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A gap-filling method for room temperature data based on autoencoder neural networks2021 Building Simulation Conference proceedings conference-paper Engineering Building Energy and Comfort Optimization Open access
Romana Markovic, Jérôme Frisch, Andreas Wagner, Francesco Causone, Christoph van Treeck
5citations -
Multi-Agent Scenario Generation in Roundabouts with a Transformer-Enhanced Conditional Variational Autoencoder2025 IEEE International Conference on Intelligent Transportation Systems (ITSC) conference-paper Engineering Autonomous Vehicle Technology and Safety
Li Li, Tobias Brinkmann, Till Temmen, Markus Eisenbarth, Jakob Andert
0citations -
Back To Meshes: Optimal Simulation-ready Mesh Prototypes For Autoencoder-based 3D Car Point Clouds2020 IEEE Symposium Series on Computational Intelligence (SSCI) conference-paper Engineering 3D Shape Modeling and Analysis
Thiago Rios, Jiawen Kong, Bas van Stein, Thomas Bäck, Patricia Wollstadt, Bernhard Sendhoff, +1 more
4citations -
Indoor environment data time-series reconstruction using autoencoder neural networks2021 Building and Environment article Engineering Building Energy and Comfort Optimization Open access
Antonio Liguori, Romana Markovic, Thi Thu Ha Dam, Jérôme Frisch, Christoph van Treeck, Francesco Causone
43citations -
Corrigendum: Autoencoder based Wear Assessment in Sheet Metal Forming (2020 IOP Conf. Ser.: Mater. Sci. Eng. 1157 012082)2021 IOP Conference Series Materials Science and Engineering erratum Engineering Metal Forming Simulation Techniques Open access
Philipp Niemietz, Martin Unterberg, Daniel Trauth, Thomas Bergs
1citations -
Exploiting Generative Models for Performance Predictions of 3D Car Designs2021 IEEE Symposium Series on Computational Intelligence (SSCI) conference-paper Engineering 3D Shape Modeling and Analysis Open access
Sneha Saha, Thiago Rios, Leandro Lei Minku, Bas van Stein, Patricia Wollstadt, Xin Yao, +3 more
11citations -
Opening the Black Box: Towards inherently interpretable energy data imputation models using building physics insight2023 arXiv (Cornell University) preprint Engineering Building Energy and Comfort Optimization Open access
Antonio Liguori, Matías Quintana, Chun Fu, Clayton Carl Miller, Jérôme Frisch, Christoph van Treeck
0citations -
Prediction of the microstructure of cold-compacted Astaloy 85Mo with deep generative models2024 Computational Materials Science article Engineering Powder Metallurgy Techniques and Materials Open access
Oliver Schenk, Marco Becker, Yuanbin Deng, Philipp Niemietz, Thomas Bergs, Christoph Broeckmann
6citations -
Benchmarking Wireless Representations: High-Dimensional vs. Compressed Embeddings for Efficiency and Robustness2026 arXiv (Cornell University) preprint Engineering Millimeter-Wave Propagation and Modeling Open access
Murilo Batista, Shirin Salehi, Saeed Mashdour, Paul Zheng, Rodrigo C. de Lamare, Anke Schmeink
0citations -
Point2FFD: Learning Shape Representations of Simulation-Ready 3D Models for Engineering Design Optimization2021 International Conference on 3D Vision (3DV) conference-paper Engineering 3D Shape Modeling and Analysis Open access
Thiago Rios, Bas van Stein, Thomas Bäck, Bernhard Sendhoff, Stefan Menzel
8citations -
Comparing human and algorithmic anomaly detection for HVAC systems applications2022 IEEE International Conference on Big Data Computing Service and Applications (BigDataService) conference-paper Engineering Fault Detection and Control Systems
Reuben Borrison, Marc Syndicus, André Orth, Romana Markovic, Marcel Dix, Antonio Liguori, +3 more
3citations