Publications
A scale-similarity based workflow for self-supervised reconstruction of small-scales in turbulence using deep learning.
Physics of Fluids
- Authors: Dash, P., Aditya, K.
- Selected as editors' pick!
- https://doi.org/10.1063/5.0216747
July 2024
A deep learning based model for identifying recirculation zones from experimental images of trapped vortex combustors.
ASME TurboExpo 2024 @ London, UK
- Authors: Dash, P., Mallik, T., Verma, N., Choudhury, A.R., Ravikrishna, R.V., Aditya, K.
- https://doi.org/10.1115/GT2024-127369
June 2024
An analysis of lean premixed ethylene-air flame stabilization over a backward facing step
AIAA Aviation and Aeronautics Forum and Exposition 2023 @ San Diego, US
- Authors: Dash, P., Aditya, K., Kolla, H. & Chen, J.H.
- https://doi.org/10.2514/6.2023-3461
June 2023
Joint strength evaluation of friction stir welded Al-Cu dissimilar alloys
Measurement
- Authors: Shankar, S., Vilaça, P., Dash, P., Chattopadhyaya, S., & Hloch, S.
- https://doi.org/10.1016/j.measurement.2019.07.019
August 2019
Conference presentations
Reconstruction of small-scale turbulent flow structures on complex meshes using graph neural networks.
3rd ERCOFTAC Workshop on Machine Learning for Fluid Dynamics @ Amsterdam, The Netherlands
- Authors: Dash, P., Aditya, K., Bode, M.
March 2026 (Scheduled)
A graph neural network-based framework for super-resolution of turbulent reacting flows on complex meshes.
20th International Conference on Numerical Combustion @ Rome, Italy
- Authors: Dash, P., Aditya, K., Frouzakis, C.E., Bode, M.
October 2025
Super-resolution of turbulent reacting flows on complex meshes using graph neural networks.
12th European Combustion Meeting @ Edinburgh, Scotland
- Authors: Dash, P., Aditya, K., Bode, M.
April 2025
An analysis of non-premixed ethylene-air flame stabilization in a cavity flameholder with orthogonal fuel injection.
19th International Conference on Numerical Combustion @ Kyoto, Japan
- Authors: Dash, P., Aditya, K.
May 2024
Identification of recirculation zones from experimental images of trapped vortex combustors using deep learning.
19th International Conference on Numerical Combustion @ Kyoto, Japan
- Authors: Mallik, T., Dash, P., Verma, N., Ravikrishna, R.V., Aditya, K.
May 2024
Physics-guided deep learning for reconstructing small-scale structures in turbulent flows
76th Annual Meeting of the Division of Fluid Dynamics (American Physical Society) @ Washington DC, US
- Authors: Dash, P., Aditya, K.
November 2023
Self-supervised reconstruction of isotropic turbulent fields using deep learning.
Asian Computational Fluid Dynamics Conference @ Bengaluru
- Authors: Dash, P., Aditya, K.
October 2023
Reconstruction of unresolved small-scale structures in isotropic turbulence using deep learning
SIAM Conference on Computational Sciences and Engineering 2023 @ Amsterdam, The Netherlands
- Authors: Dash, P., Aditya, K.
February 2023