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Predicting System of Energy Consumption and Data of Air Conditioning Equipment Using Artificial Neural Network and Method Thereof
Predicting System of Energy Consumption and Data of Air Conditioning Equipment Using Artificial Neural Network and Method Thereof
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机译:基于人工神经网络的空调设备能耗数据预测系统及其方法
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摘要
Disclosed are a system and method for predicting energy consumption and data of an air conditioning facility using an artificial neural network. According to an embodiment of the present disclosure, a history data collection process of collecting history data from at least one of a BEMS, a BAS, and an air conditioning facility; a system input process of receiving an input from a user of a subsystem of an air conditioning system desired for prediction; a list providing process of providing a user with a list of input variables related to the subsystem; a variable input process of receiving an input variable selected by a user from a list of input variables; A neural network model derivation process of deriving a final neural network model by automatically normalizing historical data and automatically optimizing the structure of the neural network model based on input variables and preset values for a predetermined neural network model; and a predicted value derivation process of deriving at least one of an energy usage predicted value and a data predicted value of a subsystem by using the final neural network model.
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