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. 2026 Apr 12;26(8):2377. doi: 10.3390/s26082377
PONs passive optical networks
BER bit error rate
TWDM-PON Time and Wavelength Division Multiplexed Passive Optical Network
MSE Mean Squared Error
MAE Mean Absolute Error
RMSE Root Mean Squared Error
GBR Gradient Boosting Regression
MLP Multi-Layer Perceptron
R2 coefficient of determination
QoT Quality of Transmission
SVR Support Vector Regression
LR Linear Regression
RF Random Forest Regression
D/S Downstream direction
U/S Upstream direction
BtB back-to-back
NN Neural Networks
DL Deep learning
ML Machine learning
(NG)-PON2 Next-Generation Passive Optical Network Stage 2
IEEE Institute of Electrical and Electronics Engineers
ITU-T International Telecommunication Union
FBG Fiber Bragg Grating
EDFA Erbium Doped Fiber Amplifier
IoT Internet of Things