Skip to main content
. 2021 Jun 16;12(6):702. doi: 10.3390/mi12060702
W Width of the spark image
H Height and width of the spark image
qw Heat flux of spark
q 0 Maximum heat flux q0 of spark
Rpc Equivalent heat input radius
Fc Fraction of total EDM spark power
V Discharge voltage (V)
I Discharge current (A)
S Spark area (units)
Sup Spark area above the workpiece (units)
Sdown Spark area below the workpiece (units)
Ssum Total area values of spark images (units)
E Spark energy (units)
Eup Spark energy above the workpiece (units)
Edown Spark energy below the workpiece (units)
Esum Total energy values (units)
ESR Spark energy density (-)
SDk Spark area distribution (units)
EDk Spark energy distribution (units)
mpq Classical geometric moments of an image
Ixy Pixel value of spark image
SR Surface roughness (µm)
SV Spark gap voltage (V)
Ton Pulse on time (µs)
Toff Pulse off time (µs)
WF Wire-speed feed (m/s)
MRR Material removal rate (mm/s)
TWR Tool electrode wear rate (-)
SR Surface roughness (µm)
tanh Hyperbolic tangent activation function
Conv Convolutional layer
Maxpl Max pooling layer
ReLU ReLU active layer
BN Batch normalization layer
WEDM Wire electrical discharge machining
EDM Electro/Electrical discharge machining
WEDT Wire electrical discharge turning
CNN Convolution neural network
RNN Recurrent neural network
GRU Gated recurrent unit
LSTM Long short-term memory
DTW Dynamic time warping
FEM Finite element modeling
WEDT Wire electrical discharge turning
GRP Gaussian process regression
MOGA Multi-objective genetic algorithm
ANN Artificial neural network
ANFIS Adaptive neuro-fuzzy inference system
ARAS Additive ratio assessment
AHP Analytical hierarchy process
BPNN Neural network with back propagation algorithm
GA Genetic algorithm
MSE Mean-squared error
LWPA Strategy of the leader
USV Ultrasonic vibration
MF Magnetic field
WMA Wavelet moment analysis
HMA Hu moment analysis
FDA Fractal dimension analysis
GC Local geometric characteristics
GGC Global geometric characteristics
SVM Support vector machine
ANOVA Analysis of variance
NI National Instruments