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Table 3 Probability distributions for PPF estimation

From: Statistical machine learning model for capacitor planning considering uncertainties in photovoltaic power

SML Problem solved Application description
Isoprobabilistic transformation Standard normal Step 1: Convert PV and HVAC data into standard normal data
MLE Intrinsic dimensionality Step 2: Calculate intrinsic dimensionality of normal data
SVD && PCA Dimensionality reduction Step 3: Reduce dimension of normal data to intrinsic dimensionality
SRSM PPF estimation Step 4: Estimate PPF using low dimensional data