Literature DB >> 15742725

Quaternion-based strap-down integration method for applications of inertial sensing to gait analysis.

A M Sabatini1.   

Abstract

The proposed strap-down integration method exploits the cyclical nature of human gait: during the gait swing phase, the quaternion-based attitude representation is integrated using a gyroscope from initial conditions that are determined during stance by an accelerometer. Positioning requires double time integration of the gravity-compensated accelerometer signals during swing. An interpolation technique applied to attitude quaternions was developed to improve the accuracy of orientation and positioning estimates by accounting for the effect of sensor bias and scale factor drifts. A simulation environment was developed for the analysis and testing of the proposed algorithm on a synthetic movement trajectory. The aim was to define the true attitude and positioning used in the computation of estimation errors. By thermal modelling, the changes of bias and scale factor of the inertial sensors, calibrated at a single reference temperature, were analysed over a range of +/- 10 degrees C, for measurement noise standard deviations up to sigma(g) = 2.5 degrees s(-1) (gyroscope) and sigma(a) = 0.05 m s(-2) (accelerometer). The compensation technique reduced the maximum root mean square errors (RMSEs) to: RMSE(theta) = 14.6 degrees (orientation) and RMSE(d) = 17.7cm (positioning) for an integration interval of one gait cycle (an improvement of 3 degrees and 7 cm); RMSE(theta) = 14.8 degrees and RMSE(d) = 30.0 cm for an integration interval of two gait cycles (an improvement of 11 degrees and 262 cm).

Entities:  

Mesh:

Year:  2005        PMID: 15742725     DOI: 10.1007/bf02345128

Source DB:  PubMed          Journal:  Med Biol Eng Comput        ISSN: 0140-0118            Impact factor:   2.602


  10 in total

1.  Temporal feature estimation during walking using miniature accelerometers: an analysis of gait improvement after hip arthroplasty.

Authors:  K Aminian; K Rezakhanlou; E De Andres; C Fritsch; P F Leyvraz; P Robert
Journal:  Med Biol Eng Comput       Date:  1999-11       Impact factor: 2.602

2.  A reliable gait phase detection system.

Authors:  I P Pappas; M R Popovic; T Keller; V Dietz; M Morari
Journal:  IEEE Trans Neural Syst Rehabil Eng       Date:  2001-06       Impact factor: 3.802

3.  Detecting absolute human knee angle and angular velocity using accelerometers and rate gyroscopes.

Authors:  R Williamson; B J Andrews
Journal:  Med Biol Eng Comput       Date:  2001-05       Impact factor: 2.602

4.  Spatio-temporal parameters of gait measured by an ambulatory system using miniature gyroscopes.

Authors:  Kamiar Aminian; B Najafi; C Büla; P-F Leyvraz; Ph Robert
Journal:  J Biomech       Date:  2002-05       Impact factor: 2.712

5.  Accelerometer and rate gyroscope measurement of kinematics: an inexpensive alternative to optical motion analysis systems.

Authors:  Ruth E Mayagoitia; Anand V Nene; Peter H Veltink
Journal:  J Biomech       Date:  2002-04       Impact factor: 2.712

6.  Three dimensional inertial sensing of foot movements for automatic tuning of a two-channel implantable drop-foot stimulator.

Authors:  P H Veltink; P Slycke; J Hemssems; R Buschman; G Bultstra; H Hermens
Journal:  Med Eng Phys       Date:  2003-01       Impact factor: 2.242

7.  Assessment of walking features from foot inertial sensing.

Authors:  Angelo M Sabatini; Chiara Martelloni; Sergio Scapellato; Filippo Cavallo
Journal:  IEEE Trans Biomed Eng       Date:  2005-03       Impact factor: 4.538

Review 8.  The study of kinematic transients in locomotion using the integrated kinematic sensor.

Authors:  G Wu; Z Ladin
Journal:  IEEE Trans Rehabil Eng       Date:  1996-09

Review 9.  Detection of static and dynamic activities using uniaxial accelerometers.

Authors:  P H Veltink; H B Bussmann; W de Vries; W L Martens; R C Van Lummel
Journal:  IEEE Trans Rehabil Eng       Date:  1996-12

10.  Long-term unrestrained measurement of stride length and walking velocity utilizing a piezoelectric gyroscope.

Authors:  S Miyazaki
Journal:  IEEE Trans Biomed Eng       Date:  1997-08       Impact factor: 4.538

  10 in total
  23 in total

1.  Helical axis calculation based on Burmester theory: experimental comparison with traditional techniques for human tibiotalar joint motion.

Authors:  N Sancisi; V Parenti-Castelli; F Corazza; A Leardini
Journal:  Med Biol Eng Comput       Date:  2009-11       Impact factor: 2.602

Review 2.  Trends Supporting the In-Field Use of Wearable Inertial Sensors for Sport Performance Evaluation: A Systematic Review.

Authors:  Valentina Camomilla; Elena Bergamini; Silvia Fantozzi; Giuseppe Vannozzi
Journal:  Sensors (Basel)       Date:  2018-03-15       Impact factor: 3.576

3.  Activity recognition using a single accelerometer placed at the wrist or ankle.

Authors:  Andrea Mannini; Stephen S Intille; Mary Rosenberger; Angelo M Sabatini; William Haskell
Journal:  Med Sci Sports Exerc       Date:  2013-11       Impact factor: 5.411

4.  Gait analysis using floor markers and inertial sensors.

Authors:  Tri Nhut Do; Young Soo Suh
Journal:  Sensors (Basel)       Date:  2012-02-07       Impact factor: 3.576

Review 5.  Estimating three-dimensional orientation of human body parts by inertial/magnetic sensing.

Authors:  Angelo Maria Sabatini
Journal:  Sensors (Basel)       Date:  2011-01-26       Impact factor: 3.576

6.  Kalman-filter-based orientation determination using inertial/magnetic sensors: observability analysis and performance evaluation.

Authors:  Angelo Maria Sabatini
Journal:  Sensors (Basel)       Date:  2011-09-27       Impact factor: 3.576

7.  Development of a wearable-sensor-based fall detection system.

Authors:  Falin Wu; Hengyang Zhao; Yan Zhao; Haibo Zhong
Journal:  Int J Telemed Appl       Date:  2015-02-16

8.  Stride segmentation during free walk movements using multi-dimensional subsequence dynamic time warping on inertial sensor data.

Authors:  Jens Barth; Cäcilia Oberndorfer; Cristian Pasluosta; Samuel Schülein; Heiko Gassner; Samuel Reinfelder; Patrick Kugler; Dominik Schuldhaus; Jürgen Winkler; Jochen Klucken; Björn M Eskofier
Journal:  Sensors (Basel)       Date:  2015-03-17       Impact factor: 3.576

9.  Concurrent validity of accelerations measured using a tri-axial inertial measurement unit while walking on firm, compliant and uneven surfaces.

Authors:  Michael H Cole; Wolbert van den Hoorn; Justin K Kavanagh; Steven Morrison; Paul W Hodges; James E Smeathers; Graham K Kerr
Journal:  PLoS One       Date:  2014-05-27       Impact factor: 3.240

10.  Fourier-based integration of quasi-periodic gait accelerations for drift-free displacement estimation using inertial sensors.

Authors:  Angelo Maria Sabatini; Gabriele Ligorio; Andrea Mannini
Journal:  Biomed Eng Online       Date:  2015-11-23       Impact factor: 2.819

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.