4 citations · 5 across the 6 of their papers we have counts for
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cs.LG2023★ 4 cited
Utilizing Domain Knowledge: Robust Machine Learning for Building Energy Prediction with Small, Inconsistent Datasets
Xia Chen, Manav Mahan Singh, Philipp Geyer
The demand for a huge amount of data for machine learning (ML) applications is currently a bottleneck in an empirically dominated field. We propose a method to combine prior knowle…
cs.LG2023
A Dynamic Feedforward Control Strategy for Energy-efficient Building System Operation
Xia Chen, Xiaoye Cai, Alexander Kümpel +2
The development of current building energy system operation has benefited from: 1. Informational support from the optimal design through simulation or first-principles models; 2. S…