From: How wearable sensors have been utilised to evaluate frailty in older adults: a systematic review
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 1000Â Hz |
Millor [46] | MTx XSENSXsens Technologies B.V. Enschede, Netherlands Tri-axial accelerometer, gyroscope & magnetometer worn at L3 | Sampling frequency 100Â Hz, Automated raw data analysis using Matlab (Mathworks Inc., Natick, MA., USA) |
iPhone4 secured to chest Tri-axial accelerometer, gyroscope & magnetometer Apple uses a LIS302DL accelerometer in iPhone4 | Sampling frequency 32Â 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 102.4Â Hz, 2nd order Butterworth filter. Pressure sensor 40Â 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] | LEGSysâ„¢, BalanSensâ„¢, PAMSysâ„¢ Locomotion Evaluation and Gait System, (BioSensics, Cambridge, MA) Tri-axial accelerometer, gyroscope, magnetometer sensors worn on shanks, thighs, and L | Sampling frequency 100Â Hz Custom software LEGSysâ„¢, BalanSensâ„¢, |
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 â„¢ BioSensics (LLC, Brookline, Mass., USA) Triaxial accelerometer, gyroscope, magnetometer worn at shank and trunk | Sampling frequency 100Â 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 100Â 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 100Â 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 100Â 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 50Â 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] | LEGSysâ„¢(Biosensics LLC, Watertown, MA) Tri-axial gyroscope worn on wrist and Upper arm | Sampling frequency 100Â 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] | PAMSysâ„¢ (BioSensics LLC, Watertown, MA, USA) Tri-axial accelerometer worn at sternum | Sampling frequency 50Â Hz. The raw data were processed with a band-pass filter at cut-off frequencies of 0.1953Â Hz and 12.5Â 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 100Â Hz |
Mulasso [42] | ADAMO System (Caretek S.r.l., Turin, Italy) Tri-axial accelerometer worn on wrist | Embedded step-count algorithm. Sampling frequency 50Â Hz |
Lepetit [48] | APDM (Opal, Portland, USA) Tri-axial accelerometer, gyroscope, magnetometer worn on chest | Fusion algorithm. Sampling frequency 128Â 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 100Â 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 256Â Hz. Butterworth second order low pass filter with an 8Â Hz cut-off and an additional least square method 25th order filter with a 10Â Hz cut-off for composite foot acceleration data. A gait event detection algorithm was developed |