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Training and Test Dataset for Early Stage Energy Prediction Model using Advanced Machine Learning Approaches

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Mendeley Data2026-04-09 收录
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The dataset is related to the article titled "Convolutional Neural Network to Learn Building Shape Representations for Early Stage Energy Prediction". It contains simulation data from EnergyPlus that is processed in a structure to train machine learning model using approaches of artificial neural network (ANN), component-based machine learning (CBML) model, and convolutional neural network (CNN) model. The dataset contains raw data, programs to reproduce the data, trained machine learning (ML) models, and their predictions. It also contains an auto encoder model used to reduce dimensionality of raw three-dimensional input to the CNN model.
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