Philipp Geyer

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 22

Top Topics

Artificial Intelligence

Prediction Model

Machine Learning

Domain Knowledge

Top Venues

Adv. Eng. Informatics

Biomed. Signal Process. Control.

Publications

Xia Chen, Xiangbin Teng, Han Chen, Yafeng Pan, Philipp Geyer
Toward reliable signals decoding for electroencephalogram: A benchmark study to EEGNeX. Biomed. Signal Process. Control. 87 (Part B) (2024)
Xia Chen, Alexander Rex, Janis Woelke, Christoph Eckert, Boris Bensmann, Richard Hanke-Rauschenbach, Philipp Geyer
Machine Learning in Proton Exchange Membrane Water Electrolysis - Part I: A Knowledge-Integrated Framework. CoRR (2024)
Xia Chen, Manav Mahan Singh, Philipp Geyer
Utilizing domain knowledge: Robust machine learning for building energy performance prediction with small, inconsistent datasets. Knowl. Based Syst. 294 (2024)
Xia Chen, Ruiji Sun, Ueli Saluz, Stefano Schiavon, Philipp Geyer
Using causal inference to avoid fallouts in data-driven parametric analysis: a case study in the architecture, engineering, and construction industry. CoRR (2023)
Xia Chen, Philipp Geyer
Pathway toward prior knowledge-integrated machine learning in engineering. CoRR (2023)
Xia Chen, Xiaoye Cai, Alexander Kümpel, Dirk Müller, Philipp Geyer
A Dynamic Feedforward Control Strategy for Energy-efficient Building System Operation. CoRR (2023)
Xia Chen, Manav Mahan Singh, Philipp Geyer
Utilizing Domain Knowledge: Robust Machine Learning for Building Energy Prediction with Small, Inconsistent Datasets. CoRR (2023)
Xia Chen, Jimmy Abualdenien, Manav Mahan Singh, André Borrmann, Philipp Geyer
Introducing causal inference in the energy-efficient building design process. CoRR (2022)
Xia Chen, Xiangbin Teng, Han Chen, Yafeng Pan, Philipp Geyer
Toward reliable signals decoding for electroencephalogram: A benchmark study to EEGNeX. CoRR (2022)
Xia Chen, Tong Guo, Martin Kriegel, Philipp Geyer
A hybrid-model approach for reducing the performance gap in building energy forecasting. CoRR (2022)
Xia Chen, Tong Guo, Martin Kriegel, Philipp Geyer
A hybrid-model forecasting framework for reducing the building energy performance gap. Adv. Eng. Informatics 52 (2022)
Philipp Geyer, Manav Mahan Singh, Xia Chen
Explainable AI for engineering design: A unified approach of systems engineering and component-based deep learning. CoRR (2021)
Philipp Geyer, Christian Koch, Pieter Pauwels
Fusing data, engineering knowledge and artificial intelligence for the built environment. Adv. Eng. Informatics 48 (2021)
Manav Mahan Singh, Sundaravelpandian Singaravel, Ralf Klein, Philipp Geyer
Quick energy prediction and comparison of options at the early design stage. Adv. Eng. Informatics 46 (2020)
Manav Mahan Singh, Philipp Geyer
Information requirements for multi-level-of-development BIM using sensitivity analysis for energy performance. Adv. Eng. Informatics 43 (2020)
Jimmy Abualdenien, Patricia Schneider-Marin, Ata Zahedi, Hannes Harter, Hannah Exner, Daniel Steiner, Manav Mahan Singh, André Borrmann, Werner Lang, Frank Petzold, Markus König, Philipp Geyer, Martina Schnellenbach-Held
Consistent management and evaluation of building models in the early design stages. J. Inf. Technol. Constr. 25 (2020)
Sundaravelpandian Singaravel, Johan A. K. Suykens, Philipp Geyer
Deep convolutional learning for general early design stage prediction models. Adv. Eng. Informatics 42 (2019)
Philipp Geyer, Manav Mahan Singh, Sundaravelpandian Singaravel
Component-Based Machine Learning for Energy Performance Prediction by MultiLOD Models in the Early Phases of Building Design. EG-ICE (2018)
Manav Mahan Singh, Philipp Geyer
Statistical Decision Assistance for Determining Energy-Efficient Options In Building Design Under Uncertainty. EG-ICE (2018)
Sundaravelpandian Singaravel, Johan A. K. Suykens, Philipp Geyer
Deep-learning neural-network architectures and methods: Using component-based models in building-design energy prediction. Adv. Eng. Informatics 38 (2018)
Philipp Geyer, Arno Schlueter, Sasha Cisar
Application of clustering for the development of retrofit strategies for large building stocks. Adv. Eng. Informatics 31 (2017)
Arno Schlueter, Philipp Geyer, Sasha Cisar
Analysis of Georeferenced Building Data for the Identification and Evaluation of Thermal Microgrids. Proc. IEEE 104 (4) (2016)
Philipp Geyer, Jochen Stopper, Werner Lang, Maximilian Thumfart
A Systems Engineering Methodology for Designing and Planning the Built Environment - Results from the Urban Research Laboratory Nuremberg and Their Integration in Education. Syst. 2 (2) (2014)
André Borrmann, Philipp Geyer, Christian Koch
Advanced computing for the built environment. Adv. Eng. Informatics 27 (4) (2013)
Philipp Geyer
Systems modelling for sustainable building design. Adv. Eng. Informatics 26 (4) (2012)
Philipp Geyer
Component-oriented decomposition for multidisciplinary design optimization in building design. Adv. Eng. Informatics 23 (1) (2009)