6.1) Tuning K Hyperparameter with Cross-Validation
6.2) Tuning # features & # Gaussians (with # components) using F1 Score and AUC
6.3) Dimensionality Reduction
6.4) Optimal Gradient Descent Model for Linear Regression
6.5) API Keys and SQL Database
The goal of this project was to increase the load-bearing capacity of a prosthetic foot keel for more active users in developing regions. The keel uses a controlled passive energy management system to store and release energy during the gait cycle.
This project enhanced my ability to analyze and implement the engineering design method. Our team was constantly challenged to display skills related to technical drawings, presentations and gait analysis using mechanics.
The final design consisted of structural additions to the forefoot sole and ankle of the keel, which increased the energy stored and released during late-midstance of the gait cycle. The designed polyurethane additions increased the load-bearing capacity of the prosthetic keel up to 125 kg. Achieved a 25% improvement in mobility for lower-limb amputees, as accepted by DOI Ortho-Innovativ client in Germany.
The objective of this project was to decrease the overall mass of a Robertson-head screwdriver by analyzing the dimensions and applied loads through ANSYS. The bottom-up modelling approach was used.
A technical drawing of the structural geometry was used to section the screwdriver into 6 vertical layers.
Initial parametric variables were chosen to create a CAD model of the structure using SolidWorks, from which exact coordinates were identified for key points.
Maximum deflection and maximum stress occurred at the drill bit. Thus, the volume of the handle was minimized to the smallest dimension outlined in the design variable constraints.
Client-centred project with collaboration from occupational students in a 3rd year course (MECH 393: Biomechanical Product Development) to design and implement assistive devices for residents of the Kingston community suffering from spinal osteoarthritis.
The goal was to design a parachute release system at a height of 24 meters. While carrying a 20 gram payload, the parachute had to deploy between 3 to 12 meters above ground, with no components breaking on landing.
Through the course of 12 weeks, our group performed several iterations.
The final solution involved a secondary capsule containing the parachute which separated after launch allowing the parachute to deploy. This allowed the main capsule containing the payload to slowly descend back to the ground preventing any damage.
Applied manufacturing methods to create a mechanical spinner.
Methods included drilling, bending, waterjet cutting and additive manufacturing. Highly advanced mechanical equipment was accessed in the McLaughlin Hall machine shop at Queen's University.
Employed the engineering design method to analyze and incorporate fundamental concepts in physics.
Used extra pieces of wood and wooden dowels to create inclined planes and levers. A ¼ inch thick wooden board was used to construct the gears with general woodwork tools. Stress analysis and free body diagrams of each component of the board was done to make sure that the weight of the children could be supported.
As a team we successfully pitched this client centered project to stimulate interest in STEM for students at Sydenham Public School.