Table 2.
Author (Reference n.) | Sensor type,Location and properties where provided | Acquisition, processing and analysis |
---|---|---|
Martinez-Ramirez [45] |
MTx XSENS,Xsens Technologies B.V. Enschede, Netherlands Tri-axial accelerometer, gyroscope & magnetometer worn at L 3 combines nine individual MEMS sensors to provide drift-free 3D orientation as well as kinematic data: 3D acceleration, 3D (rate gyro) and 3D magnetometers |
A wavelet-based algorithm using Fourier Technique, Wavelet Decomposition, Principal Component Analysis |
Theou [24] |
ActiTrainer Uni-axial accelerometer worn on waist Records data in 1-min epochs Polar WearLink HR monitor worn on chest, Garmin forerunner405 GPS worn on wrist Biometrics DataLOG P3X8 EMG worn on Vastus Lateralis and Biceps Brachii |
Data downloaded or wirelessly transmitted to Custom Software EMG sampling frequency 1000 Hz |
Millor [46] |
MTx XSENSXsens Technologies B.V. Enschede, Netherlands Tri-axial accelerometer, gyroscope & magnetometer worn at L3 |
Sampling frequency 100 Hz, Automated raw data analysis using Matlab (Mathworks Inc., Natick, MA., USA) |
Galan-Mercant [47, 51] |
iPhone4 secured to chest Tri-axial accelerometer, gyroscope & magnetometer Apple uses a LIS302DL accelerometer in iPhone4 |
Sampling frequency 32 Hz. Data obtained through the use of an Application xSensor Pro, Crossbow Technology Inc., available from Apple AppStore |
Greene [50] |
SHIMMER, Dublin, Ireland Tri-axial accelerometer & gyroscope worn on each shin Sensor axes aligned with the vertical, medio-lateral and anterior–posterior axes of the body, |
Sampling frequency 102.4 Hz, Low-pass filtered with zero-phase 2nd order Butterworth filter, 20 Hz corner frequency. Raw data analysis using Matlab (Mathworks Inc., Natick, MA., USA) |
Greene [49] |
SHIMMER, Dublin, Ireland Tri-axial accelerometer & gyroscope worn on each shin, lateral aspect of right thigh, Sternum above L5 |
Inertial sensor Sampling frequency 102.4 Hz, 2nd order Butterworth filter. Pressure sensor 40 Hz. Raw data analysis using Matlab (Mathworks Inc., Natick, MA., USA) |
Chen [44] |
Active Style Pro, HJA350-IT, Omron Healthcare, Co. Ltd, Kyoto, Japan) Tri-axial accelerometer. Location not specified |
Details not provided |
Schwenk [38] |
LEGSys™, BalanSens™, PAMSys™ Locomotion Evaluation and Gait System, (BioSensics, Cambridge, MA) Tri-axial accelerometer, gyroscope, magnetometer sensors worn on shanks, thighs, and L |
Sampling frequency 100 Hz Custom software LEGSys™, BalanSens™, |
Martinez-Ramirez [56] |
MTx XSENS,Xsens Technologies B.V. Enschede, Netherlands Tri-axial accelerometer, gyroscope & magnetometer worn at L3 |
Gait features were detected using automatic peak detection and identified using wavelet decomposition (Coif5 level 3) |
Toosizadeh [57] |
BalanSens ™ BioSensics (LLC, Brookline, Mass., USA) Triaxial accelerometer, gyroscope, magnetometer worn at shank and trunk |
Sampling frequency 100 Hz Real time quaternions were converted to Eular angles |
Toosizadeh [39] |
BioSensics LLC Tri-axial gyroscope worn on Upper Arm near Biceps muscle and wrist |
Sampling frequency 100 Hz Further details of sensor-data extraction not provided |
Jansen [11] |
ActiGraph GT3X + (ActiGraph, Pensacola, Florida) and BT-Q1000XT (QStarz International Co) Tri-axial accelerometer and GPS receiver worn on waist |
ActiLife v5.8.3 Firmware v2.2.0, was used to process accelerometer data |
Toosizadeh [53] |
BioSensics LLC Tri-axial gyroscope worn on Upper Arm near Biceps muscle and wrist |
Sampling frequency 100 Hz Further details of sensor-data extraction not provided |
Millor [58] |
MTx Orientation Tracker (WSENS, Xsens Technologies B.V., Enschede, Netherlands) Tri-axial accelerometer, gyroscope & magnetometer worn at LSp3 |
Sampling frequency 100 Hz. Nine individual MEMS sensors provided kinematic data. Drift-free orientation data was also provided using Kalman filters. Automated data analysis using Matlab (Mathworks Inc., Natick, MA., USA) |
Parvanneh [40] |
PAMSys TM (BioSensics LLC, Watertown, MA, USA), Tri-axial accelerometer worn at Sternum |
Sampling frequency 50 Hz. Custom software / algorithm (PAMWare, BioSensics Cambridge, MA, USA) |
Huisingh-Scheetz [35] |
ActiWatch Spectrum Tri-axial piezo-electric accelerometer worn on wrist |
Sampling frequency 32 Hz. Data processed using Actiware® software |
Lee [52] |
LEGSys™(Biosensics LLC, Watertown, MA) Tri-axial gyroscope worn on wrist and Upper arm |
Sampling frequency 100 Hz, Automated raw data analysis using Matlab (Mathworks Inc., Natick, MA., USA). An algorithm was developed using zero crossing technique, with no filtering, to automate phenotype extraction |
Razjouyan [41] |
PAMSys™ (BioSensics LLC, Watertown, MA, USA) Tri-axial accelerometer worn at sternum |
Sampling frequency 50 Hz. The raw data were processed with a band-pass filter at cut-off frequencies of 0.1953 Hz and 12.5 Hz |
Castaneda-Gameros [17] | Actigraph GT3X accelerometer (Actigraph, Pensacola, FL) worn on Hip. Programmed to record activity in 60-s epochs | Data were cleaned and scored using ActiLife software V6.2 |
Jansen [43] |
LEGSys™ (BioSensics, Cambridge, Mass., USA) Tri-axial accelerometer, gyroscope, magnetometer worn on shanks, thighs, and L |
Algorithm based on accelerometer data with low-pass filtering (as described in author’s earlier publication) |
Zhou [54] |
LEGSysTM (BioSensics, MA, USA) Tri-axial accelerometer, gyroscope, magnetometer worn on both shins |
Quaternion components of ankle rotation were converted to Eular angles. Sampling frequency 100 Hz |
Mulasso [42] |
ADAMO System (Caretek S.r.l., Turin, Italy) Tri-axial accelerometer worn on wrist |
Embedded step-count algorithm. Sampling frequency 50 Hz |
Lepetit [48] |
APDM (Opal, Portland, USA) Tri-axial accelerometer, gyroscope, magnetometer worn on chest |
Fusion algorithm. Sampling frequency 128 Hz |
Yuki [37] |
Lifecorder (Suzuken, Aichi, Japan) Uniaxial accelerometer. Body-location not specified |
Data recorded in 4-s epochs. No further information available |
Ziller [34] |
ActiGraph wGT3x-BT Tri-axial accelerometer worn at hip |
Sampling frequency 100 Hz, 10-s epochs. Data processing using ActiLife Software 6, ActiGraph, LLC |
Chen [55] |
Active style Pro HJA- 350IT, Omron Healthcare, Kyoto, Japan Triaxial accelerometer worn at the waist |
Data recorded in 60-s epochs. No further detail available |
Kikuchi [36] |
Active style Pro HJA-750C; Omron Healthcare, Kyoto, Japan Triaxial accelerometer worn at the hip |
Data recorded in 60-s epochs. Analysis using application developed by Omron Healthcare Co., Ltd to read METs data from accelerometer |
Apsega [33] |
SHIMMER, Dublin, Ireland Tri-axial accelerometer & gyroscope worn on each thigh, shin and dorsum of foot |
Sampling frequency 256 Hz. Butterworth second order low pass filter with an 8 Hz cut-off and an additional least square method 25th order filter with a 10 Hz cut-off for composite foot acceleration data. A gait event detection algorithm was developed |