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Technische Universität München

Caglar Gürbüz, M.Sc.

Wissenschaftlicher Mitarbeiter

Forschungsschwerpunkte:

  • Randelementemethode (BEM)
  • Hochleistungsrechnen (HPC)
  • Maschinelles Lernen und Deep Learning

Publikationen

2024

  • Eser, M.; Gurbuz, C.; Brandão, E.; Marburg, S.: Probabilistic Estimation of the Oblique Incidence Sound Absorption Coefficient - A Numerical Concept Study. Proceedings of the 10th Convention of the European Acoustics Association Forum Acusticum 2023, European Acoustics Association, 2024 mehr… BibTeX Volltext ( DOI )
  • Eser, Martin; Emmerich, Leon; Gurbuz, Caglar; Marburg, Steffen: A Pre-trained Frequency-parameterized Deep Learning Impedance Tube Method to Estimate the Sound Propagation Characteristics in Porous Media. Proceedings of the 10th Convention of the European Acoustics Association, Forum Acusticum 2023, European Acoustics Association (EAA), 2024 mehr… BibTeX Volltext ( DOI )
  • Schmid, J. D.; Bauerschmidt, P.; Gurbuz, C.; Marburg, S.: Characterization of structural dynamic boundary conditions using physics-informed neural networks. Fortschritte der Akustik - DAGA 2024, 50. Jahrestagung für Akustik, 18.-21. März 2024, Hannover, Deutsche Gesellschaft für Akustik e.V. (DEGA), 2024 mehr… BibTeX
  • Schmid, Johannes D.; Bauerschmidt, Philipp; Gurbuz, Caglar; Eser, Martin; Marburg, Steffen: Physics-informed neural networks for acoustic boundary admittance estimation. Mechanical Systems and Signal Processing 215, 2024, 111405 mehr… BibTeX Volltext ( DOI )

2023

  • Eser, M.; Mannhardt, S.; Gurbuz, C.; Brandão, E.; Marburg, S.: Free-field characterization of locally reacting sound absorbers using Bayesian inference with sequential frequency transfer. Mechanical Systems and Signal Processing 205, 2023, 110780 mehr… BibTeX Volltext ( DOI )
  • Eser, Martin; Emmerich, Leon; Gurbuz, Caglar; Marburg, Steffen: A neural network-augmented two-microphone impedance tube method to estimate sound propagation characteristics. 7th Conference on Noise and Vibration: Emerging Methods (NOVEM 2023), Institute of Noise Control Engineering (INCE), 2023 mehr… BibTeX Volltext ( DOI )
  • Eser, Martin; Emmerich, Leon; Gürbüz, Caglar; Marburg, Steffen: Eine hybride Deep-Learning-Zwei-Mikrofon-Impedanzrohr-Methode zur Vorhersage der Schallausbreitungscharakteristika in porösen Medien. Fortschritte der Akustik - DAGA 2023, 49. Jahrestagung für Akustik, 06.-09. März 2023, Hamburg, Deutsche Gesellschaft für Akustik e.V. (DEGA), 2023https://pub.dega-akustik.de/DAGA_2023 mehr… BibTeX
  • Gurbuz, Caglar; Eser, Martin; Marburg, Steffen: Multi‐fidelity Gaussian processes for an efficient approximation of frequency sweeps in acoustic problems. PAMM, 2023 mehr… BibTeX Volltext ( DOI )
  • Gurbuz, Caglar; Eser, Martin; Schaffner, Johannes; Marburg, Steffen: A multi-fidelity Gaussian process for efficient frequency sweeps in the acoustic design of a vehicle cabin. The Journal of the Acoustical Society of America 153 (4), 2023, 2006-2018 mehr… BibTeX Volltext ( DOI )
  • Gurbuz, Caglar; Eser, Martin; Schaffner, Johannes; Marburg, Steffen: Multi-fidelity modeling using Gaussian processes for the frequency dependent Helmholtz equation. 7th Conference on Noise and Vibration: Emerging Methods (NOVEM 2023), Institute of Noise Control Engineering (INCE), 2023 mehr… BibTeX Volltext ( DOI )
  • Schmid, J. D.; Bauerschmidt, P.; Gurbuz, C.; Marburg, S.: Bestimmung akustischer Randadmittanzen mittels physikalisch informierter neuronaler Netze. Fortschritte der Akustik - DAGA 2023, 49. Jahrestagung für Akustik, 06.-09. März 2023, Hamburg, Deutsche Gesellschaft für Akustik e.V. (DEGA), 2023https://pub.dega-akustik.de/DAGA_2023 mehr… BibTeX
  • Schmid, J. D.; Bauerschmidt, P.; Gurbuz, C.; Marburg, S.: Physics-informed neural networks for characterization of structural dynamic boundary conditions. The Journal of the Acoustical Society of America 154 (4_supplement), 2023, A99-A99 mehr… BibTeX Volltext ( DOI )
  • Schmid, J. D.; Bauerschmidt, P.; Gurbuz, C.; Marburg, S.: Physics-informed neural networks for solving the Helmholtz equation. INTER-NOISE and NOISE-CON Congress and Conference Proceedings 267 (1), 2023, 265--268 mehr… BibTeX Volltext ( DOI )

2022

  • Gurbuz, C.; Kronowetter, F.; Dietz, C.; Eser, M.; Schmid, J.M.; Marburg, S.: Generatives Design von akustischen Metamaterialien. Fortschritte der Akustik - DAGA 2022: 48. Jahrestagung für Akustik, 21.-24. März 2022 in Stuttgart, 2022 mehr… BibTeX
  • Gurbuz, Caglar; Eser, Martin; Schmid, Johannes D.; Marburg, Steffen; Luegmair, Marinus: Gaussian Processes for Transfer Path Analysis Applied on Vehicle Body Vibration Problems. SAE Technical Paper Series, 2022 mehr… BibTeX Volltext ( DOI )
  • Gurbuz, Caglar; Marburg, Steffen: Efficient analysis of energy-based surface contributions for an entire acoustic cavity. Journal of Theoretical and Computational Acoustics, 2022 mehr… BibTeX
  • Gurbuz, Caglar; Marburg, Steffen: Energy-based non-negative surface contributions approximated for the volume of an inward radiating sphere. Proceedings of the 24th International Congress on Acoustics, 2022 mehr… BibTeX
  • Gurbuz, Caglar; Marburg, Steffen: Generative design of acoustic metamaterials conditioned on desired transmission characteristics. The Journal of the Acoustical Society of America, Acoustical Society of America, 2022, A252--A252 mehr… BibTeX
  • Gurbuz, Caglar; Marburg, Steffen: Non-negative surface contributions for cavities based on sound energy density. The Journal of the Acoustical Society of America, Acoustical Society of America, 2022, A144--A144 mehr… BibTeX
  • Gurbuz, Caglar; Schmid, Johannes D; Luegmair, Marinus; Marburg, Steffen: Energy density-based non-negative surface contributions in interior acoustics. Journal of Sound and Vibration 527, 2022, 116824 mehr… BibTeX
  • Preuss, Simone; Gurbuz, Caglar; Jelich, Christopher; Baydoun, Suhaib Koji; Marburg, Steffen: Recent Advances in Acoustic Boundary Element Methods. Journal of Theoretical and Computational Acoustics 30 (03), 2022 mehr… BibTeX Volltext ( DOI )
  • Schmid, J. D.; Bauerschmidt, P.; Gurbuz, C.; Marburg, S.: Physics-informed deep learning in computational elastodynamics. Proceedings of the 24th International Congress on Acoustics - ICA 2022; 24-28 October 2022, Gyeongju, Korea, 2022 mehr… BibTeX
  • Schmid, J. D.; Bauerschmidt, P.; Gurbuz, C.; Marburg, S.: Physics-Informed Neural Networks as Data-Driven Method in Computational Vibroacoustics. Fortschritte der Akustik - DAGA 2022: 48. Jahrestagung für Akustik, 21.-24. März 2022 in Stuttgart, 2022 mehr… BibTeX
  • Schmid, J. D.; Hildenbrand, A.; Gurbuz, C., Luegmair, M.; Marburg, S.: Variational Autoencoders for Dimensionality Reduction of Automotive Vibroacoustic Models. SAE Technical Paper, SAE International, 2022 mehr… BibTeX Volltext ( DOI )
  • Schmid, J. M.; Fernandez-Grande, E.; Hahmann, M.; Gürbüz, C.; Eser, M.; Marburg, S.: Sound Field Reconstruction using Bayesian Inference. Fortschritte der Akustik - DAGA 2022: 48. Jahrestagung für Akustik, 21.-24. März 2022 in Stuttgart, 2022 mehr… BibTeX

2021

  • Eser, Martin; Gurbuz, Caglar; Brandão, Eric; Marburg, Steffen: Direct discrete complex image method for sound field evaluation above a non-locally reacting layer. The Journal of the Acoustical Society of America 150 (5), 2021, 3509-3520 mehr… BibTeX Volltext ( DOI )
  • Gurbuz, Caglar; Kronowetter, Felix; Dietz, Christoph; Eser, Martin; Schmid, Jonas; Marburg, Steffen: Generative adversarial networks for the design of acoustic metamaterials. The Journal of the Acoustical Society of America 149 (2), 2021, 1162-1174 mehr… BibTeX Volltext ( DOI )
  • Schmid, Jonas M.; Fernandez-Grande, Efren; Hahmann, Manuel; Gurbuz, Caglar; Eser, Martin; Marburg, Steffen: Spatial reconstruction of the sound field in a room in the modal frequency range using Bayesian inference. The Journal of the Acoustical Society of America 150 (6), 2021, 4385-4394 mehr… BibTeX Volltext ( DOI )

2019

  • Eser, M.; Gurbuz, C.; Moheit, L.; Moosrainer, M.; Marburg, S.: Efficient Evaluation of Sound Radiation of an Electric Motor using Model Order Reduction. Proceedings of the 23rd International Congress on Acoustics, integrating 4th EAA Euroregio , DEGA, 2019Aachen mehr… BibTeX
  • Gurbuz, C.; Marburg, S.: Akustische Gütemaße in Innenräumen: Schallintensität und Schallenergien. Fortschritte der Akustik-DAGA : 45. Jahrestagung für Akustik, 18.-21. März, DEGA e.V., 2019Rostock mehr… BibTeX
  • Gurbuz, C.; Marburg, S.: Evaluating acoustic properties based on sound energy for interior problems. Proceedings of the 23rd International Congress on Acoustics, integrating 4th EAA Euroregio , DEGA, 2019Aachen mehr… BibTeX
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