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. 2025 Aug 18;25(16):5120. doi: 10.3390/s25165120
LBW Laser Beam Welding
VIS Visible Spectrum (approx. 317–900 nm)
NIR Near-Infrared Spectrum (approx. 900–1934 nm)
CT Computed Tomography, used for pore volume analysis
PFO Programmable Focusing Optics
ϕ Inclination Angles
ΔY PFO Y Translation
DoE Design of Experiments
FFT Fast Fourier Transform
PCA Principal Component Analysis
LSTM Long Short-Term Memory, a type of RNN used for time-series data
MSE Mean Squared Error
Set0 Dataset collected at 5000 Hz with 200 μs integration time (VIS and NIR channels)
Set1 Dataset collected at 100,000 Hz with 10 μs integration time (back-reflection channels)
Wk Window number k in a channel
D(Wi) Signal data in window Wi
σ Sigmoid activation function
Element-wise multiplication
PSD Power Spectral Density (from FFT)
FRESH Feature Extraction based on Scalable Hypothesis tests (Python package)
CNN Convolutional Neural Network
SVM Support Vector Machine
RMS Root Mean Square
Ti Time step index
Eigenvector (w) Direction of maximum variance
Eigenvalue (Λ) Variance explained by a principal component (in PCA)