IEEE Power & Energy Magazine - May/June 2022 - 3

ULTRA-FAST APPROXIMATION OF
LOAD FLOW VARIABLES USING
NEURAL NETWORKS
The new Artificial Intelligence module in PowerFactory offers an innovative method
of training neural networks to estimate the results of a large number of different load
flow scenarios, so speeding up load flow calculations considerably.
 Dataset generation, neural network training and use of the neural network are all realised
within PowerFactory
 Generation of training dataset using PowerFactory's inbuilt Probabilistic Analysis
 Use of distribution and parameter characteristics for the dataset generation, allowing
historic data and other information about the electrical network to be taken into account
in a comprehensive dataset
 Explicit selection of training output variables, to focus on specific load-flow quantities
 Application of pre-trained neural networks in Quasi-Dynamic Simulations, for ultra-fast estimation
of network variables
 Training dataset and neural network are stored externally and so can easily be shared with
other users
For more information visit
www.digsilent.de/pf-ai
Serving more than 160 countries.
POWER SYSTEM SOLUTIONS
MADE IN GERMANY
http://www.digsilent.de/pf-ai

IEEE Power & Energy Magazine - May/June 2022

Table of Contents for the Digital Edition of IEEE Power & Energy Magazine - May/June 2022

Contents
IEEE Power & Energy Magazine - May/June 2022 - Cover1
IEEE Power & Energy Magazine - May/June 2022 - Cover2
IEEE Power & Energy Magazine - May/June 2022 - Contents
IEEE Power & Energy Magazine - May/June 2022 - 2
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IEEE Power & Energy Magazine - May/June 2022 - Cover3
IEEE Power & Energy Magazine - May/June 2022 - Cover4
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