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Medical Robotics: Connecting Man and Machine

Castellini · 1 concepts · 7 questions

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Key Concepts to Memorize

Medical Robotics categories:


  • Exoskeletons (walking support)
  • Prosthetics (replacement limbs)
  • Surgical robots
  • Care robots
  • Rehabilitation devices

Medical Robotics = unusual combination of:

mechatronics + medicine + psychology + mathematics + neuroscience + smart materials


Why prosthetics is uniquely challenging:


  • Must be nearly permanent
  • Must be totally body-compatible
  • Can only work using body signals (e.g., EMG)
  • An error can lead to trauma/accident → reliability is the main issue

Co-adaptation (core concept):


  • The device learns from the user _while_ the user learns to use the device
  • Both sides adapt to each other simultaneously
  • Applies to all medical robots:

- Surgical robots → adapt to surgeon's style

- Walking exoskeletons → adapt to patient's desires

- Rehabilitation devices → adapt to patient's improving condition

- Prostheses → learn to understand amputee's signals


Brain plasticity in prosthetics:


  • The brain's ability to (re-)learn is exploited
  • User is not just a customer — they are a teacher for the robot AND a learner taught by the robot

Improving data quality (3 directions):


1. Bring the user in from the start (user as data source)

2. Improve sensors: high-density, multi-modal, wearable/wireless/unobtrusive

3. Improve interaction: interactive ML + interactive human learning