Physics-informed linear regression is competitive with two Machine Learning methods in residential building MPC
Felix Bünning,
Benjamin Huber,
Adrian Schalbetter
et al.
Abstract:Because physics-based building models are difficult to obtain as each building is individual, there is an increasing interest in generating models suitable for building MPC directly from measurement data. Machine learning methods have been widely applied to this problem and validated mostly in simulation; there are, however, few studies on a direct comparison of different models or validation in real buildings to be found in the literature. Methods that are indeed validated in application often lead to computa… Show more
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