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Related Experiment Video

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A mechatronics data collection, image processing, and deep learning platform for clinical posture analysis: a

Zahra Salahzadeh1, Peyman Rezaei-Hachesu2, Yousef Gheibi3

  • 1Physiotherapy Department, Faculty of Rehabilitation, Tabriz University of Medical Science, 29 Bahman St, Tabriz, Iran.

Physical and Engineering Sciences in Medicine
|August 16, 2021
PubMed
Summary

This study introduces a mechatronics platform for semi-automatic posture analysis, improving physiotherapy efficiency. The developed device offers reliable measurements for static and dynamic posture assessment.

Keywords:
Decision support systemImage processingPostureTelerehabilitation

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Area of Science:

  • Biomedical Engineering
  • Physiotherapy and Rehabilitation Technology

Background:

  • Static and dynamic posture analysis is crucial in physiotherapy but is time-consuming.
  • Semi-automatic methods can streamline this process, enhance record-keeping, and support deep learning applications.

Purpose of the Study:

  • To develop and validate a mechatronics platform for semi-automatic static and real-time dynamic posture analysis.
  • To create a system that facilitates clinical examination and provides infrastructure for advanced analysis.

Main Methods:

  • A hybrid mechatronics platform integrating mechanical (patient place, sensors, actuators) and software modules (data collection, analysis, reporting).
  • Development followed a system development lifecycle, including data transformation into Fourier format for privacy.
  • A network connection for data exchange with a deep learning server and a telerehabilitation application were included.

Main Results:

  • The mechatronics platform demonstrated acceptable reliability and validity for posture measurements.
  • A semi-automatic approach was successfully implemented, facilitating data collection and analysis.
  • A complementary telerehabilitation application was developed for post-diagnosis patient care.

Conclusions:

  • The designed mechatronics device, coupled with a smartphone application, is a valid and reliable tool for posture measurement.
  • Further research with longer data acquisition times could lead to fully automated dynamic posture analysis.