黑料网

Biography

Expert in numerical modelling with a focus on non-intrusive methods for reduced-order modelling of Navier-Stokes equations, fluid-structure interactions, and multiphase flows in porous media. I am also interested in stabilization and non-linear reduction of physical dynamic systems. Other interests: Artificial Intelligence(AI), machine learning methods (ANN, RBF, deep learning, prediction), big data, data warehousing, database and data mining, and geophysical inversion, optimisation design.

Research Interest

1. Developed novel non-intrusive reduced order modelling methods within complex unstructured adaptive mesh finite element ocean model(Fluidity) and a combined finite-discrete element method based solid model (Y2D) and 3D unstructured mesh control volume finite element (CVFEM) reservoir model. The methods involve Smolyak sparse grid, radial basis function, neural network and POD. 2.Developed a fast oil and gas reservoir model for British Petroleum (BP plc). It is used for sensitivity analysis, uncertainty quantification, parameters optimisation and history matching. 3. Developing a non-intrusive ROM for air quality transport model. 4. Developed a non-intrusive ROM for fluid and fractured solid coupling model. 5. Developed a non-intrusive ROM for ocean model. 6.Developed a 2D and 3D gravity and magnetic forward and inversion human computer interative interpretation systems. This tool aims to target mines using 3D real-time interactive simulation of complex 3D geological shapes calculated from gravity and magnetic anomaly data. The complex 3D geological shapes include surface shapes made of triangles, surface shape made of polygon, cube and sphere. This code is written in Visual C++6.0 and OpenGL. Collision detection methods have been used such as AABB, OBB, etc. Inversion methods and optimization methods are involved in this code as well such as least-square, descent gradient and Marquardt. 7.Developed a stabilisation method and a non-linear reduction method for intrusive ROM. 8.Developed an environmental hazard data warehousing decision support system. 9.Developed a geological hazard data warehousing for Yangtze three gorge areas.