Sampling frequency affects the processing of Actigraph raw acceleration data to activity counts

被引:99
作者
Brond, Jan Christian [1 ]
Arvidsson, Daniel [1 ,2 ]
机构
[1] Univ Southern Denmark, Dept Sports Sci & Clin Biomech, Ctr Res Childhood Hlth, Campusvej 55, DK-5230 Odense, Denmark
[2] Lund Univ, Dept Translat Med, Unit Clin Physiol & Nucl Med, Lund, Sweden
基金
瑞典研究理事会;
关键词
accelerometer; physical activity; frequency; amplitude; oscillation; mechanics; walking; running; GROUND REACTION FORCES; STEP FREQUENCY; PHYSICAL-ACTIVITY; WALKING; REEXAMINATION; ACCELEROMETER; GENERATIONS; MONITOR; SPEED;
D O I
10.1152/japplphysiol.00628.2015
中图分类号
Q4 [生理学];
学科分类号
071003 ;
摘要
ActiGraph acceleration data are processed through several steps (including band-pass filtering to attenuate unwanted signal frequencies) to generate the activity counts commonly used in physical activity research. We performed three experiments to investigate the effect of sampling frequency on the generation of activity counts. Ideal acceleration signals were produced in the MATLAB software. Thereafter, ActiGraph GT3X + monitors were spun in a mechanical setup. Finally, 20 subjects performed walking and running wearing GT3X + monitors. Acceleration data from all experiments were collected with different sampling frequencies, and activity counts were generated with the ActiLife software. With the default 30-Hz (or 60-Hz, 90-Hz) sampling frequency, the generation of activity counts was performed as intended with 50% attenuation of acceleration signals with a frequency of 2.5 Hz by the signal frequency band-pass filter. Frequencies above 5 Hz were eliminated totally. However, with other sampling frequencies, acceleration signals above 5 Hz escaped the band-pass filter to a varied degree and contributed to additional activity counts. Similar results were found for the spinning of the GT3X + monitors, although the amount of activity counts generated was less, indicating that raw data stored in the GT3X + monitor is processed. Between 600 and 1,600 more counts per minute were generated with the sampling frequencies 40 and 100 Hz compared with 30 Hz during running. Sampling frequency affects the processing of ActiGraph acceleration data to activity counts. Researchers need to be aware of this error when selecting sampling frequencies other than the default 30 Hz.
引用
收藏
页码:362 / 369
页数:8
相关论文
共 19 条
  • [1] Antonsson EK, J BIOMECH, V18, P39
  • [2] STATISTICAL METHODS FOR ASSESSING AGREEMENT BETWEEN TWO METHODS OF CLINICAL MEASUREMENT
    BLAND, JM
    ALTMAN, DG
    [J]. LANCET, 1986, 1 (8476) : 307 - 310
  • [3] A triaxial accelerometer and portable data processing unit for the assessment of daily physical activity
    Bouten, CVC
    Koekkoek, KTM
    Verduin, M
    Kodde, R
    Janssen, JD
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1997, 44 (03) : 136 - 147
  • [4] Reexamination of validity and reliability of the CSA monitor in walking and running
    Brage, S
    Wedderkopp, N
    Franks, PW
    Andersen, LB
    Froberg, K
    [J]. MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2003, 35 (08) : 1447 - 1454
  • [5] Brage S., 2003, Measurement in Physical Education and Exercise Science, V7, P101, DOI DOI 10.1207/S15327841MPEE0702_
  • [6] THE DETERMINANTS OF THE STEP FREQUENCY IN WALKING IN HUMANS
    CAVAGNA, GA
    FRANZETTI, P
    [J]. JOURNAL OF PHYSIOLOGY-LONDON, 1986, 373 : 235 - 242
  • [7] THE 2 POWER LIMITS CONDITIONING STEP FREQUENCY IN HUMAN RUNNING
    CAVAGNA, GA
    WILLEMS, PA
    FRANZETTI, P
    DETREMBLEUR, C
    [J]. JOURNAL OF PHYSIOLOGY-LONDON, 1991, 437 : 95 - 108
  • [8] Estimation of oxygen uptake during fast running using accelerometry and heart rate
    Fudge, Barry W.
    Wilson, John
    Easton, Chris
    Irwin, Laura
    Clark, Jonathan
    Haddow, Olivia
    Kayser, Bengt
    Pitsiladis, Yannis P.
    [J]. MEDICINE AND SCIENCE IN SPORTS AND EXERCISE, 2007, 39 (01) : 192 - 198
  • [9] Comparison of Raw Acceleration from the GENEA and ActiGraph™ GT3X+Activity Monitors
    John, Dinesh
    Sasaki, Jeffer
    Staudenmayer, John
    Mavilia, Marianna
    Freedson, Patty S.
    [J]. SENSORS, 2013, 13 (11): : 14754 - 14763
  • [10] Biomechanical examination of the 'plateau phenomenon' in ActiGraph vertical activity counts
    John, Dinesh
    Miller, Ross
    Kozey-Keadle, Sarah
    Caldwell, Graham
    Freedson, Patty
    [J]. PHYSIOLOGICAL MEASUREMENT, 2012, 33 (02) : 219 - 230