AIMC Topic: Running

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Accurate Ambulatory Gait Analysis in Walking and Running Using Machine Learning Models.

IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society Dec 10, 2019
Wearable sensors have been proposed as alternatives to traditional laboratory equipment for low-cost and portable real-time gait analysis in unconstrained environments. However, the moderate accuracy of these systems currently limits their widespread...
Young Adult Humans Adult Running Biomechanical Phenomena Healthy Volunteers Male Machine Learning Support Vector Machine Foot Algorithms Orthotic Devices Walking Reproducibility of Results Gait
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Machine learning algorithms can classify outdoor terrain types during running using accelerometry data.

Gait & posture Sep 5, 2019
BACKGROUND: Running is a popular physical activity that benefits health; however, running surface characteristics may influence loading impact and injury risk. Machine learning algorithms could automatically identify running surface from wearable mot...
Young Adult Neural Networks, Computer Exercise Adult Machine Learning Running Male Algorithms Accelerometry Humans Female
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Use of Machine Learning and Wearable Sensors to Predict Energetics and Kinematics of Cutting Maneuvers.

Sensors (Basel, Switzerland) Jul 12, 2019
Changes of directions and cutting maneuvers, including 180-degree turns, are common locomotor actions in team sports, implying high mechanical load. While the mechanics and neurophysiology of turns have been extensively studied in laboratory conditio...
Young Adult Adult Biomechanical Phenomena Wearable Electronic Devices Humans Machine Learning Female Running Soccer
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Methodology and validation for identifying gait type using machine learning on IMU data.

Journal of medical engineering & technology Apr 30, 2019
With the rising popularity of activity tracking, there is a desire to not only count the number of steps a person takes, but also identify the type of step (e.g., walking or running) they are taking. For rehabilitation and athletic training, this dif...
Young Adult Adult Adolescent Walking Running Acceleration Accelerometry Humans Neural Networks, Computer Machine Learning Reproducibility of Results
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Markerless 2D kinematic analysis of underwater running: A deep learning approach.

Journal of biomechanics Mar 1, 2019
Kinematic analysis is often performed with a camera system combined with reflective markers placed over bony landmarks. This method is restrictive (and often expensive), and limits the ability to perform analyses outside of the lab. In the present st...
Running Motion Video Recording Biophysics Image Processing, Computer-Assisted Lower Extremity Immersion Humans Neural Networks, Computer Reproducibility of Results Biomechanical Phenomena Deep Learning
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Sprint Assessment Using Machine Learning and a Wearable Accelerometer.

Journal of applied biomechanics Feb 5, 2019
Field-based sprint performance assessments rely on metrics derived from a simple model of sprinting dynamics parameterized by 2 constants, v and τ, which indicate a sprinter's maximal theoretical velocity and the time it takes to approach v, respecti...
Wearable Electronic Devices Running Young Adult Athletic Performance Humans Linear Models Biomechanical Phenomena Machine Learning Accelerometry Male Female Adolescent
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A Torque-actuated dissipative spring loaded inverted pendulum model with rolling contact and Its application to hexapod running.

Bioinspiration & biomimetics Feb 1, 2019
We report on the development and analysis of a new torque-actuated dissipative spring loaded inverted pendulum model with rolling contact (TDR-SLIP), which is a successor to the previously developed spring loaded inverted pendulum model with rolling ...
Space Flight Flight, Animal Torque Biomimetics Robotics Insecta Models, Biological Extremities Running Biomechanical Phenomena Animals
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Artificial neural networks and player recruitment in professional soccer.

PloS one Oct 31, 2018
The aim was to objectively identify key performance indicators in professional soccer that influence outfield players' league status using an artificial neural network. Mean technical performance data were collected from 966 outfield players' (mean S...
United Kingdom Physical Endurance Humans Competitive Behavior Neural Networks, Computer Male Soccer Adult Running Athletic Performance
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Estimation of vertical ground reaction force during running using neural network model and uniaxial accelerometer.

Journal of biomechanics Jun 18, 2018
Wearable technology has been viewed as one of the plausible alternatives to capture human motion in an unconstrained environment, especially during running. However, existing methods require kinematic and kinetic measurements of human body segments a...
Exercise Test Running Accelerometry Adult Biomechanical Phenomena Humans Male Neural Networks, Computer Wearable Electronic Devices Young Adult
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Effect of Health and Training on Ultrasensitive Cardiac Troponin in Marathon Runners.

The journal of applied laboratory medicine May 22, 2018
PURPOSE: Cardiac troponin (cTn) is the gold standard biomarker for assessing cardiac damage. Previous studies have demonstrated increases in plasma cTn because of extreme exercise, including marathon running. We developed an easy-to-use, ultrasensiti...
Case-Control Studies Health Status Running Troponin I Humans Adult Biomarkers Male Female Middle Aged Exercise
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