4.6 Article

Predicting continuous ground reaction forces from accelerometers during uphill and downhill running: a recurrent neural network solution

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Engineering, Biomedical

Multidimensional Ground Reaction Forces and Moments From Wearable Sensor Accelerations via Deep Learning

William R. Johnson et al.

Summary: The study demonstrates that kinematic data obtained from wearable sensor accelerometers, combined with deep learning techniques, can predict ground reaction forces and moments during motion. While the range of results was disappointing, the best-case correlations indicate the feasibility of the approach and suggest potential for improvement in accurately estimating near real-time on-field GRF/M.

IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING (2021)

Article Biophysics

Low-pass filter cutoff frequency affects sacral-mounted inertial measurement unit estimations of peak vertical ground reaction force and contact time during treadmill running

Evan M. Day et al.

Summary: This study investigated the effects of different low-pass filter cutoff frequencies on IMU-derived estimates of force and contact time, finding that the cutoff frequency significantly influenced the estimations. The correlations ranged from weak to moderate, with the 10Hz and 5Hz cutoff frequencies performing best in matching the gold-standard biomechanical estimations.

JOURNAL OF BIOMECHANICS (2021)

Article Multidisciplinary Sciences

Sacral acceleration can predict whole-body kinetics and stride kinematics across running speeds

Ryan S. Alcantara et al.

Summary: The study demonstrates that data from a single wearable sensor can accurately predict peak vertical ground reaction force, vertical impulse, and ground contact time during running. This finding is valuable for researchers, clinicians, or coaches interested in monitoring running-related injury risk factors.
Article Sport Sciences

Step length and grade effects on energy absorption and impact attenuation in running

Michael Baggaley et al.

EUROPEAN JOURNAL OF SPORT SCIENCE (2020)

Article Biochemical Research Methods

SciPy 1.0: fundamental algorithms for scientific computing in Python

Pauli Virtanen et al.

NATURE METHODS (2020)

Article Biotechnology & Applied Microbiology

Tibial Acceleration-Based Prediction of Maximal Vertical Loading Rate During Overground Running: A Machine Learning Approach

Rud Derie et al.

FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY (2020)

Article Rehabilitation

Impact of Body Mass Index on Biomechanics of Recreational Runners

Heather K. Vincent et al.

Article Sport Sciences

Biomechanics of graded running: Part I - Stride parameters, external forces, muscle activations

Gianluca Vernillo et al.

SCANDINAVIAN JOURNAL OF MEDICINE & SCIENCE IN SPORTS (2020)

Article Environmental Sciences

Understanding Different Types of Recreational Runners and How They Use Running-Related Technology

Mark Janssen et al.

INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH (2020)

Article Physiology

Steep (30°) uphill walking vs. running: COM movements, stride kinematics, and leg muscle excitations

Clarissa S. Whiting et al.

EUROPEAN JOURNAL OF APPLIED PHYSIOLOGY (2020)

Article Biotechnology & Applied Microbiology

CNN-Based Estimation of Sagittal Plane Walking and Running Biomechanics From Measured and Simulated Inertial Sensor Data

Eva Dorschky et al.

FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY (2020)

Article Sport Sciences

Biomechanics of graded running: Part II-Joint kinematics and kinetics

Arash Khassetarash et al.

SCANDINAVIAN JOURNAL OF MEDICINE & SCIENCE IN SPORTS (2020)

Review Multidisciplinary Sciences

Array programming with NumPy

Charles R. Harris et al.

NATURE (2020)

Article Engineering, Biomedical

Prediction of ground reaction force and joint moments based on optical motion capture data during gait

Marion Mundt et al.

MEDICAL ENGINEERING & PHYSICS (2020)

Article Chemistry, Analytical

Continuous Analysis of Running Mechanics by Means of an Integrated INS/GPS Device

Pavel Davidson et al.

SENSORS (2019)

Article Sport Sciences

Relationship of Foot Strike Pattern and Landing Impacts during a Marathon

Matthew Ruder et al.

MEDICINE AND SCIENCE IN SPORTS AND EXERCISE (2019)

Article Engineering, Biomedical

New Considerations for Wearable Technology Data: Changes in Running Biomechanics During a Marathon

Christian A. Clermont et al.

JOURNAL OF APPLIED BIOMECHANICS (2019)

Article Health Care Sciences & Services

Detecting the impact of subject characteristics on machine learning-based diagnostic applications

Elias Chaibub Neto et al.

NPJ DIGITAL MEDICINE (2019)

Article Engineering, Biomedical

Ground reaction forces during steeplechase hurdling and waterjumps

Shalaya Kipp et al.

SPORTS BIOMECHANICS (2017)

Article Sport Sciences

In-field gait retraining and mobile monitoring to address running biomechanics associated with tibial stress fracture

R. W. Willy et al.

SCANDINAVIAN JOURNAL OF MEDICINE & SCIENCE IN SPORTS (2016)

Article Physiology

Energetics of vertical kilometer foot races; is steeper cheaper?

Nicola Giovanelli et al.

JOURNAL OF APPLIED PHYSIOLOGY (2016)

Review Sport Sciences

The Validity and Reliability of Global Positioning Systems in Team Sport: A Brief Review

Macfarlane T. U. Scott et al.

JOURNAL OF STRENGTH AND CONDITIONING RESEARCH (2016)

Article Biology

Biomechanics and energetics of running on uneven terrain

Alexandra S. Voloshina et al.

JOURNAL OF EXPERIMENTAL BIOLOGY (2015)

Review Orthopedics

Biomechanical Differences of Foot-Strike Patterns During Running: A Systematic Review With Meta-analysis

Matheus O. Almeida et al.

JOURNAL OF ORTHOPAEDIC & SPORTS PHYSICAL THERAPY (2015)

Article Biophysics

A simple field method to identify foot strike pattern during running

Marlene Giandolini et al.

JOURNAL OF BIOMECHANICS (2014)

Article Multidisciplinary Sciences

Estimating Youth Locomotion Ground Reaction Forces Using an Accelerometer-Based Activity Monitor

Jennifer M. Neugebauer et al.

PLOS ONE (2012)

Article Biology

Energetically optimal stride frequency in running: the effects of incline and decline

Kristine L. Snyder et al.

JOURNAL OF EXPERIMENTAL BIOLOGY (2011)

Article Computer Science, Information Systems

Preprocessing techniques for context recognition from accelerometer data

Davide Figo et al.

PERSONAL AND UBIQUITOUS COMPUTING (2010)

Article Biophysics

Ground reaction forces during downhill and uphill running

JS Gottschall et al.

JOURNAL OF BIOMECHANICS (2005)

Article Sport Sciences

Impacts and kinematic adjustments during an exhaustive run

TR Derrick et al.

MEDICINE AND SCIENCE IN SPORTS AND EXERCISE (2002)