Publications

Journal articles:

2025

1. "On the spatial prediction of the turbulent flow behind an array of cylinders via echo state networks", Mohammad Sharifi Ghazijahani; Christian Cierpka, 2025, Engineering Applications of Artificial Intelligence

2. "Large-scale-aware data augmentation for reduced-order models of high-dimensional flows", Philipp Teutsch; Mohammad Sharifi Ghazijahani; Florian Heyder; Christian Cierpka; Jörg Schumacher; Patrick Mäder, 2025, APL Machine Learning

3. "Slim multi-scale convolutional autoencoder-based reduced-order models for interpretable features of a complex dynamical system", Philipp Teutsch; Philipp Pfeffer; Mohammad Sharifi Ghazijahani; Christian Cierpka; Jörg Schumacher; Patrick Mäder, 2025, APL Machine Learning

2024

4. "Echo state networks for modeling turbulent convection",  Mohammad Sharifi Ghazijahani; Christian Cierpka, 2024, Scientific Reports

5. "On the prediction of the turbulent flow behind cylinder arrays via echo state networks", Mohammad Sharifi Ghazijahani; Christian Cierpka, 2024, Machine Learning: Science and Technology

6. "Spatio-temporal dynamics of superstructures and vortices in turbulent Rayleigh–Bénard convection", Mohammad Sharifi Ghazijahani; Christian Cierpka, 2024, Physics of Fluids

2023

7. "Spatial prediction of the turbulent unsteady von Kármán vortex street using echo state networks",  Mohammad Sharifi Ghazijahani; Florian Heyder; Jörg Schumacher; Christian Cierpka, 2023, Physics of Fluids

8. "Flow structure and dynamics behind cylinder arrays at Reynolds number ∼100", Mohammad Sharifi Ghazijahani; Christian Cierpka, 2023, Physics of Fluids

9. "The SCALEX facility – an apparatus for scaled fluid dynamical experiments", Mohammad Sharifi Ghazijahani; Christian Kästner; Valentina Valori; Alexander Thieme; Kerstin Täschner; Jörg Schumacher; Christian Cierpka, 2023, tm - Technisches Messen

2022

10. "On the benefits and limitations of Echo State Networks for turbulent flow prediction", Mohammad Sharifi Ghazijahani; Florian Heyder; Jörg Schumacher; Christian Cierpka, 2022, Measurement Science and Technology

2019

11. "Effect of thickness-to-chord ratio on aerodynamics of non-slender delta wing", Mohammad Sharifi Ghazijahani; Mehmet Metin Yavuz, 2019, Aerospace Science and Technology