Apparatus and method for Deep neural network based power demand prediction

摘要

A deep neural network-based power demand prediction device and method for predicting power demand by performing preprocessing on missing data, configuring an independent prediction model for each data for prediction, and constructing a prediction model that merges independent prediction models it's about A deep neural network-based power demand prediction apparatus according to an embodiment of the present invention includes a data pre-processing unit for pre-processing data for predicting power demand, and an independent first prediction model for each data using the data pre-processed in the data pre-processing unit. A predictive model generation unit generating a second prediction model by generating a plurality of first prediction models by merging the plurality of first prediction models, and predicting the amount of power demand by using the first prediction model and the second prediction model generated by the prediction model generation unit Prediction evaluating the validity of the first prediction model and the second prediction model based on the prediction accuracy according to the power demand prediction unit and the result of preprocessing the data in the data preprocessing unit and the power demand prediction unit in the power demand prediction unit It includes an accuracy analysis unit.