John Paul Fallon
Auto-Adjusting Transtibial Prosthetic Socket
August 2024 – Present·Sanders Lab · UW Bioengineering·Ongoing

Auto-Adjusting Transtibial Prosthetic Socket

A second-generation auto-adjusting prosthetic socket for people with transtibial amputation. Three motor-driven panels continuously maintain prosthetic fit by detecting and responding to residual limb volume changes throughout the day.

ProstheticsEmbedded SystemsControl SystemsBiomechanicsHuman Subjects ResearchMedical DeviceRehabilitation EngineeringData AnalysisFabrication

Overview

The Problem

Residual limb volume fluctuates continuously throughout the day, causing prosthetic sockets to fit poorly over time. The consequences are pervasive: pain, skin breakdown, instability, and often prosthesis abandonment altogether. The traditional fix is manually adding or removing prosthetic socks, which is imprecise, disruptive, and socially awkward.

The Solution

ADAPT 2 uses inductive distance sensors embedded in the socket wall to continuously detect limb-to-socket clearance. A microcontroller interprets this data and drives three motor-actuated panels (two anterior, one posterior) to expand or contract as needed. Adjustments are gradual enough that users typically do not notice them, yet effective enough to maintain fit across an entire day of varied activity.

Key Outcomes

  • Auto-adjusting fit during walking validated in peer-reviewed studies; 13-participant take-home study completed
  • Military environment testing completed at the Center for the Intrepid (Brooke Army Medical Center)
  • Active development extending controller coverage to the full range of daily activities beyond walking

My Role

Research Engineer II
(Assembly, Controls Development & Human Subjects Testing)

Impact & Results

ADAPT 2 builds on a validated research program that has demonstrated automatic prosthetic fit management during walking in peer-reviewed research and real-world take-home studies. The current work extends that capability to the full range of daily activity, targeting the 90–95% of wear time that existing systems do not adequately address. I am named as an inventor on multiple pending patent applications filed in 2024–2025, reflecting my contributions to controller design and system development.

Clinical Reach

13-participant take-home study and military environment testing at the Center for the Intrepid (Brooke Army Medical Center) completed

Patent Portfolio

Named inventor on multiple pending patent applications (University of Washington, filed 2024–2025)

Extended Coverage

Advancing auto-adjustment from walking to the full range of daily activities: sitting, standing, transitioning, and weight-shifting

Key Takeaways

  • End-to-end ownership of a complex embedded medical device: assembly, firmware, testing, and analysis
  • Developing control systems that must generalize across diverse users, activity profiles, and real-world conditions
  • Translating participant feedback and sensor data into concrete hardware and software improvements across iterations
  • Running take-home studies that expose failure modes and usability gaps invisible in lab-controlled testing

Skills Developed

ProstheticsEmbedded SystemsControl SystemsBiomechanicsHuman Subjects ResearchMedical Device DevelopmentData AnalysisFabrication & AssemblyRehabilitation Engineering

Research & Publications

The following papers document the research program that ADAPT 2 builds on. I joined after these specific studies were completed; my current work directly extends and advances these findings.

Named inventor on multiple pending patent applications (University of Washington). Applications filed 2024–2025 are not yet publicly available — the USPTO typically publishes ~18 months after filing. An earlier related application is publicly available: US20200345520 — "Motorized Adjustable Socket For Amputee Prosthesis Users And Methods For Use Thereof" — Sanders JE et al.

Interested in working together?