Towards Estimation of Three-Dimensional Knee Rotations

Real-time detection of aberrant knee movements in a competition setting may help reduce the incidence of anterior cruciate ligament knee injuries. We present a hardware design to permit real-time monitoring of knee movement. The proposed device has multiple magnetometer and inertia measurement units, which when combined provide orientation estimates via an extended complementary filter. Knee position is estimated from the sensor orientations and verified against a reference laboratory 3D motion capture system. The proposed method lacks accuracy to resolve quantifiable rotations compared to the reference system; however, the proposed method is useful for free-living, qualitative determination of knee rotations.

[1]  Nathaniel A Bates,et al.  The influence of internal and external tibial rotation offsets on knee joint and ligament biomechanics during simulated athletic tasks , 2018, Clinical biomechanics.

[2]  Nathaniel A Bates,et al.  Knee Abduction and Internal Rotation Moments Increase ACL Force During Landing Through the Posterior Slope of the Tibia , 2019, Journal of orthopaedic research : official publication of the Orthopaedic Research Society.

[3]  Christopher Vertullo,et al.  Increasing rates of anterior cruciate ligament reconstruction in young Australians, 2000–2015 , 2018, The Medical journal of Australia.

[4]  Michael A. Riley,et al.  Sport-specific virtual reality to identify profiles of anterior cruciate ligament injury risk during unanticipated cutting , 2017, 2017 International Conference on Virtual Rehabilitation (ICVR).

[5]  T. Hewett,et al.  Noncontact anterior cruciate ligament injuries: risk factors and prevention strategies. , 2000, The Journal of the American Academy of Orthopaedic Surgeons.

[6]  Thomas P Andriacchi,et al.  The evolution of methods for the capture of human movement leading to markerless motion capture for biomechanical applications , 2006, Journal of NeuroEngineering and Rehabilitation.

[7]  Kevin R Ford,et al.  Incidence of Second ACL Injuries 2 Years After Primary ACL Reconstruction and Return to Sport , 2014, The American journal of sports medicine.

[8]  Simone A. Ludwig,et al.  Comparison of attitude and heading reference systems using foot mounted MIMU sensor data: basic, Madgwick, and Mahony , 2018, Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[9]  Emiliano Gambaretto,et al.  Markerless Motion Capture through Visual Hull, Articulated ICP and Subject Specific Model Generation , 2010, International Journal of Computer Vision.

[10]  Timothy E. Hewett,et al.  Validation of Noncontact Anterior Cruciate Ligament Tears Produced by a Mechanical Impact Simulator Against the Clinical Presentation of Injury , 2018, The American journal of sports medicine.

[11]  R Bahr,et al.  Return to play guidelines after anterior cruciate ligament surgery , 2005, British Journal of Sports Medicine.

[12]  Kate E. Webster,et al.  Younger Patients Are at Increased Risk for Graft Rupture and Contralateral Injury After Anterior Cruciate Ligament Reconstruction , 2014, The American journal of sports medicine.

[13]  S. Siegel,et al.  Nonparametric Statistics for the Behavioral Sciences , 2022, The SAGE Encyclopedia of Research Design.

[14]  Hartmut Witte,et al.  ISB recommendation on definitions of joint coordinate system of various joints for the reporting of human joint motion--part I: ankle, hip, and spine. International Society of Biomechanics. , 2002, Journal of biomechanics.

[15]  Jung Keun Lee A Two-step Kalman/Complementary Filter for Estimation of Vertical Position Using an IMU-Barometer System , 2016 .

[16]  Noel C. Perkins,et al.  Method for Estimating Three-Dimensional Knee Rotations Using Two Inertial Measurement Units: Validation with a Coordinate Measurement Machine , 2017, Sensors.

[17]  Conor J Walsh,et al.  Wearable Movement Sensors for Rehabilitation: A Focused Review of Technological and Clinical Advances , 2018, PM & R : the journal of injury, function, and rehabilitation.

[18]  E. Roos,et al.  The Long-term Consequence of Anterior Cruciate Ligament and Meniscus Injuries , 2007, The American journal of sports medicine.

[19]  Julien Favre,et al.  A wearable system to assess risk for anterior cruciate ligament injury during jump landing: measurements of temporal events, jump height, and sagittal plane kinematics. , 2011, Journal of biomechanical engineering.

[20]  Allan Joshua Veale,et al.  Towards compliant and wearable robotic orthoses: A review of current and emerging actuator technologies. , 2016, Medical engineering & physics.

[21]  Gregory D Myer,et al.  Specific exercise effects of preventive neuromuscular training intervention on anterior cruciate ligament injury risk reduction in young females: meta-analysis and subgroup analysis , 2014, British Journal of Sports Medicine.

[22]  Nathaniel A Bates,et al.  Multiplanar Loading of the Knee and Its Influence on Anterior Cruciate Ligament and Medial Collateral Ligament Strain During Simulated Landings and Noncontact Tears , 2019, The American journal of sports medicine.

[23]  Simone A. Ludwig,et al.  Comparison of Euler Estimate using Extended Kalman Filter, Madgwick and Mahony on Quadcopter Flight Data , 2018, 2018 International Conference on Unmanned Aircraft Systems (ICUAS).

[24]  E S Grood,et al.  A joint coordinate system for the clinical description of three-dimensional motions: application to the knee. , 1983, Journal of biomechanical engineering.

[25]  T. Hewett,et al.  Biomechanical Measures of Neuromuscular Control and Valgus Loading of the Knee Predict Anterior Cruciate Ligament Injury Risk in Female Athletes: A Prospective Study , 2005, The American journal of sports medicine.

[26]  Gregory D Myer,et al.  High-Risk Lower-Extremity Biomechanics Evaluated in Simulated Soccer-Specific Virtual Environments. , 2020, Journal of sport rehabilitation.

[27]  T. Andriacchi,et al.  Inertial Sensor-Based Feedback Can Reduce Key Risk Metrics for Anterior Cruciate Ligament Injury During Jump Landings , 2012, The American journal of sports medicine.

[28]  Thomas P Andriacchi,et al.  Knee kinematics, cartilage morphology, and osteoarthritis after ACL injury. , 2008, Medicine and science in sports and exercise.

[29]  Valentina Camomilla,et al.  Trends Supporting the In-Field Use of Wearable Inertial Sensors for Sport Performance Evaluation: A Systematic Review , 2018, Sensors.

[30]  Seong-hoon Won,et al.  A quaternion-based tilt angle correction method for a hand-held device using an inertial measurement unit , 2008, 2008 34th Annual Conference of IEEE Industrial Electronics.

[31]  D. Hinkle,et al.  Applied statistics for the behavioral sciences , 1979 .