Neural Networks and Deep Learning (M. Sc. Thesis), 12/2020, 06/2021, Machine Learning Approaches to the Inverse Problem of Identifying Cracks from Electrical Signals in Structural Health Monitoring using Linear Elastic Fracture Mechanics.
Building highly reliable prediction models using current trends in ML and NN.
Tools Used: Python (Modules: Pandas, Numpy, Scikit-learn, Matplotlib, TensorFlow, Keras) High Performance Computing. (Parallel Computing), 12/2018, 05/2019, Parallel program to perform the a fluid-dynamics simulation using MPI.
Implementation for motion of interaction between 'n' particles through gravitational force.
Hands-on experience handling HPC Cluster testing for weak & strong parallel scalability. Big Data Analysis and Visualization., 08/2018, 05/2019, Performed Data mining of large datasets of atomistic simulations with properties of atoms & generated a parameter file for User interface and Generality (API).
Performed data collection, preparation (extraction & reduction), modelling and visualization.
Programmed using Python, FORTRAN, C++ & AWK. Nonlinear Finite Element Analysis applying Load scaling algorithm and Newton Raphson method., 04/2018, 06/2018, Programmed a Matlab script for material routine, element routine and a main program using OOP concept.
Tested and optimized using convergence techniques and numerical methods. Simulation of Irradiation Damage on a crystal applying PBCs., 04/2018, 06/2018, Simulated a 1D,2D & 3D crystal considering the point defects & applying PBCs using Python.
Simulated the fluctuation of interstitial and vacancies within a recombination radius over several iterations. Generating a calculator GUI which can perform rational calculations, 10/2017, 02/2018, Generated a Graphical User Interface in the form of a scientific calculator using Matlab & Octave.
Programmed for performing calculations in rational numbers, represented by fractions based on the user input; provides accurate solutions. Simulation of Collision free path planning amidst multiple obstacles (Thesis), 10/2015, 06/2016, Conducted a literature survey for trajectory planning algorithm which can generate a collision free path for a Non-holonomic car like robot.
Implemented 'BUG' algorithm on the robot to visualize the trajectory amidst multiple obstacles avoiding collision using Matlab & Simulink.