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1. SINDy_VIV SINDy_VIV Public

   Sparse Identification of Non-Linear Dynamics (SINDy) is used to identify and discover non-linear dynamics of wake & lift oscillator Vortex Induced Vibration (VIV) systems. 2 Reduced order VIV syste…

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2. Application-of-Machine-Learning-in-Solving-Dynamic-Flow-problems Application-of-Machine-Learning-in-Solving-Dynamic-Flow-problems Public

   The work involved building and investigation of a Physics Involved Neural Network (PINN) to address a classic benchmark problem in computational fluid dynamics (CFD). The impact of the weights of t…

   Python

3. boussinesq_equation_pinn boussinesq_equation_pinn Public

   A Physics Informed Neural Network is developed to solve the 4th order boussinesq's equation. The work is very much rooted in the first principles of PINNs given by Raissi [2019].

   Python

4. data_efficient_PINN_for_multiphysics data_efficient_PINN_for_multiphysics Public

   A data efficient Physics Informed Neural Network (PINN) for simulating multi-physics systems in a data scarce environment. The investigated problem is a classical buoyancy driven mixed convection s…

   Python

5. TriplaneVAE-for-super-resolution-of-turbulent-channel-flow TriplaneVAE-for-super-resolution-of-turbulent-channel-flow Public

   3D spatial super-resolution of turbulent flows by a Triplane Variational Auto Encoder (TriplaneVAE)

   Python

6. Aeroelastic-flutter-of-a-2-degree-of-freedom-aerofoil Aeroelastic-flutter-of-a-2-degree-of-freedom-aerofoil Public

   Aeroelastic flutter response of a 2 degree of freedom aerofoil is analysed.

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