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. 2023 Jan 3;11(1):51. doi: 10.3390/toxics11010051
Abbreviations Full Name
AI artificial intelligence
ANN artificial neural network
AQGs Global Air Quality Guidelines
ARIMA autoregressive integrated moving average
bior biorthogonal
BP back propagation
BR Bayesian regularization algorithm
CA approximate composition
CD detailed composition
CNN convolutional neural network
coif coiflet
CWT continuous wavelet transform
DA-RNN dual-stage attention-based recurrent neural network
db Daubechies
DL deep learning
DTR decision tree regressor
DWT discrete wavelet transform
EMD-GRU gated recurrent unit neural network based on empirical mode decomposition
EWV extreme wind velocity
GA-SVM combined genetic algorithm and support vector machine
GBDT gradient boosted decision trees
GBM gradient boosting machine
GBRT gradient boosting regression tree
GDP gross domestic product
GRU gated recurrent unit neural network
LM Levenberg–Marquardt algorithm
LSTM long short-term memory
MAE mean absolute error
MAP mean atmospheric pressure
MAT mean atmospheric temperature
MAXAP maximum atmospheric pressure
MAXAT maximum atmospheric temperature
MAXWV maximum wind velocity
MINAP minimum atmospheric pressure
MINAT minimum atmospheric temperature
MINRH minimum relative humidity
ML machine learning
MLR multiple linear regression
MRH mean relative humidity
MWP mean water vapor pressure
MWV mean wind velocity
P precipitation
PM2.5 fine particulate matter
R correlation coefficient
RE relative error
ReLU rectified linear unit
RF random forest
RMSE root mean square error
RNN recurrent neural network
SH sunshine hours
SVM support vector machine
SVR support vector regression
sym symlet
WANN wavelet-ANN
W-GRU wavelet-GRU
WHO World Health Organization
W-LSTM wavelet-LSTM
WT wavelet transformation
XGBoost extreme gradient boosting