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      Validation of distal limb mounted inertial measurement unit sensors for stride detection in Warmblood horses at walk and trot

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          Summary

          Background

          Inertial measurement unit ( IMU) sensor‐based techniques are becoming more popular in horses as a tool for objective locomotor assessment.

          Objectives

          To describe, evaluate and validate a method of stride detection and quantification at walk and trot using distal limb mounted IMU sensors.

          Study design

          Prospective validation study comparing IMU sensors and motion capture with force plate data.

          Methods

          A total of seven Warmblood horses equipped with metacarpal/metatarsal IMU sensors and reflective markers for motion capture were hand walked and trotted over a force plate. Using four custom built algorithms hoof‐on/hoof‐off timing over the force plate were calculated for each trial from the IMU data. Accuracy of the computed parameters was calculated as the mean difference in milliseconds between the IMU or motion capture generated data and the data from the force plate, precision as the s.d. of these differences and percentage of error with accuracy of the calculated parameter as a percentage of the force plate stance duration.

          Results

          Accuracy, precision and percentage of error of the best performing IMU algorithm for stance duration at walk were 28.5, 31.6 ms and 3.7% for the forelimbs and −5.5, 20.1 ms and −0.8% for the hindlimbs, respectively. At trot the best performing algorithm achieved accuracy, precision and percentage of error of −27.6/8.8 ms/−8.4% for the forelimbs and 6.3/33.5 ms/9.1% for the hindlimbs.

          Main limitations

          The described algorithms have not been assessed on different surfaces.

          Conclusions

          Inertial measurement unit technology can be used to determine temporal kinematic stride variables at walk and trot justifying its use in gait and performance analysis. However, precision of the method may not be sufficient to detect all possible lameness‐related changes. These data seem promising enough to warrant further research to evaluate whether this approach will be useful for appraising the majority of clinically relevant gait changes encountered in practice.

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          Most cited references26

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          Determination of peak vertical ground reaction force from duty factor in the horse (Equus caballus).

          Measurement of peak vertical ground reaction force (GRFz) from multiple limbs simultaneously during high-speed, over-ground locomotion would enhance our understanding of the locomotor mechanics of cursorial animals. Here, we evaluate the accuracy of predicting peak GRFz from duty factor (the proportion of the stride for which the limb is in contact with the ground). Foot-mounted uniaxial accelerometers, combined with UHF FM telemetry, are shown to be practical and accurate for the field measurement of stride timing variables, including duty factor. Direct comparison with the force plate produces a mean error of 2.3 ms and 3.5 ms for the timing of foot on and foot off, respectively, across all gaits. Predictions of peak GRFz from duty factor show mean errors (with positive values indicating an overestimate) of 0.8+/-0.04 N kg(-1) (13%; N=42; mean +/- S.E.M.) at walk, -0.3+/-0.06 N kg(-1) (3%; N=75) at trot, -2.3+/-0.27 N kg(-1) (16%; N=18) for the non-lead limb at canter and +2.1+/-0.7 N kg(-1) (19%; N=9) for the lead limb at canter. The substantial over- and underestimate seen at canter, in the lead and non-lead limbs, respectively, is attributed to the different functions performed by the two limbs in the asymmetrical gaits. The difference in load experienced by the lead and non-lead limbs decreased with increasing speed.
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            A method for deriving displacement data during cyclical movement using an inertial sensor.

            Biomechanical studies often employ optical motion capture systems for the determination of the position of an object in a room-based coordinate system. This is not ideal for many types of study in locomotion since only a few strides may be collected per ;trial', and outdoor experiments are difficult with some systems. Here, we report and evaluate a novel approach that enables the user to determine linear displacements of a proprietary orientation sensor during cyclical movement. This makes experiments outside the constraints of the laboratory possible, for example to measure mechanical energy fluctuations of the centre of mass during over-ground locomotion. Commercial orientation sensors based on inertial sensing are small and lightweight and provide a theoretical framework for determining position from acceleration. In practice, the integration process is difficult to implement because of integration errors, integration constants and the necessity to determine the orientation of the measured accelerations. Here, by working within the constraints of cyclical movements, we report and evaluate a method for determining orientation and relative position using a modified version of a commercial inertial orientation sensor that combines accelerometers, gyroscopes and magnetometers, thus giving a full set of movement parameters (displacement, velocity and acceleration in three dimensions). The 35 g sensor was attached over the spine of a horse exercising on a treadmill. During canter locomotion (9.0 m s-1), the amplitudes of trunk movement in the x (craniocaudal), y (mediolateral) and z (dorsoventral) directions were 99.6, 57.9 and 140.2 mm, respectively. Comparing sensor displacement values with optical motion capture values for individual strides, the sensor had a median error (25th, 75th percentile) in the x, y and z directions of 0.1 (-9.7, +10.8), -3.8 (-15.5, +13.7) and -0.1 (-6.3, +7.1) mm, respectively. High-pass filtering of the displacement data effectively separated non-cyclical from cyclical components of the movement and reduced the interquartile ranges of the errors considerably to (-3.6, 6.2), (-4.0, 3.8) and (-4.5, 5.1) for x, y and z displacement, respectively, during canter locomotion. This corresponds to (-3.2, 5.5)%, (-6.7, 6.3)% and (-3.3, 3.7)% of the range of motion.
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              Compensatory load redistribution of horses with induced weight-bearing forelimb lameness trotting on a treadmill.

              The study was performed to obtain a detailed insight into the load and time shifting mechanisms of horses with unilateral weight-bearing forelimb lameness. Reversible lameness was induced in 11 clinically sound horses by applying a solar pressure model. Three degrees of lameness (subtle, mild and moderate) were induced and compared with sound control measurements. Vertical ground reaction force-time histories of all four limbs were recorded simultaneously on an instrumented treadmill. Four compensatory mechanisms could be identified that served to reduce structural stress, i.e. peak vertical force on the affected limb: (1) with increasing lameness, horses reduced the total vertical impulse per stride; (2) the diagonal impulse decreased selectively in the lame diagonal; (3) the impulse was shifted within the lame diagonal to the hindlimb and in the sound diagonal to the forelimb; (4) the rate of loading and the peak forces were reduced by prolonging the stance duration. Except in the diagonal hindlimb, where peak vertical forces increased slightly in the moderate lameness condition, no equivalent compensatory overload situation was observed in the other limbs. Specific force and time information of all four limbs allow the unequivocal identification of the affected limb.
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                Author and article information

                Contributors
                f.m.serrabraganca@uu.nl
                Journal
                Equine Vet J
                Equine Vet. J
                10.1001/(ISSN)2042-3306
                EVJ
                Equine Veterinary Journal
                John Wiley and Sons Inc. (Hoboken )
                0425-1644
                2042-3306
                13 December 2016
                July 2017
                : 49
                : 4 ( doiID: 10.1111/evj.2017.49.issue-4 )
                : 545-551
                Affiliations
                [ 1 ] Department of Equine Sciences, Faculty of Veterinary MedicineUtrecht University Utrechtthe Netherlands
                [ 2 ]Inertia Technology B.V. Enschedethe Netherlands
                [ 3 ] Department of Computer SciencePervasive Systems Group University of Twente Enschedethe Netherlands
                [ 4 ]Rosmark Consultancy Wekeromthe Netherlands
                [ 5 ]Department of Farm Animal Health, Faculty of Veterinary Medicine Utrechtthe Netherlands
                [ 6 ] Department of Surgery and Anaesthesiology, Faculty of Veterinary MedicineGhent University MerelbekeBelgium
                Author notes
                [*] [* ]Correspondence email: f.m.serrabraganca@ 123456uu.nl
                Article
                EVJ12651
                10.1111/evj.12651
                5484301
                27862238
                3ac723c9-55e9-4376-a335-691351ea2bd5
                © 2016 The Authors. Equine Veterinary Journal published by John Wiley & Sons Ltd on behalf of EVJ Ltd

                This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.

                History
                : 25 January 2016
                : 04 November 2016
                Page count
                Figures: 4, Tables: 3, Pages: 7, Words: 6441
                Categories
                Article
                Experimental and Basic Research Studies
                Custom metadata
                2.0
                evj12651
                July 2017
                Converter:WILEY_ML3GV2_TO_NLMPMC version:5.1.2 mode:remove_FC converted:26.06.2017

                horse,inertial measurement unit,gait analysis,stride events,kinematics

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