Search engine for discovering works of Art, research articles, and books related to Art and Culture
ShareThis
Javascript must be enabled to continue!

Validation of an IMU Suit for Military-Based Tasks

View through CrossRef
Investigating the effects of load carriage on military soldiers using optical motion capture is challenging. However, inertial measurement units (IMUs) provide a promising alternative. Our purpose was to compare optical motion capture with an Xsens IMU system in terms of movement reconstruction using principal component analysis (PCA) using correlation coefficients and joint kinematics using root mean squared error (RMSE). Eighteen civilians performed military-type movements while their motion was recorded using both optical and IMU-based systems. Tasks included walking, running, and transitioning between running, kneeling, and prone positions. PCA was applied to both the optical and virtual IMU markers, and the correlations between the principal component (PC) scores were assessed. Full-body joint angles were calculated and compared using RMSE between optical markers, IMU data, and virtual markers generated from IMU data with and without coordinate system alignment. There was good agreement in movement reconstruction using PCA; the average correlation coefficient was 0.81 ± 0.14. RMSE values between the optical markers and IMU data for flexion-extension were less than 9°, and 15° for the lower and upper limbs, respectively, across all tasks. The underlying biomechanical model and associated coordinate systems appear to influence RMSE values the most. The IMU system appears appropriate for capturing and reconstructing full-body motion variability for military-based movements.
Title: Validation of an IMU Suit for Military-Based Tasks
Description:
Investigating the effects of load carriage on military soldiers using optical motion capture is challenging.
However, inertial measurement units (IMUs) provide a promising alternative.
Our purpose was to compare optical motion capture with an Xsens IMU system in terms of movement reconstruction using principal component analysis (PCA) using correlation coefficients and joint kinematics using root mean squared error (RMSE).
Eighteen civilians performed military-type movements while their motion was recorded using both optical and IMU-based systems.
Tasks included walking, running, and transitioning between running, kneeling, and prone positions.
PCA was applied to both the optical and virtual IMU markers, and the correlations between the principal component (PC) scores were assessed.
Full-body joint angles were calculated and compared using RMSE between optical markers, IMU data, and virtual markers generated from IMU data with and without coordinate system alignment.
There was good agreement in movement reconstruction using PCA; the average correlation coefficient was 0.
81 ± 0.
14.
RMSE values between the optical markers and IMU data for flexion-extension were less than 9°, and 15° for the lower and upper limbs, respectively, across all tasks.
The underlying biomechanical model and associated coordinate systems appear to influence RMSE values the most.
The IMU system appears appropriate for capturing and reconstructing full-body motion variability for military-based movements.

Related Results

Dynamic stochastic modeling for inertial sensors
Dynamic stochastic modeling for inertial sensors
Es ampliamente conocido que los modelos de error para sensores inerciales tienen dos componentes: El primero es un componente determinista que normalmente es calibrado por el fabri...
THE MILITARY FAMILY: DYNAMICS, STRENGTHS AND CHALLENGES
THE MILITARY FAMILY: DYNAMICS, STRENGTHS AND CHALLENGES
Family relationships remain one of the most valuable and meaningful human experiences, within and outside of the military, and when loss or conflict occurs, this has profound effec...
Making Sense of Sensor Data
Making Sense of Sensor Data
Every year, approximately 12.2 million people worldwide experience a stroke, placing a significant burden on individuals, families, and healthcare systems. Despite rehabilitation, ...
Transforming armed forces through military transparency
Transforming armed forces through military transparency
PurposeAfter discussing recent academic attempts to assess the status of worldwide military transparency and accountability in nations which adopted open governance paradigms, this...
CONTEMPORARY MILITARY CHALLENGES IN ENGLISH – A PROBLEM OR AN OPPORTUNITY
CONTEMPORARY MILITARY CHALLENGES IN ENGLISH – A PROBLEM OR AN OPPORTUNITY
Dear readers,You are looking at a new edition of the Contemporary Military Challenges, which includes contributions by the authors employed in Slovenian defence system; all except ...
PR676-233801-Z06 IMU Strain Data Screening Utility
PR676-233801-Z06 IMU Strain Data Screening Utility
In order to effectively manage the circumferential cracking threat, the ability to quantify the bending strains present on a pipeline is extremely valuable. This is typically done ...
Validation in Doctoral Education: Exploring PhD Students’ Perceptions of Belonging to Scaffold Doctoral Identity Work
Validation in Doctoral Education: Exploring PhD Students’ Perceptions of Belonging to Scaffold Doctoral Identity Work
Aim/Purpose: The aim of this article is to make a case of the role of validation in doctoral education. The purpose is to detail findings from three studies which explore PhD stude...
The legal status of military command in Ukraine
The legal status of military command in Ukraine
The article is devoted to the study of the legal status of military command in Ukraine. The legal status of military command reflects its place in the system of public authorities ...

Back to Top