Performance Analysis of an Optimized ANN Model to Predict the Stability of Smart Grid

Table 1

Performance parameters for prediction models.

S No.	Feature	Type	Significance
1	tau1, tau2, tau3, tau4	Primary, independent, and predictive	Represents reaction time of producer and three consumers (range: from 0.5 to 10)
2	p1, p2, p3, p4	Primary, independent, and predictive	Represents power produced (positive value) and consumed (negative value) by producers and consumers, respectively
3	g1, g2, g3, g4	Primary, independent, and predictive	Price elasticity coefficient of producer and consumer (range: from 0.05 to 1.00)
4	Stab	Secondary and dependent	Numerical real value (if positive, then linearly unstable, if negative, linearly stable)
5	Stabf	Secondary and dependent	Categorical feature, binary value labeled as stable/unstable