Research Article

[Retracted] Diminution of Smart Grid with Renewable Sources Using Support Vector Machines for Identification of Regression Losses in Large-Scale Systems

Table 6

Comparison of efficiency with state-of-the-art models.

ReferenceType of modelSpecified methodsEfficiency in smart grid (in percentage)

[2]Machine learning algorithmTaguchi loss function65
[8]Heuristic algorithmConvex optimization67
[17]Long short-term memory (LSTM)Multidirectional cyber physical systems68
[18]Autoregressive indicated moving average (ARIMA)Online information networks72
[19]Adaptive ARIMANonlinear weighted inputs
[20–26]Linear regressionExtreme learning machine74
ProposedSupport vector machines (SVM)Regularization parameters81