Chaedong Kang’s scientific contributions

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Publications (1)


Heat Consumption Prediction Models Based on Machine Learning for District Heating-Applied Apartment Houses
  • Article

December 2023

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3 Reads

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1 Citation

Transactions of the Korean Society of Mechanical Engineers B

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Chaedong Kang

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Dongho Park

Citations (1)


... Ji et al. [8] developed a deep neural network (DNN) model to predict hot water heating energy consumption in apartment buildings considering various independent variables; their model considering holidays as well as climatic factors achieved the best predictive performance, followed by a model considering climatic factors and one considering outdoor temperatures. Kim et al. [9] utilized Multi Linear Regression (MLR) and the Multilayer Perceptron (MLP), Support Vector Machine (SVM), and Random Forest (RF) algorithms to predict the electricity consumption of buildings, addressing temporal resolution and comparing algorithms to improve predictive accuracy. ...

Reference:

Predicting Liquid Natural Gas Consumption via the Multilayer Perceptron Algorithm Using Bayesian Hyperparameter Autotuning
Heat Consumption Prediction Models Based on Machine Learning for District Heating-Applied Apartment Houses
  • Citing Article
  • December 2023

Transactions of the Korean Society of Mechanical Engineers B