Application of autocorrelation and cross-correlation analyses in human movement and rehabilitation research.
METHODS
Technical note.


OBJECTIVE
To provide background theory and information and to describe relevant applications of autocorrelation and cross-correlation methodology as they apply to the field of motor control in human movement and rehabilitation research.


BACKGROUND
Commonly used methodologies for pattern and event recognition, determination of muscle activation timing for investigation of movement coordination, and motor control are generally difficult to implement, particularly with large datasets. A brief description of the underlying mathematical theory of correlation analyses is given, followed by 4 different examples of how this methodology is useful for research in the movement sciences.


METHODS
Examples demonstrating the utility of correlation analyses are presented from several different studies conducted at the University of Waterloo.


RESULTS
Autocorrelation was used to demonstrate the presence of 60-Hz noise in an electromyography signal that was not visible in the raw data. A "top-down" paraspinal muscle activation pattern was demonstrated for healthy adults during gait, with the use of cross-correlation. Cross-correlation was also used to quantify coactivation of bilateral gluteus medius muscles during standing in individuals who developed low-back pain. Gender differences in gluteus medius control of mediolateral center of pressure were seen with the use of cross-correlation.


CONCLUSIONS
Autocorrelation and crosscorrelation have been shown to be an effective tool for several different applications in the movement sciences. Examples of the method's utility include noise detection within a signal, determination of relative muscle activation onsets for postural control, objective quantification of muscle coactivation, and relating muscle activations with mechanical events.
University of Waterloo, Faculty of Applied Health Sciences, Department of Kinesiology, Waterloo, Ontario, Canada.
Erika
E
Nelson-Wong
Sam
S
Howarth
David A
DA
Winter
Jack P
JP
Callaghan
D000328:Adult; D035843:Biomedical Research / Q000379:methods*; D004576:Electromyography / Q000379:methods*; D006801:Humans; D009068:Movement / Q000502:physiology*; D009069:Movement Disorders / Q000503:physiopathology / Q000534:rehabilitation*; D009119:Muscle Contraction / Q000502:physiology*; D016138:Walking / Q000502:physiology