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 | 19 | 2022 |
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 | 16 | 2024 |
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 | 15 | 2022 |
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 | 12 | 2021 |
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 | 10 | 2022 |
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 | 5 | 2021 |
Pathway toward prior knowledge-integrated machine learning in engineering X Chen, P Geyer arXiv preprint arXiv:2307.06950, 2023 | 4 | 2023 |
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 | 3 | 2023 |
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 | 2 | 2022 |
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 | 1 | 2024 |
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 |