Question-and-Answer Resource for the Building Energy Modeling Community
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You can also try training an artificial neural network (black box modelling). Depending on the type of data you have, you may be able to predict building energy consumption, thermal comfort etc. In this way you don't need model of the building, HVAC system etc. and you will be using historical data to train your neural network.
I hope this will help.
