MUMBAI, India, Nov. 14 -- Intellectual Property India has published a patent application (202421037547 A) filed by Tata Consultancy Services Limited, Maharashtra, on May 13, 2024, for 'high resolution simulation prediction for computational fluid dynamics.'

Inventor(s) include Sarkar, Rajat Kumar; Jadhav, Vishal Sudam; Sakhinana, Sagar Srinivas; Runkana, Venkataramana; and Aripirala, Krishna Sai Sudhir.

The application for the patent was published on Nov. 14, under issue no. 46/2025.

According to the abstract released by the Intellectual Property India: "This disclosure relates generally to high resolution simulation prediction for Computational Fluid Dynamics (CFD). CFD plays a crucial role in comprehending intricate physical phenomena spanning across scientific and engineering domains, hence it is essential to conduct simulations at high mesh resolutions for the governing equation of fluid flow. The current state-of-the-art super-resolution 10 techniques involve reconstructing high-resolution data from down sampled low- resolution is limited to single scenario and does not accurately reflect real-world scenarios. The disclosed techniques enable prediction of fine-resolution data from low-resolution inputs from a variety of real-world CFD scenarios. Further the disclosed technique also identifies the most relevant network architecture for any 15 CFD scenario and enabling accurate prediction of high-resolution data from low- resolution inputs by training the network architecture. Furthermore, the disclosure ensures also the robustness of the disclosed system through uncertainty analysis, encompassing both aleatoric and epistemic uncertainty analyses."

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