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Xia Chen
Xia Chen
PhD Candidate of Digital Architecture and sustainability, TU Berlin
Verified email at berkeley.edu - Homepage
Title
Cited by
Cited by
Year
Machine assistance in energy-efficient building design: A predictive framework toward dynamic interaction with human decision-making under uncertainty
X Chen, P Geyer
Applied Energy 307, 118240, 2022
192022
Toward reliable signals decoding for electroencephalogram: A benchmark study to EEGNeX
X Chen, X Teng, H Chen, Y Pan, P Geyer
Biomedical Signal Processing and Control 87, 105475, 2024
162024
Introducing causal inference in the energy-efficient building design process
X Chen, J Abualdenien, MM Singh, A Borrmann, P Geyer
Energy and Buildings 277, 112583, 2022
152022
Explainable AI for engineering design: A unified approach of systems engineering and component-based deep learning
P Geyer, MM Singh, X Chen
arXiv preprint arXiv:2108.13836, 2021
122021
A hybrid-model forecasting framework for reducing the building energy performance gap
X Chen, T Guo, M Kriegel, P Geyer
Advanced Engineering Informatics 52, 101627, 2022
102022
Component-based machine learning for predicting representative time-series of energy performance in building design
X Chen, MM Singh, P Geyer
28th International Workshop on Intelligent Computing in Engineering, Berlin, 2021
52021
Pathway toward prior knowledge-integrated machine learning in engineering
X Chen, P Geyer
arXiv preprint arXiv:2307.06950, 2023
42023
Utilizing Domain Knowledge: Robust Machine Learning for Building Energy Prediction with Small, Inconsistent Datasets
X Chen, MM Singh, P Geyer
arXiv preprint arXiv:2302.10784, 2023
32023
Integrated data-driven and knowledge-based performance evaluation for machine assistance in building design decision support
X Chen, U Saluz, J Staudt, M Margesin, W Lang, P Geyer
The 29th EG-ICE International Workshop on Intelligent Computing in Engineering, 2022
22022
Using causal inference to avoid fallouts in data-driven parametric analysis: A case study in the architecture, engineering, and construction industry
X Chen, R Sun, U Saluz, S Schiavon, P Geyer
Developments in the Built Environment 17, 100296, 2024
12024
A holistic two-stage decision-making methodology for passive and active building design strategies under uncertainty
C Zong, X Chen, F Deghim, J Staudt, P Geyer, W Lang
Building and Environment, 111211, 2024
2024
Sustainability recommendation system for process-oriented building design alternatives under multi-objective scenarios
X Chen, P Geyer
2023
A Dynamic Feedforward Control Strategy for Energy-efficient Building System Operation
X Chen, X Cai, A Kümpel, D Müller, P Geyer
Sustainable Architecture and Urban Design PLEA 2022, 2022
2022
A hybrid-model time-series forecasting approach for reducing the building energy performance gap
X Chen, T Guo, P Geyer
28th International Workshop on Intelligent Computing in Engineering, Berlin, 2021
2021
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