Research and Projects
My Master's research mostly focused on understanding and modeling the complex multiscale interactions in turbulent flows, specifically in geophysical and atmospheric turbulence. I particularly worked on developing robust and improved reduced order models of fluid flows by means of artificial neural networks and machine learning algorithms. Earlier of my MS, I worked on understanding how subgrid-scale turbulence interacts with the resolved flows in Large Eddy Simulations. Apart from my primary research projects, I also worked on developing efficient parallel computing algorithms for fluid flow simulations as a personal research interest. During my undergrad in BUET, I worked on applied CFD simulation for industrial problems (numerical investigation of a shell-and-tube heat exchanger) using commercial Softwares as a part of the completion of my undergrad thesis. To read more, please click on the following pages:
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To find my works in academic course projects, please direct to the page:
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Computational Tools and Software
My research, similar to most of the computational research, demands learning modern and latest programming languages, computational tools, and Softwares. Here is a list of programming and computing skills I have often used during my undergrad and MS research:
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Programming language: Python, Fortran, C/C++, Matlab.
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Operating system platforms: Linux/Unix (for simulation on GPU, high-performance computing clusters), Windows.
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Modeling and simulation: COMSOL Multiphysics, ANSYS - Fluent, NetLogo (ABM), Vensim (SDM and ABM), OpenFOAM, Proteus.
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Engineering design: Solidworks, AutoCAD.
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Microcontroller programming: AVR Studio, WinAVR.
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Word Processing and Presentation: Latex, Microsoft Office, Beamer.
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Database and Post-processing: Tecplot, Draw.io, Inkscape, Paraview.
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Machine Learning Tools: Keras, Tensorflow, CAFFE, Matlab deep learning toolbox.
Analytical Instrumentation and Experimental Skills
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Experimental Equipment: Fluidnatek LE-50 Electrospinning Unit, MCR 302 Rheometer, Porometer 3G Micro, 3D Printing Additive Manufacturing.
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Analytical characterization instruments: Scanning electron microscopy (SEM), High-speed camera.