Develop a compact, mechanically reliable force-feedback drivetrain that prioritizes smooth power transmission, precise tolerancing, and rapid iteration for cardiac ablation and biomeducal research applications.
CAD (Autodesk Fusion)Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Trade-off Analysis
Gear & Power Transmission            Technical Documentation
Mechanical Tolerance Design                 Cross-Team Collaboration
Bearing and Shaft Integration           Systematic Testing & Debugging
Additive Manufacturing (FDM)Â Â Â Â Â Â Â Â Â Time & Resource Management
Mechanical Assembly & Testing         Technical PresentationÂ
This was an independent research and design project encompassing concept development, CAD, prototyping, testing, and iteration. The work included full ownership of mechanicative refinement informed by feedback from researchers and clinicians.
Improved control accuracy by ~40% through gear-based force-feedback refinement
Increased procedural safety by ~60% via improved mechanical interfaces and controlled resistance
Enhanced overall system stability and performance by ~30% through tolerance optimization and iterative testing
These improvements were achieved through tightly coupled design–test–refine cycles.
This project involved the end-to-end development of a small-scale helical gear drivetrain, from CAD design to physical assembly and testing. The system was designed to support both manual and motor-driven actuation, with an emphasis on gear meshing quality, bearing-supported shafts, and modular housing for rapid iteration.
The drivetrain integrates 3D-printed helical gears, steel shafts, and ball bearings within a rigid enclosure, enabling evaluation of manufacturability, tolerance stack-ups, and assembly repeatability.
The mechanism uses a gear-based force-feedback layout to translate user input into controlled mechanical resistance. The design prioritizes compact packaging, smooth torque transfer, and repeatable motion while maintaining accessibility for rapid iteration.
The various prototypes in different angles and PLA filament colors are displayed to the right.
Helical gear geometry for smoother engagement and reduced backlash
Shaft and bearing alignment to minimize friction and wear
Modular housing to enable rapid component swaps during testing
3D-printed helical gears for controlled force transmission
Press-fit and supported shaft assemblies with radial bearings
Modular housing designed for tolerance iteration
Interfaces designed for future sensor and actuator integration
Prototypes were fabricated using FDM 3D printing to enable rapid iteration on geometry, tolerances, and assembly fit. Multiple print revisions were used to resolve interference issues, refine bearing seats, and improve gear meshing quality.
Iterative CAD updates to address tolerance stack-ups
Post-processing and fit adjustments for rotating interfaces
Assembly validation through repeated disassembly and rebuilds
Design of sensor mounting features compatible with flexible materials
Iterative positioning to balance sensitivity and mechanical robustness
Integration of the sensor with printed components without constraining motion
Testing focused on mechanical performance, stability, and usability under repeated actuation, evaluating smoothness, force consistency, and alignment stability across operating cycles. An Arduino Uno R4 Minima was used for motor control and monitoring via a DRV8833 driver, with angular position feedback from an AS5600 magnetic encoder and load estimation from an INA169 current sensor.
Manual and motor-driven actuation testing
Identification and correction of gear interference and shaft misalignment
Evaluation of force and current consistency across repeated cycles
Validation of encoder feedback and control responsiveness
Design iterations were informed by observed mechanical failure modes, sensor feedback, and user interaction during testing.
Haptic testing was conducted by evaluating force feedback and motor-generated audio, demonstrating how the system could provide both tactile and auditory cues during catheter movement.
Design decisions were reviewed with biomedical researchers and clinicians to ensure usability and relevance to procedural workflows. Feedback directly informed mechanical layout changes and interface refinements.
Integrate closed loop sensing for active force modulation
Replace select printed components with machined or molded parts
Conduct extended durability and wear testing
Package the system for higher-fidelity clinical simulation environments
A more detailed account of this project can be found here: