ABC	Artificial bee colony
AFLOW	Automatic Flow
AgNP	Silver nanoparticle
AI	Artificial intelligence
ANN	Artificial neural network
CNN	Convolutional neural network
COD	Crystallography Open Database
CSD	Cambridge Structural Database
DBM	Deep Boltzmann machine
DBN	Deep belief network
DFT	Density functional theory
DNN	Deep neural network
DT	Decision tree
FDTD	Finite-difference time-domain
FRP	Fiber-reinforced polymer
GAN	Generative adversarial network
GBRT	Gradient boosted regression tree
GGA	Generalized gradient approximation
GLOnet	Global optimization network
HEA	High-entropy alloy
HHV	Higher heating value
ICA	Imperialist competitive algorithm
ICSD	Inorganic Crystal Structure Database
JAMIP	Jilin Artificial-intelligence aided Materials-design Integrated Package
KNN	K-nearest neighbor
LSTM	Long short-term memory
MDN	Mixture density network
ML	Machine learning
MLP	Multilayer perceptron
MOF	Metal–organic framework
MONC	Metal–organic nanocapsule
NMR	Nuclear magnetic resonance
OMDB	Organic Materials Database
OQMD	Open Quantum Materials Database
QD	Quantum dot
QSAR	Quantitative structure–activity relationship
R-CNN	Region-based CNN
ResNet	Residual network
RF	Random forest
RMSE	Root mean square error
RNN	Recurrent neural network
SEM	Scanning electron microscope
SHM	Structural health monitoring
SMILE	Simplified molecular input line entry
SVM	Support vector machine
SVR	Support vector regression
TEM	Transmission electron microscope
TGNN	Tupleswise graph neural network
UHPC	Ultra-high-performance concrete
XGBoost	eXtreme gradient boosting
XPS	X-ray photoelectron spectroscopy
XRD	X-ray diffraction
μ-PTAMAM	Micro-plasma transfer arc metal additive manufacturing