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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 07 | July -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 629
A Review on Characterization and Analysis of Gait Pattern
Sameer Ashra1
1Sameer Ashra-Student, Dept. Of Biomedical Engineering, Government Engineering College, Sector-28,
Gandhinagar, India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - In clinical studies, gait pattern is observed to
determine abnormalities and disorder in the lower limb.
Walking speed and joint angles are measured for gait pattern
and compared with the group of people and results are
obtained. The method used to measure these parameters are
by using sensors or digital camera. Comparing both methods
and result obtained indicates the usefulness of each method.
Key Words: gait analysis, walking speed, joint angles
1. INTRODUCTION
Gait is defined as “a means of walking” in Webster’s new
collegiate dictionary. Patients having abnormalities due to
orthopedic impairment often seek treatmentfroma physical
therapist. Gait pattern is often used by the physical therapist
to evaluate the outcome of treatment. Parameters usually
measured in these treatments are walking speed, joint
angles, angular momentum, stance and swing phase. Earlier
these parameters were evaluated visually by a therapist but
now we can use sensors and instruments to observe those
parameters accurately.
Human gait is stochastic process meanseverypersonhas
different gait. So to evaluate patient’s gait pattern it is
compared with the group of normal people of the same age
group. Gait pattern is usually measured for elderly people
and patient in rehabilitation.
2. LITERATURE REVIEW
Gait pattern is velocity dependent. Walking speed is
dependent on angular limb motion and muscular activity.
With age muscularactivitydecreasesandthuswalkingspeed,
also after surgery and injury, we see changes in muscular
activity. Changes in the muscular activity are determined by
measuring gait pattern i.e. walking speed, joint angles and
angular moment. These parameters can be also be used for
classification of diseases. Andriacchi et al. used foot switch
sampled at 100Hz to measure the duration of stance and
swing phase of each foot, using this data walking speed was
determined.
Foot switches are attached to the sole of footwear and
patients are asked to walk on a straight line at their regular
speed[1]. When the switch is pressed during walking on a
straight line it is considered as stance phase and when the
switch is in open state it is considered as swing phase.
Plotting these data as stride length vs velocity, time of swing
vs velocity and time of support vs velocity on a graph and
comparing it with a group of normal people will give results
about abnormalities if any. People usually walk at different
speeds so gait patternsare measured over a rangeofwalking
speed so after the patientsare asked to walk at normal speed
they are again asked to walk at higher and lower speed then
they usually walk. Now when comparing the result between
the group of people it is essential to account differences in
walking speed. Velocity vs stride length is shown below.
Fig -1: Velocity vs Stride length
Now, instead of using foot-switch if the video camera
were used to measure walking speed on a treadmill, more
parameters can be measured along with walking speed. 30
patients were videotaped on a treadmill and then evaluated
by 10 members, out of which 4 are inexperienced, 4 are
experienced and 2 are expert[2]. Each rater will view
videotape frameby frameand evaluateeach patientfromthe
orthopedic gait analysis form. Raters view the video tape of
the patient along with gait pattern of a normal person.
Comparing these both videotapes of the normal person and
the subject in test results by ratersare written on orthopedic
gait analysis form.
Data of all 10 raters are analyzed using an Intraclass
Correlation Coefficients (ICCs). It is used for validation when
multiple raters are used. ICC computation gives an accuracy
of 95%. ICC valuesare classified as follows: <0 = poor; 0-0.20
= slight; 0.21-0.40 = fair; 0.41-0.60 = moderate; 0.61-0.80 =
substantial;0.81-1.00=almostperfect.Insteadofusingraters
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 07 | July -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 630
the sameprocess can be digitizedandneuralnetworkscanbe
trained to perform the same task. By this method not only it
will save time but also the accuracy of the result can be
improved.
Joint angles are sufficient for recognitionofabnormalities
in gait as, angular momentum, swing and stance phases and
muscular activity can be derived from joint angles. There are
many means to measure joint angle viz., passive markers,
sensors attached to the limb. Passive markersattachedtothe
limb can be detected using a digital camera while sensors
such as gyroscopeare used tocapturethe motion of thelimb.
One such sensor was attached to limb named IGOD
(Intelligent Gait Oscillator Detector) suit[4]. IGOD suit
contains eight potentiometer sensors which can measure
angles from 0º to 300º. This suit capturesstridelength,stride
time, knee and hip angle, height and average speed but does
not measure the time of stance and swing phase. Block
diagram of the measurement is shown below.
Fig -2: Description of two modalities for Human Gait
Analysis
Data captured using suit at 2000 samples/ second is
plotted on a graph as knee angle vs time and hip angle vs
time. Removing the sharp edges from the graph using
smoothing filter an interpolated graphisobtained.Thegraph
obtained is shown below.
Fig -3: Knee and hip angle before and after interpolation
These data obtained from suit are compared with data
obtained from Kinect Sensor. Comparison of data obtained
from Kinect Sensor and IGOD suitisshownbelow.Wecansee
that knee angle has double hump oscillations and hip angles
are sinusoidal. Here in the figure below we can see that joint
angles obtained from suit are not as accurate as Kinect
Sensor. Milosetal.[3]proposedcontentbasedimageretrieval
technique on images with the different color for different
joints.
Fig -2: Comparison of Kinect and IGOD suit
Instead of using a different color for different joint same
color can be used to detect joints. One such technique is by
usingan LED-based marker.The advantageofusingLEbased
marker is that it can be used in dark and also can be used
with any background. The disadvantage of using color based
marker is that it cannot be used with the same color
background. Also, different colors are used means there are
high chances of matching the color with the background.
3. CONCLUSIONS
Instead of using sensors if a video camera is used more
parameters can be measured accurately. As in the case of
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 07 | July -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 631
suit smooth graph was not obtained while in the case of
Kinect smooth graph was obtained also, it cannot measure
stride length and walking speed.Sobyusinga digital camera,
we can measure joint angles along with walking speed and
stride length.
REFERENCES
[1] J. A. G. J. O.Ogle Andriacchi, T. P. Ogle. Walking speed as
a basis for normal and abnormal gait measurements. Journal
of Biomechanics, 10:261–268, 1977.
[2] Jan G M Brunnekreef, Jaap J Kooloos. Reliability of
videotaped observational gait analysis in patients with
orthopedic impairments. BMC musculoskeletal disorders,
6:17, 2005.
[3] M. Minovic M.Milovanovic and D. Starcevic. New gait
recognition method using kinect stick figure and cbir.
Telecommunications Forum (TELFOR), 1323:20–22,
2012.
[4] Pavan Nandy, Anup Chakraborty. A new paradigm of
human gait analysis with kinect.IEEE,pages9–14,2015.

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A Review on Characterization and Analysis of Gait Pattern

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 07 | July -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 629 A Review on Characterization and Analysis of Gait Pattern Sameer Ashra1 1Sameer Ashra-Student, Dept. Of Biomedical Engineering, Government Engineering College, Sector-28, Gandhinagar, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - In clinical studies, gait pattern is observed to determine abnormalities and disorder in the lower limb. Walking speed and joint angles are measured for gait pattern and compared with the group of people and results are obtained. The method used to measure these parameters are by using sensors or digital camera. Comparing both methods and result obtained indicates the usefulness of each method. Key Words: gait analysis, walking speed, joint angles 1. INTRODUCTION Gait is defined as “a means of walking” in Webster’s new collegiate dictionary. Patients having abnormalities due to orthopedic impairment often seek treatmentfroma physical therapist. Gait pattern is often used by the physical therapist to evaluate the outcome of treatment. Parameters usually measured in these treatments are walking speed, joint angles, angular momentum, stance and swing phase. Earlier these parameters were evaluated visually by a therapist but now we can use sensors and instruments to observe those parameters accurately. Human gait is stochastic process meanseverypersonhas different gait. So to evaluate patient’s gait pattern it is compared with the group of normal people of the same age group. Gait pattern is usually measured for elderly people and patient in rehabilitation. 2. LITERATURE REVIEW Gait pattern is velocity dependent. Walking speed is dependent on angular limb motion and muscular activity. With age muscularactivitydecreasesandthuswalkingspeed, also after surgery and injury, we see changes in muscular activity. Changes in the muscular activity are determined by measuring gait pattern i.e. walking speed, joint angles and angular moment. These parameters can be also be used for classification of diseases. Andriacchi et al. used foot switch sampled at 100Hz to measure the duration of stance and swing phase of each foot, using this data walking speed was determined. Foot switches are attached to the sole of footwear and patients are asked to walk on a straight line at their regular speed[1]. When the switch is pressed during walking on a straight line it is considered as stance phase and when the switch is in open state it is considered as swing phase. Plotting these data as stride length vs velocity, time of swing vs velocity and time of support vs velocity on a graph and comparing it with a group of normal people will give results about abnormalities if any. People usually walk at different speeds so gait patternsare measured over a rangeofwalking speed so after the patientsare asked to walk at normal speed they are again asked to walk at higher and lower speed then they usually walk. Now when comparing the result between the group of people it is essential to account differences in walking speed. Velocity vs stride length is shown below. Fig -1: Velocity vs Stride length Now, instead of using foot-switch if the video camera were used to measure walking speed on a treadmill, more parameters can be measured along with walking speed. 30 patients were videotaped on a treadmill and then evaluated by 10 members, out of which 4 are inexperienced, 4 are experienced and 2 are expert[2]. Each rater will view videotape frameby frameand evaluateeach patientfromthe orthopedic gait analysis form. Raters view the video tape of the patient along with gait pattern of a normal person. Comparing these both videotapes of the normal person and the subject in test results by ratersare written on orthopedic gait analysis form. Data of all 10 raters are analyzed using an Intraclass Correlation Coefficients (ICCs). It is used for validation when multiple raters are used. ICC computation gives an accuracy of 95%. ICC valuesare classified as follows: <0 = poor; 0-0.20 = slight; 0.21-0.40 = fair; 0.41-0.60 = moderate; 0.61-0.80 = substantial;0.81-1.00=almostperfect.Insteadofusingraters
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 07 | July -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 630 the sameprocess can be digitizedandneuralnetworkscanbe trained to perform the same task. By this method not only it will save time but also the accuracy of the result can be improved. Joint angles are sufficient for recognitionofabnormalities in gait as, angular momentum, swing and stance phases and muscular activity can be derived from joint angles. There are many means to measure joint angle viz., passive markers, sensors attached to the limb. Passive markersattachedtothe limb can be detected using a digital camera while sensors such as gyroscopeare used tocapturethe motion of thelimb. One such sensor was attached to limb named IGOD (Intelligent Gait Oscillator Detector) suit[4]. IGOD suit contains eight potentiometer sensors which can measure angles from 0º to 300º. This suit capturesstridelength,stride time, knee and hip angle, height and average speed but does not measure the time of stance and swing phase. Block diagram of the measurement is shown below. Fig -2: Description of two modalities for Human Gait Analysis Data captured using suit at 2000 samples/ second is plotted on a graph as knee angle vs time and hip angle vs time. Removing the sharp edges from the graph using smoothing filter an interpolated graphisobtained.Thegraph obtained is shown below. Fig -3: Knee and hip angle before and after interpolation These data obtained from suit are compared with data obtained from Kinect Sensor. Comparison of data obtained from Kinect Sensor and IGOD suitisshownbelow.Wecansee that knee angle has double hump oscillations and hip angles are sinusoidal. Here in the figure below we can see that joint angles obtained from suit are not as accurate as Kinect Sensor. Milosetal.[3]proposedcontentbasedimageretrieval technique on images with the different color for different joints. Fig -2: Comparison of Kinect and IGOD suit Instead of using a different color for different joint same color can be used to detect joints. One such technique is by usingan LED-based marker.The advantageofusingLEbased marker is that it can be used in dark and also can be used with any background. The disadvantage of using color based marker is that it cannot be used with the same color background. Also, different colors are used means there are high chances of matching the color with the background. 3. CONCLUSIONS Instead of using sensors if a video camera is used more parameters can be measured accurately. As in the case of
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 04 Issue: 07 | July -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 631 suit smooth graph was not obtained while in the case of Kinect smooth graph was obtained also, it cannot measure stride length and walking speed.Sobyusinga digital camera, we can measure joint angles along with walking speed and stride length. REFERENCES [1] J. A. G. J. O.Ogle Andriacchi, T. P. Ogle. Walking speed as a basis for normal and abnormal gait measurements. Journal of Biomechanics, 10:261–268, 1977. [2] Jan G M Brunnekreef, Jaap J Kooloos. Reliability of videotaped observational gait analysis in patients with orthopedic impairments. BMC musculoskeletal disorders, 6:17, 2005. [3] M. Minovic M.Milovanovic and D. Starcevic. New gait recognition method using kinect stick figure and cbir. Telecommunications Forum (TELFOR), 1323:20–22, 2012. [4] Pavan Nandy, Anup Chakraborty. A new paradigm of human gait analysis with kinect.IEEE,pages9–14,2015.