Technical Projects

VGH / ICORD Research Assistent Data Processing

Project: Developing a composite data structure for data processing transcranial magnetic stimulation (TMS) / periodic electrical stimulation and electromyogram (EMG) data     

May 2023 - July 2022

Biophysics

Project: Modelling Unidirectional Steady State Flow of Blood like Therapeutics for Angiosarcoma     

November 2022 - December 2022

Project Summary: PDE Modelling of Blood Flow to a Tumour in the Aorta below the heart & Analysis

I following the guidance of transport phenomena in biological systems by George A Truskey I studied the governing equations and solved them and found appropriate constants to use for the project and found the velocity of blood like therapeutics through aortic tumours to determine the time that the therapeutic has to bind to the cancer receptors. The motivation of this project comes from the lack of case studies for aortic tumours and the 5 year survival rate being 3.5%. The goal was to determine the amount of time the drug had to bind to the tumour once inside, through this I learned of many limitations of the model and was familiarized with the approach to biophysical models. 

371_Final_Project.pdf

MNIST NN Number Identifier

Project: Neural Network to identify the Hand Written Digit

August 2022 

The project began with learning the how NNs work and understanding theory behind concepts such as stochastic gradient descent , the loss function and NN structure.  Finally, using tensorflow API I was able to use the MNIST number data to have a neural network that is able to recognize a hand written digit. After running model.fit() multiple times an accuracy of 95.04% was achieved. 

Code

UBC BEST|MINT Electrical Team Lead

Project: MENTHA 4.0 & RoboticsMENTHA     

March 2022 - Current

What:

I have been apart of MINT's electrical team developing an electroencephalography (EEG). I later came to lead the electrical team's 2 projects, a bipedal robotics project and the EEG. I learned analog circuit design and my foundations of function generators, oscilloscopes, and DC power supplies. Now I teach the project members PCB design in altium designer and teach them circuit design. 


Future:

The long term goal is to train an ML model on the EEG to remotely control the robot. 


Prev Comp:

We also competed in NeuroTechX where I worked on an expanding cube with actuation. 

Digital Signal Processing    

Project: FFT & Signal Filtering in Python                                                                   

June 2022 -  July 2022

Learned Signal Processing and theory for fourier analysis in python


Data Source: Past Collections from Student Team

Frequency Composition

Code

Note that the code was adjusted to be specific to EEG after using EEG data. 

Code 

Analyzing Muscle Dominance

Project: Muscle Dominance Between Left and Right Arm in Resistance Training                                 

December 2021 

Muscle dominance in humans is a well known concept with the vast majority of people having one side of their body stronger, capable of dynamic movement to a higher degree, and to have better balance/control. However in the field of biomechanics muscle dominance has barely been studied. 

This concept is why the body tends to depend/lean more on one side of their body due to a strength advantage. Such an effect is often noticeable during weight training, however it is has not been well studied and there is conflicting evidence. For example, there is evidence that suggests we place more weight on our left than our right regardless of which side of the body is dominant(1). There is also evidence that shows the force output of one arm is greater than the other(3.)

Our project sought out to determine the role of muscle dominance between arms in resistance training to try an and answer the a piece of the question. "What role does muscle dominance play in the biomechanics of the human body?".

Project Report

Technical Skills





Resume

resume nov 2024.pdf