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. 2024 Feb 21;24(5):1391. doi: 10.3390/s24051391
Abbreviation:
DNN Deep neural network
LSTM Long short-term memory network
CNN Convolutionary neural network
FCM Fuzzy C-means algorithm
STLF Short-term load forecasting
Load consumption forecasting:
N Number of forecasting features
C Number of time-invariant features
(NC) Number of time-varying features
x(t) Load consumption at time t
e(t) Noise resident at time t
x(tp) Past load consumption with p time sample lag
x^(t+m) Predicted future load consumption with m time samples ahead
yi(t) ith forecasting feature
y¯(t) Forecasting feature vector containing all yi(t)
F¯(tp,t)         Past information set containing y¯(t) and x(t) from time tp to t
y¯I Forecasting feature vector containing time-invariant features
y¯I Time-invariant vector containing time-invariant features
y¯V(t) Time-varying vector containing time-varying features
Y¯V Time-varying set containing time-varying vectors