder bed fusion
process monitoring
optical tomography
computerized tomography
gas pores
lack of fusion
tensile properties
in situ monitoring
Gaussian Process Regression
directed energy deposition
single track geometry
uncertainty quantification
user-centric decision making
expert knowledge
keyhole
deep learning
image segmentation
WAAM
neural networks
temperature history
finite element method
3D printing
convective flow
buoyancy
Stokes law
gas porosity index
stainless steel 316
Ti-6Al-4V
Inconel 718
AlSi10Mg
physics-informed neural networks
metal additive manufacturing
online learning
real-time modeling
temperature field prediction
laser direct energy deposition
surface repair
aluminum alloy
multiscale simulation
molten pool
thermal stress
surrogate model
recurrent neural network
melt pool characterization
thermal history
direct energy deposition
principal component analysis
self-organizing maps
linear mixed-effects models
monitoring
modeling
statistics
n/a
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology
Online Access:ONIX_20250812T110751_9783725837465_160
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