Mohammad Ghani, Ph.D.

My project focuses on the Data-Driven Dynamical Systems

SINDy

Paper:
https://www.pnas.org/doi/full/10.1073/pnas.1517384113
Youtube:
https://www.youtube.com/watch?v=NxAn0oglMVw
https://www.youtube.com/watch?v=8-hoWTJwmrE
https://www.youtube.com/watch?v=1vrsBg92Xzo
https://www.youtube.com/watch?v=MmMNQe_EtCw&t=12s
https://www.youtube.com/watch?v=pY2iJnngk4g
https://youtu.be/DvbbXX8Bd90?si=9bNMXeld8Ihh-UCx (PySINDy: A Python Library for Model Discovery)

SINDy-PI

Code:
https://github.com/dynamicslab/pysindy (Python) and https://github.com/dynamicslab/SINDy-PI (Matlab)
Paper:
https://royalsocietypublishing.org/doi/10.1098/rspa.2020.0279
Youtube:
https://www.youtube.com/watch?v=sP8JXF9_wAs

WyNDA

Code:
https://github.com/agushasan/discovery (Matlab)
Paper:
https://www.sciencedirect.com/science/article/pii/S2215016124000797
https://ieeexplore.ieee.org/document/10671281

Physics Informed Neural Network (PINN)

https://drive.google.com/drive/folders/1BCGynuSMPUIRpZsKAEOIlcf6uYz8DikM?usp=sharing

Cardiovascular Modelling

Simulation of the Undiseased Human Cardiac Ventricular Action Potential: Model Formulation and Experimental Validation and Supplementary Materials
DataLearning: Physics-Informed Neural Networks in Medicine and DataLearning Seminar Series