| Data vs. physics: The apparent Pareto front of physics-informed neural networks FM Rohrhofer, S Posch, C Gößnitzer, BC Geiger IEEE Access 11, 86252-86261, 2023 | 100* | 2023 |
| Understanding the difficulty of training physics-informed neural networks on dynamical systems FM Rohrhofer, S Posch, C Gößnitzer, BC Geiger arXiv preprint arXiv:2203.13648 162, 2022 | 60* | 2022 |
| Optimal design and operation of maritime energy systems based on renewable methanol and closed carbon cycles B Thaler, FM Kanchiralla, S Posch, G Pirker, A Wimmer, S Brynolf, ... Energy Conversion and Management 269, 116064, 2022 | 52 | 2022 |
| Hybrid model predictive control of renewable microgrids and seasonal hydrogen storage B Thaler, S Posch, A Wimmer, G Pirker International Journal of Hydrogen Energy 48 (97), 38125-38142, 2023 | 44 | 2023 |
| Turbulent combustion modeling for internal combustion engine CFD: A review S Posch, C Gößnitzer, M Lang, R Novella, H Steiner, A Wimmer Progress in Energy and Combustion Science 106, 101200, 2025 | 36 | 2025 |
| Detection of knocking combustion using the continuous wavelet transformation and a convolutional neural network A Kefalas, AB Ofner, G Pirker, S Posch, BC Geiger, A Wimmer Energies 14 (2), 439, 2021 | 28 | 2021 |
| Knock detection in combustion engine time series using a theory-guided 1-D convolutional neural network approach AB Ofner, A Kefalas, S Posch, BC Geiger IEEE/ASME Transactions on Mechatronics 27 (5), 4101-4111, 2022 | 24 | 2022 |
| Development of a tool for the preliminary design of large engine prechambers using machine learning approaches S Posch, H Winter, J Zelenka, G Pirker, A Wimmer Applied Thermal Engineering 191, 116774, 2021 | 22 | 2021 |
| In-cylinder pressure reconstruction from engine block vibrations via a branched convolutional neural network AB Ofner, A Kefalas, S Posch, G Pirker, BC Geiger Mechanical systems and signal processing 183, 109640, 2023 | 18 | 2023 |
| Estimation of combustion parameters from engine vibrations based on discrete wavelet transform and gradient boosting A Kefalas, AB Ofner, G Pirker, S Posch, BC Geiger, A Wimmer Sensors 22 (11), 4235, 2022 | 16 | 2022 |
| Thermal loss analysis of hermetic compressors using numerical simulation S Posch, J Hopfgartner, L Dür, M Eichinger, S Stangl, R Almbauer Applied Thermal Engineering 130, 1580-1589, 2018 | 14 | 2018 |
| Numerical analysis of a hermetic reciprocating compressor oil pump system S Posch, J Hopfgartner, E Berger, B Zuber, P Schöllauf, R Almbauer International journal of refrigeration 85, 135-143, 2018 | 13 | 2018 |
| Reduction of the suction losses through reed valves in hermetic reciprocating compressors using a magnet coil J Hopfgartner, S Posch, B Zuber, R Almbauer, K Krischan, S Stangl IOP conference series: materials science and engineering 232 (1), 012034, 2017 | 11 | 2017 |
| Transient cycle simulation of domestic appliances and experimental validation M Heimel, E Berger, S Posch, A Stupnik, J Hopfgartner, R Almbauer International Journal of Refrigeration 69, 28-41, 2016 | 11 | 2016 |
| Development of a virtual sensor to predict cylinder pressure signal based on a knock sensor signal S Posch, G Pirker, A Kefalas, A Wimmer SAE Technical Paper, 2022 | 10 | 2022 |
| Approximating families of sharp solutions to Fisher's equation with physics-informed neural networks FM Rohrhofer, S Posch, C Gößnitzer, BC Geiger Computer Physics Communications 307, 109422, 2025 | 9 | 2025 |
| Thermal analysis of a hermetic reciprocating compressor using numerical methods S Posch, J Hopfgartner, M Heimel, E Berger, R Almbauer, S Stangl | 9 | 2016 |
| Transient 1D heat exchanger model for the simulation of domestic cooling cycles working with R600a E Berger, S Posch, M Heimel, R Almbauer, M Eichinger, A Stupnik Science and Technology for the Built Environment 21 (7), 1010-1017, 2015 | 9 | 2015 |
| Modeling cycle-to-cycle variations of a spark-ignited gas engine using artificial flow fields generated by a variational autoencoder S Posch, C Gößnitzer, AB Ofner, G Pirker, A Wimmer Energies 15 (7), 2325, 2022 | 8 | 2022 |
| Fluid flow in the oil pumping system of a hermetic compressor S Posch, E Berger, M Heimel, J Hopfgartner, R Almbauer, P Schöllauf IOP Conference Series: Materials Science and Engineering 90 (1), 012028, 2015 | 8 | 2015 |
Bernhard C. GeigerAssistant Professor at TU Graz; Research Area Manager at Know Center Research GmbHVerified email at ieee.org
