42 citations · 83 across the 2 of their papers we have counts for
3 papers
cs.CE2022★ 42 cited
A hybrid-model approach for reducing the performance gap in building energy forecasting
Xia Chen, Tong Guo, Martin Kriegel +1
The performance gap between predicted and actual energy consumption in the building domain remains an unsolved problem in practice. The gap exists differently in both current mains…
stat.ME2022★ 41 cited
Introducing causal inference in the energy-efficient building design process
Xia Chen, Jimmy Abualdenien, Manav Mahan Singh +2
"What-if" questions are intuitively generated and commonly asked during the design process. Engineers and architects need to inherently conduct design decisions, progressing from o…
cs.LG2021
Explainable AI for Engineering Design: A Unified Approach of Systems Engineering and Component- Based Deep Learning Demonstrated by Energy- Efficient Building Design
Philipp Geyer, Manav Mahan Singh, Xia Chen
Data-driven models created by machine learning, gain in importance in all fields of design and engineering. They, have high potential to assist decision-makers in creating novel, a…