P.02 ISMIT 2025 · Washington DC Computer Vision Enhanced
Medical Robotics · Continuum Mechanics · Computer Vision · VR Control

Computer Vision Enhanced
Continuum Medical Robot

Developed a CV-enabled continuum robot for minimally invasive ureteroscopy — integrating compact electromechanical design within a <12mm clinical envelope, ANSYS-validated structural architecture, Nitinol-based flexible mechanisms, VR-based control with live endoscopic video streaming, and a custom haptic feedback system. Selected for presentation at ISMIT 2025, Washington DC.

<12mm
Full device
envelope
30%
Footprint
reduction
40%
Positional
accuracy ↑
500
Endurance
cycles tested
Overview
Project Background

Minimally invasive surgeries (MIS) are gaining importance as they involve smaller incisions, less tissue damage, reduced post-operative pain, and faster patient recovery. Current medical robots — while capable of performing MIS — pose significant disadvantages: limited dexterity, high training requirements, maintenance complexity, size constraints, lack of haptic feedback, and reliability issues.

Our team developed a Computer Vision-Enabled Continuum Medical Robot to perform minimally invasive ureteroscopy with reduced errors and inefficiencies. Continuum robots mimic natural structures, offering tentacle-like flexibility for precise surgical access in anatomical spaces that rigid instruments cannot reach. My focus was the mechanical design, structural validation, actuation integration, and miniaturized hardware packaging.


Design Evolution
From Prior Prototypes to Final Architecture

Three prototype generations were evaluated before arriving at the final architecture — each addressing the prior iteration's fundamental limitations.

PrototypeApproachStrengthsLimitations
P1Cable-actuated with dual mechanismProven actuation conceptBulky · Complex fabrication · No novelty
P2Section-view dual mechanismImproved access geometryStill bulky · Each mechanism requires separate process
P3 (Final)Unified <12mm continuum platformCompact · Novel architecture · Simplified assemblyTight tolerance demands

Design Evolution
Prototype Progression — CAD to Physical Build

Three prototype generations were developed and evaluated before arriving at the final compact architecture. Each iteration addressed specific mechanical and fabrication limitations of the prior design.

Prototype 1 — CAD
Prototype 1 — CADCable-driven mechanism with screw-type end effector and multi-panel modular housing. Identified as bulky with no novelty factor.
Prototype 2 — CAD
Prototype 2 — CADEnclosed dual-mechanism housing with integrated cooling fan. Complicated fabrication — each mechanism required separate manufacturing process.
End Effector & Section View
End Effector & Section ViewLeft: Stacked-disc continuum spine (end effector). Right: Cross-section of Prototype 2 showing bellows-based dual actuation mechanism.
Prototype 3 — CAD Model
Prototype 3 — CAD ModelCompact transparent isometric view of the final architecture — dual mechanisms unified within a 100×100×100mm envelope. Solved the bulky/novelty issues of P1 and P2.
Developed Prototype — Physical Build
Developed Prototype — Physical BuildActual built prototype with acrylic enclosure, servo motors, cable routing, breadboard electronics, and continuum tube end effector. Selected for ISMIT 2025 presentation.

Mechanical Design
Hardware Architecture
Packaging
Developed compact SolidWorks assembly integrating precision motion components within a <12mm outer envelope — a 30% reduction in device footprint vs. the prior iteration. Required complete redesign of joint interfaces and component stacking order to achieve the clinical envelope constraint.
Structural FEA
Conducted ANSYS stress and alignment analysis to evaluate load paths, structural rigidity, and failure modes under expected clinical actuation forces. FEA identified 2 failure modes at joint interfaces before the physical prototype was built — geometry modifications redistributed load paths and eliminated both risks.
Actuation System
Developed and tested precision brushless motor actuation with custom mechanical interfaces. Iterative optimization of cable routing, gear mesh, and preload strategy improved positional accuracy 40% and reduced backlash across 500-cycle endurance testing.
Materials Study
Studied design constraints and manufacturing practices across soft flexible materials, rigid structural materials, and super-elastic metals including Nitinol (shape memory alloy). Producing components required constant coordination with third-party prototyping companies for quotes and feasibility assessment.
Tolerance & DFM
Applied GD&T, tolerance stack-up analysis, and manufacturability reviews throughout. SLA 3D printing with precision machined inserts used to achieve required tolerances on bearing seats and cable guide features. Improved assembly repeatability and reduced shimming requirements.

CV & VR Integration
System-Level Integration

Beyond the mechanical platform, the project integrated a full software and sensing stack for enhanced surgical precision and training capability.

  • VR-based control system — developed software to control robotic endoscopy via Meta Quest 3 joystick inputs, with real-time video from an onboard camera module streamed into the VR environment via Raspberry Pi and Unity
  • Computer vision integration — real-time tracking of phantom kidney position and orientation using ArUco markers for precise AR overlays; mobile imaging captures live surgical feed for navigation guidance
  • Phantom testing model — kidney model printed on Stratasys F170 with TPU A 80 material to mimic tissue properties; transparent balloons simulate tissue compliance, adding realism to training scenarios
  • Digital twin — visualized robot in 3D Slicer and simulated in Gazebo environment using ROS2; used Open3D and trimesh for high-fidelity rendering of internal anatomical structures
  • Custom haptic feedback — attempted to measure end-effector forces during surgery on target organ using strain gauges; developed custom gauges from Polyamide paper, cured silicone sheets, and laser printing due to range limitations of commercial gauges

Outcomes
Results
<12mm
Full clinical envelope — all actuation, structure, and motion within sub-12mm diameter
2
Failure modes eliminated via FEA analysis before first physical prototype was built
40%
Positional accuracy improvement through backlash and cable preload optimization
ISMIT
Selected for presentation at ISMIT 2025, Washington DC — innovation in miniaturized electromechanical medical device design
Project Info
Role
Mechatronics & Mechanical Engineer
Lab
FAMS Lab, NYU (Contract)
Timeline
May 2024 – Jan 2025
Application
Ureteroscopy · Bronchoscopy
Recognition
ISMIT 2025 · DC
Tools & Technologies
SolidWorksANSYS FEA3D PrintingNitinolBrushless MotorsGD&TTolerance AnalysisArduinoRaspberry PiUnityROS2Computer VisionMeta Quest 33D SlicerHaptic Sensing
Key Contributions
Mechanical
Packaging, joint design, FEA validation, Nitinol study
Actuation
Cable routing, backlash optimization, 500-cycle endurance
Integration
VR control, CV pipeline, phantom kidney testing
Sensing
Custom haptic gauge development, force measurement