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Topic:Kinematics

Kinematics in horses refers to the study of motion without considering the forces that cause it. This field involves analyzing the movement patterns of horses, including gait, stride length, joint angles, and limb trajectories. Kinematic analysis is performed using technologies such as high-speed cameras and motion capture systems to collect data on equine locomotion. This information is valuable for understanding normal and abnormal movement, assessing performance, and identifying potential lameness or injury. The study of kinematics provides insights into the biomechanics of horse movement and contributes to advancements in training, rehabilitation, and veterinary care. This page compiles peer-reviewed research studies and scholarly articles that explore the methodologies, findings, and applications of kinematic analysis in equine science.
Inertial sensor data of horses from four breeds at walk and trot in hand on a straight line.
Data in brief    July 22, 2024   Volume 55 110764 doi: 10.1016/j.dib.2024.110764
Gmel AI, Haraldsdóttir EH, Serra-Bragança F, Lamas LP, Rosa TV, Stefaniuk-Szmukier M, Klecel W, Neuditschko M, Weishaupt MA.Horses have been used and bred for centuries for their movements. However, specific breeds are expected to have different movement capabilities. We have measured 425 horses from four different breeds at walk and trot on a straight line using an inertial measurement unit (IMU) system (EquiMoves®). This article describes how the data was collected, filtered and analysed to provide a useable dataset of 28 movement variables. It provides a full protocol for field measurements and requirements for adequate trials for analysis. Intra-class correlation coefficient estimates are also provided to asse...
Impact of low-dose ozone supplementation on motility parameters and bacterial growth in horse cryopreserved semen.
Veterinary and animal science    July 21, 2024   Volume 25 100380 doi: 10.1016/j.vas.2024.100380
Fanelli D, Moroni R, Sala G, Melanie P, Tarabella I, Telleschi N, Maltinti S, Giorgi M, Barsotti G, Passamonti F, Marmorini P, Rota A, Camillo F....Two studies were conducted to evaluate the use of medical ozone (O) in commercial extenders for equine semen cryopreservation. In the first study (Study 1), 0, 5, and 15 µg/mL of O were added to diluents of refrigerated or frozen semen. Samples were evaluated for sperm kinematics at different time points for the chilled samples and after a thermoresistence test for the frozen/thawed samples. In the second study (Study 2), 0, 5, and 10 µg/mL of O were added to an antibiotic-free diluent for refrigerated semen for comparison with the control group in which semen was diluted in the same diluent...
Trunk kinematics and limb movement of horses walking backwards and forwards in hand and lifting a single limb.
Veterinary journal (London, England : 1997)    July 20, 2024   Volume 306 106202 doi: 10.1016/j.tvjl.2024.106202
Jobst ID, Zsoldos RR, Licka TF.Equine physiotherapy commonly includes basic exercises such as walking backward (BW) and voluntary lifting of single limbs (SLL), but trunk movements during these have not been studied. In order to compare the trunk kinematics during BW and SLL with forward walking (FW), nine horses were measured in FW, BW and during SLL triggered by tactile cue. Kinematics were obtained from skin markers captured by ten high-speed video cameras. Trunk angles were calculated in sagittal and horizontal planes from withers, dorsal to spinous processes of the 16th thoracic vertebra (T16), 2nd and 4th sacral verte...
Muscle-Driven Predictive Physics Simulations of Quadrupedal Locomotion in the Horse.
Integrative and comparative biology    July 14, 2024   Volume 64, Issue 3 694-714 doi: 10.1093/icb/icae095
van Bijlert PA, Geijtenbeek T, Smit IH, Schulp AS, Bates KT.Musculoskeletal simulations can provide insights into the underlying mechanisms that govern animal locomotion. In this study, we describe the development of a new musculoskeletal model of the horse, and to our knowledge present the first fully muscle-driven, predictive simulations of equine locomotion. Our goal was to simulate a model that captures only the gross musculoskeletal structure of a horse, without specialized morphological features. We mostly present simulations acquired using feedforward control, without state feedback ("top-down control"). Without using kinematics or motion captur...
In the Eye of the Beholder-Visual Search Behavior in Equestrian Dressage Judges.
Animals : an open access journal from MDPI    July 9, 2024   Volume 14, Issue 14 doi: 10.3390/ani14142025
Wolframm I, Reuter P, Zaharia I, Vernooij J.This study investigated the visual search behavior of equestrian dressage judges at different expertise levels during the assessment of Grand Prix horse-rider combinations. Twenty judges (11 foundational level, 9 advanced level) participated in the study, with their eye movements recorded using Tobii Fusion Eyetracker as they evaluated video recordings of dressage tests. Fixation metrics, namely Total Duration of Fixation (TDF), Average Duration of Fixation (ADF), and Total Number of Fixations (TNF), were analyzed across four Areas of Interest (AOIs): front, back, rider, and horse's feet. Stat...
Equine-assisted services for motor outcomes of autistic children: A systematic review.
Autism : the international journal of research and practice    May 30, 2024   Volume 28, Issue 12 3002-3014 doi: 10.1177/13623613241255294
Meera B, Fields B, Healy S, Columna L.Equine-assisted services use various aspects of horses, like their movement, warmth, and size, to enhance individuals' overall well-being. Many studies have underscored the positive impact of equine-assisted services on autistic children, affecting areas such as social interaction, communication, engagement, stereotypical behaviors, and motor functions. Given the growing recognition of motor functions as clinical specifiers in autism, it is imperative to specifically investigate how equine-assisted services influence these outcomes. To address this, we conducted a systematic review to synthesi...
Balance performance among horseback-rider compared to non-horseback-rider women in Saudi Arabia: A cross-sectional study.
Medicine    May 24, 2024   Volume 103, Issue 21 e38291 doi: 10.1097/MD.0000000000038291
Albishi AM.Horseback riding requires adapting to constant changes in balance conditions, maintaining equilibrium on the horse, and preventing falls. However, differences in balance performance among horseback riders and non-rider-healthy young women in Saudi Arabia have not been explored. This study investigates whether horseback-rider women would perform better on static and dynamic balance tests than non-rider women. Also, the study examined the effect of years of horseback riding on balance performance in the rider group. Twenty healthy young females participated in the study using a convenience sampl...
The Poses for Equine Research Dataset (PFERD).
Scientific data    May 15, 2024   Volume 11, Issue 1 497 doi: 10.1038/s41597-024-03312-1
Li C, Mellbin Y, Krogager J, Polikovsky S, Holmberg M, Ghorbani N, Black MJ, Kjellström H, Zuffi S, Hernlund E.Studies of quadruped animal motion help us to identify diseases, understand behavior and unravel the mechanics behind gaits in animals. The horse is likely the best-studied animal in this aspect, but data capture is challenging and time-consuming. Computer vision techniques improve animal motion extraction, but the development relies on reference datasets, which are scarce, not open-access and often provide data from only a few anatomical landmarks. Addressing this data gap, we introduce PFERD, a video and 3D marker motion dataset from horses using a full-body set-up of densely placed over 100...
Changes in trunk postural control with different types of mounts with relevance for hippotherapy.
Journal of bodywork and movement therapies    May 4, 2024   Volume 40 486-492 doi: 10.1016/j.jbmt.2024.04.057
Hennig VE, Luís da Silva A, Zanetti MS, Copetti F.Hippotherapy uses horseback riding movements for therapeutic purposes. In addition to the horse's movement, the choice of equipment and types of positions are also useful in the intervention. Trunk postural control demands can be manipulated through varying mounting materials and patient positioning on the horse. The quantification of trunk dynamic parameters under the interaction of the different types of riding material and the position variations act upon trunk postural control provides insight into how children with neurotypical development respond to a similar hippotherapy session. This s...
Associations between Racing Thoroughbred Movement Asymmetries and Racing and Training Direction.
Animals : an open access journal from MDPI    April 3, 2024   Volume 14, Issue 7 1086 doi: 10.3390/ani14071086
Forbes B, Ho W, Parkes RSV, Sepulveda Caviedes MF, Pfau T, Martel DR.Racehorses commonly train and race in one direction, which may result in gait asymmetries. This study quantified gait symmetry in two cohorts of Thoroughbreds differing in their predominant exercising direction; we hypothesized that there would be significant differences in the direction of asymmetry between cohorts. Methods: 307 Thoroughbreds (156 from Singapore Turf Club (STC)-anticlockwise; 151 from Hong Kong Jockey Club (HKJC)-clockwise) were assessed during a straight-line, in-hand trot on firm ground with inertial sensors on their head and pelvis quantifying differences between the minim...
Classification performance of sEMG and kinematic parameters for distinguishing between non-lame and induced lameness conditions in horses.
Frontiers in veterinary science    April 2, 2024   Volume 11 1358986 doi: 10.3389/fvets.2024.1358986
St George LB, Spoormakers TJP, Hobbs SJ, Clayton HM, Roy SH, Richards J, Serra Bragança FM.Despite its proven research applications, it remains unknown whether surface electromyography (sEMG) can be used clinically to discriminate non-lame from lame conditions in horses. This study compared the classification performance of sEMG absolute value (sEMGabs) and asymmetry (sEMGasym) parameters, alongside validated kinematic upper-body asymmetry parameters, for distinguishing non-lame from induced fore- (iFL) and hindlimb (iHL) lameness. Bilateral sEMG and 3D-kinematic data were collected from clinically non-lame horses ( = 8) during in-hand trot. iFL and iHL (2-3/5 AAEP) were induced...
The future of equine semen analysis.
Reproduction, fertility, and development    March 12, 2024   doi: 10.1071/RD23212
Peña FJ, Martín-Cano FE, Becerro-Rey L, Ortega-Ferrusola C, Gaitskell-Phillips G, da Silva-Álvarez E, Gil MC.We are currently experiencing a period of rapid advancement in various areas of science and technology. The integration of high throughput 'omics' techniques with advanced biostatistics, and the help of artificial intelligence, is significantly impacting our understanding of sperm biology. These advances will have an appreciable impact on the practice of reproductive medicine in horses. This article provides a brief overview of recent advances in the field of spermatology and how they are changing assessment of sperm quality. This article is written from the authors' perspective, using the sta...
l-carnitine enhances the kinematics and protects the sperm membranes of chilled and frozen-thawed Peruvian Paso horse spermatozoa.
Cryobiology    March 7, 2024   104884 doi: 10.1016/j.cryobiol.2024.104884
Palacios P, Peláez G, Soria M, Méndez S, Galarza-Álvarez L, Dorado J, Santiago-Moreno J, Galarza DA.l-carnitine (LC) transports fatty acids to the mitochondria for energy production, reducing lipid availability for peroxidation through β-oxidation. This research examines the effect of LC supplementation to two skimmed milk-based extenders on the cryosurvival of chilled (5ºC) and frozen-thawed Peruvian Paso horse spermatozoa. An initial experiment determined the optimal LC concentration (0, 1, 5, 10, 25, and 50 mM) when added to INRA-96® and UHT (skimmed milk + 6% egg yolk) extenders, using nine ejaculates from three stallions chilled for up to 96 h. Subsequently, the effect of 25 mM...
Application of sperm motion kinematics and motility-related proteins for prediction of male fertility.
Theriogenology    February 7, 2024   Volume 218 223-230 doi: 10.1016/j.theriogenology.2024.02.007
Bae JW, Hwang JM, Lee WJ, Kim DH, Yi JK, Ha JJ, Oh DY, Kwon WS.The selection of superior sires is paramount for enhancing the efficiency of animal production in the livestock industry. However, semen quality assessment still relies on conventional semen analysis techniques in both animals and humans. Despite extensive efforts to develop various biomarkers for more accurate and precise predictions of male fertility potential, more effective physiological indicators and advance potential biomarkers are needed. Herein, we aimed to develop new potential biomarkers related to sperm motion kinematics for male fertility prediction. We first evaluated sperm motio...
Effect of speed and water depth on limb and back kinematics in Thoroughbred horses walking on a water treadmill.
Veterinary journal (London, England : 1997)    September 30, 2023   Volume 300-302 106033 doi: 10.1016/j.tvjl.2023.106033
Nankervis KJ, Tranquille CA, Chojnacka K, Tacey JB, Deckers I, Newton JR, Murray RC.Water treadmill (WT) exercise may induce limb and back kinematics that meet specific training and rehabilitation goals. The study aimed to investigate the effects of walk speed, at different water depths (WDs), on limb and back kinematics of six Thoroughbreds exercising on a WT. Horses walked at 2.8/4.3/5.5/6.0 km/h (i.e. 0.8/1.2/1.5/1.7 m/s) at dry, metacarpophalangeal and carpal WD. Videography captured limb movement in the sagittal plane. Motion-capture measured thoracolumbosacral flexion-extension (FE), and lateral bend (LB) ranges of movement (ROM) using skin surface markers on the sixt...
Adaptation strategies of the Icelandic horse with induced forelimb lameness at walk, trot and tölt.
Equine veterinary journal    September 7, 2023   Volume 56, Issue 3 617-630 doi: 10.1111/evj.13998
Smit IH, Hernlund E, Persson-Sjodin E, Björnsdóttir S, Gunnarsdottir H, Gunnarsson V, Rhodin M, Serra Braganca FM.Lameness assessment in the gaited Icelandic horse is complex. We aimed to describe their kinematic and temporal adaptation strategies in response to forelimb lameness at walk, trot and tölt. Methods: In vivo experiment. Methods: Ten clinically non-lame Icelandic horses were measured before and after reversible forelimb lameness induction. Upper body and limb kinematics were measured using 11 inertial measurement units mounted on the poll, withers, pelvis (tubera sacrale) and all four limbs and hoofs (Equimoves®, 500 Hz). Horses were measured on a straight line at walk and trot in-hand and ...
The influence of different horseshoes and ground substrates on mid-stance hoof orientation at the walk.
Equine veterinary journal    August 17, 2023   Volume 56, Issue 3 598-606 doi: 10.1111/evj.13990
Reilly PT, van Eps A, Stefanovski D, Pfau T.Horseshoes with modified contact surfaces combined with deformable ground substrates are used to change hoof orientation during mid-stance, for example, for therapeutic reasons. Objective: To measure the effect of horseshoes and ground substrates on sagittal and transverse plane hoof orientation at mid-stance using a dorsal hoof wall mounted triaxial accelerometer. Methods: In vivo experiment, randomised crossover design. Methods: Differences in sagittal and transverse plane angles between standing and mid-stance of the left front hoof of six horses walking with regular horseshoes, egg bar, to...
Timing Differences in Stride Cycle Phases in Retired Racehorses Ridden in Rising and Two-Point Seat Positions at Trot on Turf, Artificial and Tarmac Surfaces.
Animals : an open access journal from MDPI    August 9, 2023   Volume 13, Issue 16 2563 doi: 10.3390/ani13162563
Horan K, Price H, Day P, Mackechnie-Guire R, Pfau T.Injuries to racehorses and their jockeys are not limited to the racetrack and high-speed work. To optimise racehorse-jockey dyads' health, well-being, and safety, it is important to understand their kinematics under the various exercise conditions they are exposed to. This includes trot work on roads, turf and artificial surfaces when accessing gallop tracks and warming up. This study quantified the forelimb hoof kinematics of racehorses trotting over tarmac, turf and artificial surfaces as their jockey adopted rising and two-point seat positions. A convenience sample of six horses was recruit...
Evaluating Overall Performance in High-Level Dressage Horse-Rider Combinations by Comparing Measurements from Inertial Sensors with General Impression Scores Awarded by Judges.
Animals : an open access journal from MDPI    August 2, 2023   Volume 13, Issue 15 2496 doi: 10.3390/ani13152496
Hobbs SJ, Serra Braganca FM, Rhodin M, Hernlund E, Peterson M, Clayton HM.In the sport of dressage, one or more judges score the combined performance of a horse and rider with an emphasis on the technical correctness of the movements performed. At the end of the test, a single score is awarded for the 'general impression', which considers the overall performance of the horse and rider as a team. This study explored original measures that contributed to the general impression score in a group of 20 horse-rider combinations. Horses and riders were equipped with inertial measurement units (200 Hz) to represent the angular motion of a horse's back and the motions of a r...
Effects of Jumping Phase, Leading Limb, and Arena Surface Type on Forelimb Hoof Movement.
Animals : an open access journal from MDPI    June 27, 2023   Volume 13, Issue 13 doi: 10.3390/ani13132122
Rohlf CM, Garcia TC, Marsh LJ, Acutt EV, le Jeune SS, Stover SM.During the stance phase of equine locomotion, ground reaction forces are exerted on the hoof, leading first to rapid deceleration ("braking") and later to acceleration ("propulsion") as the hoof leaves the ground. Excessive hoof deceleration has been identified as a risk factor for musculoskeletal injury and may be influenced by arena surface properties. Therefore, our objective was to evaluate the effect of arena surface type (dirt, synthetic) on hoof translation of the leading and trailing forelimbs during jump takeoff and landing. Solar hoof angle, displacement, velocity, and deceleration w...
Saddle Thigh Block Design Can Influence Rider and Horse Biomechanics.
Animals : an open access journal from MDPI    June 27, 2023   Volume 13, Issue 13 doi: 10.3390/ani13132127
Murray R, Fisher M, Fairfax V, MacKechnie-Guire R.The association between rider-saddle interaction and horse kinematics has been little studied. It was hypothesized that differences in a thigh block design would influence (a) rider-saddle interface pressures, (b) rider kinematics, and (c) equine limb/spinal kinematics. Eighteen elite sport horses/riders were trotted using correctly fitted dressage saddles with thigh blocks S (vertical face) and F (deformable face). Contact area, mean, and peak pressure between rider and saddle were determined using an on-saddle pressure mat. Spherical markers allowed for the measurement of horse/rider kinemat...
Biomechanical variables in Icelandic horse riders and the effect on tölt performance: A pilot study.
PloS one    June 27, 2023   Volume 18, Issue 6 e0287748 doi: 10.1371/journal.pone.0287748
Sätter JK, McGawley K, Connysson M, Staunton CA.To identify how riding rein direction (left and right) and rider asymmetry affect tölt performance in Icelandic horses. Two horses were ridden in tölt by four riders on both left and right reins. Riders wore pressure insoles that measured the total absolute force (FAbs) and absolute force difference (FDiff) in their left and right feet in the stirrups. A 3D motion-analysis system recorded the degrees of side-to-side movement in the pelvis (RollP) and in the thoracolumbar region (RollT). Lateral advanced placement (LAP) and duty factor (DF) were calculated to determine tölt performance. One-...
The effect of acute equine temporomandibular joint inflammation on response to rein-tension and kinematics.
Frontiers in veterinary science    June 19, 2023   Volume 10 1213423 doi: 10.3389/fvets.2023.1213423
Reisbig NA, Pifko J, Lanovaz JL, Weishaupt MA, Carmalt JL.Although the temporomandibular joint (TMJ) is the major contact point between the reins in the riders' hand, the bit in the mouth, and the rest of the horse under saddle, the role of inflammation of this joint on equine locomotion and rein tension is unknown. Unassigned: To determine the effect of acute TMJ inflammation on rein-tension and horse movement when horses were long-reined on a treadmill. Unassigned: A randomized, controlled, cross-over design. Unassigned: Five horses were trained by one clinician to walk and trot on a treadmill wearing long-reining equipment instrumented with a rein...
Electromyographic and Kinematic Comparison of the Leading and Trailing Fore- and Hindlimbs of Horses during Canter.
Animals : an open access journal from MDPI    May 25, 2023   Volume 13, Issue 11 1755 doi: 10.3390/ani13111755
St George LB, Clayton HM, Sinclair JK, Richards J, Roy SH, Hobbs SJ.This study compared muscle activity and movement between the leading (Ld) and trailing (Tr) fore- (F) and hindlimbs (H) of horses cantering overground. Three-dimensional kinematic and surface electromyography (sEMG) data were collected from right triceps brachii, biceps femoris, middle gluteal, and splenius from 10 ridden horses during straight left- and right-lead canter. Statistical parametric mapping evaluated between-limb (LdF vs. TrF, LdH vs. TrH) differences in time- and amplitude-normalized sEMG and joint angle-time waveforms over the stride. Linear mixed models evaluated between-limb d...
Back motion in unridden horses in walk, trot and canter on a circle.
Veterinary research communications    May 2, 2023   Volume 47, Issue 4 1831-1843 doi: 10.1007/s11259-023-10132-y
Egenvall A, Engström H, Byström A.Equine back function is of concern to riders, as well as to veterinarians and physiotherapists; these groups may benefit from knowledge about spinal motion on the circle. This descriptive and comparative study aimed to quantify equine neck, back and pelvic motion in walk, trot and canter on a 9 m circle. Sixteen healthy horses in training, of varying breed and conformation, were measured using optical motion capture (150 Hz), with optical markers on the poll, withers, T15, tubera coxae and lumbosacral joint. Cervicothoracic and thoracolumbar flexion-extension and lateral bending, and pelvic ...
Circle Diameter Impacts Stride Frequency and Forelimb Stance Duration at Various Gaits in Horses.
Sensors (Basel, Switzerland)    April 24, 2023   Volume 23, Issue 9 doi: 10.3390/s23094232
Logan AA, Snyder AJ, Nielsen BD.The effects of gait and diameter have been studied independently, but rarely together in equine circular exercise studies. This study aimed to determine the impact of diameter (10-m or 15-m) at various gaits (walk, trot, and canter) on stride frequency or forelimb stance duration. Nine mature horses were outfitted with Tekscan™ Hoof Sensors on their forelimbs during circular and straight-line exercise at various gaits on a clay and sand arena surface. Statistical analysis was performed in SAS 9.4 with fixed effects of exercise type, recording, leg, and breed (PROC GLIMMIX, p < 0.05 signif...
Validation of Alogo Move Pro: A GPS-Based Inertial Measurement Unit for the Objective Examination of Gait and Jumping in Horses.
Sensors (Basel, Switzerland)    April 22, 2023   Volume 23, Issue 9 4196 doi: 10.3390/s23094196
Guyard KC, Montavon S, Bertolaccini J, Deriaz M.Quantitative information on how well a horse clears a jump has great potential to support the rider in improving the horse's jumping performance. This study investigated the validation of a GPS-based inertial measurement unit, namely Alogo Move Pro, compared with a traditional optical motion capture system. Accuracy and precision of the three jumping characteristics of maximum height (Zmax), stride/jump length (lhorz), and mean horizontal speed (vhorz) were compared. Eleven horse-rider pairs repeated two identical jumps (an upright and an oxer fence) several times ( = 6 to 10) at different hei...
Carboxymethylchitosan with medium-molecular-weight affects kinectics and acrosome of stallion sperm after freezing/thawing.
Journal of equine veterinary science    March 30, 2023   Volume 126 104489 doi: 10.1016/j.jevs.2023.104489
de Moura TCM, Arruda LCP, Cahú TB, Bezerra RS, Carneiro GF, Guerra MMP.Semen cryopreservation ensures the storage of stallion genetics for an unlimited time. The improvement of extenders with new antioxidant substances can optimize the properties of post-thawed semen. The study aimed to investigate the addition effect of medium-molecular-weight carboxymethylchitosan (CQm) derivates to freezing diluent of stallion sperm after freezinf/thawing. Twice a week, five ejaculates of four stallions were obtained, totalizing 20 ejaculates. Semen was diluted in commercial freezing extender (Botucrio) supplemented with CQm: control (0), 0.75, 1.5, and 3 mg/mL. Samples were ...
A Carnitine-Containing Product Improves Aspects of Post-Exercise Recovery in Adult Horses.
Animals : an open access journal from MDPI    February 14, 2023   Volume 13, Issue 4 657 doi: 10.3390/ani13040657
Johnson SE, Barshick MR, Gonzalez ML, Riley JW, Pelletier ME, Castanho BC, Ealy EN.Strenuous exercise can cause tissue damage, leading to an extended recovery period. To counteract delayed post-exercise recovery, a commercial product containing L-carnitine (AID) was tested in adult horses performing consecutive exercise tests to exhaustion. Fit Thoroughbreds were administered an oral bolus of placebo (CON) or AID prior to performing an exercise test to exhaustion (D1). The heart rate (HR) and fetlock kinematics were captured throughout the exercise test. Blood was collected before, 10 min and 1, 4 and 6 h relative to exercise for the quantification of cytokine (1, 8, 10, ) g...
Prediction of continuous and discrete kinetic parameters in horses from inertial measurement units data using recurrent artificial neural networks.
Scientific reports    January 13, 2023   Volume 13, Issue 1 740 doi: 10.1038/s41598-023-27899-4
Parmentier JIM, Bosch S, van der Zwaag BJ, Weishaupt MA, Gmel AI, Havinga PJM, van Weeren PR, Braganca FMS.Vertical ground reaction force (GRFz) measurements are the best tool for assessing horses' weight-bearing lameness. However, collection of these data is often impractical for clinical use. This study evaluates GRFz predicted using data from body-mounted IMUs and long short-term memory recurrent neural networks (LSTM-RNN). Twenty-four clinically sound horses, equipped with IMUs on the upper-body (UB) and each limb, walked and trotted on a GRFz measuring treadmill (TiF). Both systems were time-synchronised. Data from randomly selected 16, 4, and 4 horses formed training, validation, and test dat...