Extraction of Kinematic Parameters and Comparative Study of Endurance Levels in Mongolian Horses
Simple Summary
Abstract
1. Introduction
2. Materials and Methods
2.1. Selection of Horses
2.2. Marking Key Points
2.3. Data Collection
2.4. Data Processing
3. Data Analysis
3.1. Kinematic Differences During Walk
3.2. Kinematic Differences During Slow Trot
3.3. Kinematic Differences During Fast Trot
4. Discussion
4.1. Kinematic Characteristics During Walk
4.2. Kinematic Characteristics During Slow Trot
4.3. Kinematic Characteristics During Fast Trot
4.4. Limitations of Research Methods and Future Prospects
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Mang, L.; Bae, D.-U. Analysis of the current state of the horse industry in the Inner Mongolia Autonomous Region. North. Econ. 2019, 11, 6. [Google Scholar]
- Cao, X.; Wang, H.; Wang, Y. Development strategies for China’s horse industry based on SWOT analysis. Heilongjiang J. Anim. Husb. Vet. Med. 2020, 10, 23–28. [Google Scholar]
- Ma, Y.; Gao, L.; Li, H.; Xiao, J.; Zeng, Y. Analysis of non-genetic factors and estimation of genetic parameters for body measurements in Ili horses. Chin. J. Anim. Sci. Vet. Med. 2017, 48, 1855–1862. [Google Scholar]
- National Horse Industry Development Plan (2020–2025). Xinjiang Anim. Husb. 2020, 35, 4–10.
- Yang, L. Molecular Identification of Candidate Genes Related to Exercise in Mongolian Horses. Doctoral Dissertation, Inner Mongolia Agricultural University, Hohhot, China, 2013. [Google Scholar]
- Wu, S. Expression Levels of the IGFBP5 Gene in Different Tissues and Exercise Phases of Mongolian Horses. Master’s Thesis, Inner Mongolia Agricultural University, Hohhot, China, 2013. [Google Scholar]
- Wei, R.; Zhao, Y.; Bai, D.; Han, H.G.; Wang, X.; Anaer; Bou, W.; Mang, L.; Li, X.D. Plasma metabolome characteristics of Mongolian horses at different endurance exercise levels. Chin. J. Anim. Sci. Vet. Med. 2022, 53, 1442–1454. [Google Scholar]
- Tu, G.Q.; Mang, L.; Bai, D.Y. Research progress on the endurance characteristics of Mongolian horses based on skeletal muscle potential and traditional endurance training. China Anim. Breed. Ind. 2025, 21, 60–74. [Google Scholar]
- Tian, Z.; Zhang, Y.; Chen, Y. Method for extracting quadrupedal animal motion parameters based on dual-path networks. J. Jiangsu Agric. 2022, 38, 403–413. [Google Scholar]
- Yigit, T.; Han, F.; Rankins, E.; Yi, J.; McKeever, K.H.; Malinowski, K. Wearable inertial sensor-based limb lameness detection and pose estimation for horses. IEEE Trans. Autom. Sci. Eng. 2022, 19, 1365–1379. [Google Scholar] [CrossRef]
- Faisal, I.A.; Purboyo, T.W.; Ansori, A.S.R. A review of accelerometer sensor and gyroscope sensor in IMU sensors on motion capture. J. Eng. Appl. Sci. 2019, 15, 826–829. [Google Scholar] [CrossRef]
- Crecan, C.M.; Peștean, C.P. Inertial sensor technologies—Their role in equine gait analysis: A review. Sensors 2023, 23, 6301. [Google Scholar] [CrossRef]
- Vergara-Hernandez, F.B.; Nielsen, B.D.; Robison, C.I.; Fabus, T.A.; Kompare, J.L.; Lazić, R.A.L.; Colbath, A.C. Average stride length and stride rate of Thoroughbreds and Quarter Horses during racing. Transl. Anim. Sci. 2022, 6, txab233. [Google Scholar] [CrossRef]
- Solé, M.; Gómez, M.D.; Galisteo, A.M.; Santos, R.; Valera, M. Kinematic characterization of the Menorca horse at the walk and the trot: Influence of hind limb pastern angle. J. Equine Vet. Sci. 2013, 33, 726–732. [Google Scholar] [CrossRef]
- Egenvall, A.; Engström, H.; Byström, A. Back motion in unridden horses in walk, trot and canter on a circle. Vet. Res. Commun. 2023, 47, 1831–1843. [Google Scholar] [CrossRef]
- Walker, V.A.; Tranquille, C.A.; MacKechnie-Guire, R.; Spear, J.; Newton, R.; Murray, R.C. Effect of ground and raised poles on kinematics of the walk. J. Equine Vet. Sci. 2022, 115, 104005. [Google Scholar] [CrossRef]
- Rhodin, M.; Persson-Sjodin, E.; Egenvall, A.; Bragança, F.M.S.; Pfau, T.; Roepstorff, L.; Weishaupt, M.A.; Thomsen, M.H.; van Weeren, P.R.; Hernlund, E. Vertical movement symmetry of the withers in horses with induced forelimb and hindlimb lameness at trot. Equine Vet. J. 2018, 50, 832–839. [Google Scholar] [CrossRef]
- Zeng, Y.; Wang, J.; Yao, X.; Ren, W.; Wang, C.; Ren, X.; Ge, S.; Kong, Q.; Meng, J. Correlation analysis of stride length index and stride frequency index with athletic performance in young Ili horses. Chin. J. Anim. Sci. Vet. Med. 2021, 48, 2091–2100. [Google Scholar]
- Demin, V.A.; Prutkova, P.V.; Tsyganok, I.B. Effects of limb joint angles and body part vs. ground angles on horses’ jumping style. Casp. J. Environ. Sci. 2025, 23, 731–739. [Google Scholar]
- Mostafa, M.B.; Senna, N.A.; Abu-Seida, A.M.; Elemmawy, Y.M. Evaluation of abnormal limb conformation in jumping Thoroughbred horses. J. Hell. Vet. Med. Soc. 2019, 70, 1533–1540. [Google Scholar] [CrossRef]
- Li, C.; Mellbin, Y.; Krogager, J.; Polikovsky, S.; Holmberg, M.; Ghorbani, N.; Black, M.J.; Kjellström, H.; Zuffi, S.; Hernlund, E. The Poses for Equine Research Dataset (PFERD). Sci. Data 2025, 12, 587. [Google Scholar] [CrossRef] [PubMed]
- Batbaatar, D.; Wagatsuma, H. A proposal of the kinematic model of the horse leg musculoskeletal system by using closed linkages. In Proceedings of the 2019 IEEE International Conference on Robotics and Biomimetics (ROBIO), Dali, China, 6–8 December 2019; pp. 869–874. [Google Scholar]
- Jia, Z.; Tu, G.Q.; Ding, W.; Ren, X.; Liu, H.; Li, X.; Cui, F.; Dugarjaviin, M.; Bai, D. Construction and comparative study of the phenotypic spectrum of major skeletal muscles throughout the body of Mongolian horses. Chin. J. Anim. Sci. Vet. Med. 2023, 54, 596–607. [Google Scholar]
- Bosch, K.; Zsoldos, R.R.; Hartig, A.; Licka, T. Motion coupling at the cervical vertebral joints in the horse—An ex vivo study using bone-anchored markers. Animals 2025, 15, 2259. [Google Scholar] [CrossRef]
- Nitschke, M. Turning a Corner in Optimal Control Simulations for Running: Predicting and Reconstructing 3D Full-Body Biomechanics from Optical and Inertial Motion Capture. Doctoral Dissertation, Friedrich-Alexander-Universitaet Erlangen-Nuernberg, Erlangen, Germany, 2025. [Google Scholar]
- Ahmad, I.; Ijaz, S.; Usman, M.M.; Safdar, A.; Khan, I.U.; Zeeshan, M.; Bukhari, S.S.U.H. Evaluating forelimb and hindlimb joint conformation of Morna racehorses (Equus caballus). Vet. Sci. 2025, 12, 20. [Google Scholar] [CrossRef]
- Molina, A.; Valera, M.; Galisteo, A.M.; Vivo, J.; Gómez, M.D.; Rodero, A.; Agüera, E. Genetic parameters of biokinematic variables at walk in the Spanish Purebred (Andalusian) horse using experimental treadmill records. Livest. Sci. 2008, 116, 137–145. [Google Scholar] [CrossRef]
- Gmel, A.I.; Haraldsdóttir, E.H.; Serra-Bragança, F.; Lamas, L.P.; Rosa, T.V.; Stefaniuk-Szmukier, M.; Klecel, W.; Neuditschko, M.; Weishaupt, M.A. Inertial sensor data of horses from four breeds at walk and trot in hand on a straight line. Data Brief 2024, 55, 110764. [Google Scholar] [CrossRef] [PubMed]
- Morrice-West, A.V.; Hitchens, P.L.; Walmsley, E.A.; Stevenson, M.A.; Wong, A.S.; Whitton, R.C. Variation in GPS- and accelerometer-recorded velocity and stride parameters of galloping Thoroughbred horses. Equine Vet. J. 2021, 53, 1063–1074. [Google Scholar] [CrossRef] [PubMed]
- Yıldırım, İG.; Erden, H. Conformational characteristics in Arabian and Thoroughbred horses. Anim. Health Prod. Hyg. 2023, 12, 27–35. [Google Scholar] [CrossRef]
- Cano, M.R.; Vivo, J.; Miró, F.; Morales, J.; Galisteo, A. Kinematic characteristics of Andalusian, Arabian and Anglo-Arabian horses: A comparative study. Res. Vet. Sci. 2001, 71, 147–153. [Google Scholar] [CrossRef] [PubMed]
- Freitag, G.P.; de Lima, L.G.F.; Kozicki, L.E.; Souza, F.A.; Nogueira, E.; Ribeiro, L.B. Morphometric characteristics of Quarter Horses in barrel racing events: Impacts on performance and competitive success. J. Equine Vet. Sci. 2025, 138, 105676. [Google Scholar] [CrossRef]
- Piché, A.; Halpern, R.; Savallo, M.A.; Granatosky, M.C. Equine locomotion. In Encyclopedia of Animal Cognition and Behavior; Springer: Cham, Switzerland, 2022; pp. 2401–2409. [Google Scholar]
- Li, M.; Su, L.; Zhang, Y.; Zong, Z.; Zhang, S. An automated measurement method for Mongolian horse body dimensions based on improved YOLOv8n-Pose and three-dimensional point cloud analysis. Smart Agric. 2024, 6, 91–102. [Google Scholar]





| Number | Name of the Sticker | Location |
|---|---|---|
| 1 | Head-Front | Cranium-Rostral |
| 2 | Head-Right | Cranium-Right Parietal Region |
| 3 | Head-Left | Cranium-Left Basal Cranial Region |
| 4 | Head | Facial Region-Midline |
| 5 | Poll-Right | Poll-Right Lateral |
| 6 | Head-Right under | Poll-Right Ventrolateral |
| 7 | Poll-Left | Poll-Left Lateral |
| 8 | Head-Left under | Poll-Left Ventrolateral |
| 9 | Neck-low | Cervical Spine-Ventral Distal |
| 10 | Neck-top Left | Cervical Spine-Left Dorsal Proximal |
| 11 | Withers-right | Scapula-Right Spine of Scapula |
| 12 | Withers | Thoracic Spine-3rd Right Spinous Process |
| 13 | Neck-top Right | Cervical Spine-Right Dorsal Proximal |
| 14 | Withers-left | Scapula-Left Spine of Scapula |
| 15 | Back-1 | Thoracic Spine-6th Left Spinous Process |
| 16 | Back-2 | Thoracic Spine-10th Midline Spinous Process |
| 17 | Sacrum | Sacrum-Median Sacral Crest |
| 18 | Tuber-coxae Right | Coxal Bone-Right Tuber Coxae Distal |
| 19 | Tuber-coxae Left | Coxal Bone-Left Tuber Coxae Distal |
| 20 | Hip joint Right-Front | Hip Joint-Right Anterolateral |
| 21 | Hip joint Right | Hip Joint-Right Lateral |
| 22 | Hip joint Right-Behind | Hip Joint-Right Posterolateral |
| 23 | Hip joint Left-Front | Hip Joint-Left Anterolateral |
| 24 | Hip joint Left | Hip Joint-Left Lateral |
| 25 | Hip joint Left-Behind | Hip Joint-Left Posterolateral |
| 26 | Right FrontOut-Top | Humerus-Right Greater Tubercle Distal |
| 27 | Right FrontIn-Upper | Elbow Joint-Right Medial Proximal Joint Space |
| 28 | Left FrontIn-Upper | Elbow Joint-Left Medial Proximal Joint Space |
| 29 | Right Radius | Radius-Right Middle Shaft |
| 30 | Right FrontOut-Knee | Carpal Joint-Right Lateral |
| 31 | Left FrontIn-Knee | Carpal Joint-Left Medial |
| 32 | Right Metacarpal bone | Metacarpal Bone III-Right Midshaft |
| 33 | Left FrontIn-Fetlock | Carpal Joint-Left Medial Collateral Ligament Proximal |
| 34 | Right FrontOut-Fetlock | Carpal Joint-Right Lateral Collateral Ligament Proximal |
| 35 | Right FrontOut-Mid | Hoof-Right Dorsolateral Proximal Hoof Wall |
| 36 | Left FrontIn-Hoof | Hoof-Left Dorsal Proximal Hoof Wall |
| 37 | Right FrontOut-Hoof | Hoof-Right Proximal Hoof Bulb |
| 38 | Left FrontOut-Top | Humerus-Left Greater Tubercle Distal |
| 39 | Left FrontOut-Upper | Elbow Joint-Left Lateral Proximal Joint Space |
| 40 | Right FrontIn-Upper | Elbow Joint-Right Lateral Proximal Joint Space |
| 41 | Left Radius | Radius-Left Middle Shaft |
| 42 | Left FrontOut-Knee | Carpal Joint-Left Lateral |
| 43 | Right FrontIn-Knee | Carpal Joint-Right Medial |
| 44 | Left Metacarpal bone | Metacarpal Bone III-Left Midshaft |
| 45 | Left FrontOut-Fetlock | Carpal Joint-Left Lateral Collateral Ligament Proximal |
| 46 | Right FrontIn-Fetlock | Carpal Joint-Right Medial Collateral Ligament Proximal |
| 47 | Left FrontOut-Hoof | Hoof-Left Proximal Hoof Bulb |
| 48 | Left FrontOut-Mid | Hoof-Left Dorsolateral Proximal Hoof Wall |
| 49 | Right FrontIn-Hoof | Hoof-Right Dorsal Proximal Hoof Wall |
| 50 | Right BackOut-Upper | Tarsal Joint-Right Lateral Collateral Ligament Proximal |
| 51 | Left BackIn-Upper | Tarsal Joint-Left Medial Collateral Ligament Proximal |
| 52 | Right Tibia | Tibia-Right Middle Shaft |
| 53 | Right BackOut-Hock | Fibula-Right Lateral Shaft |
| 54 | Left BackIn-Hock | Fibula-Left Medial Shaft |
| 55 | Right Metatarsal bone | Metatarsal Bone III-Right Midshaft |
| 56 | Right BackOut-Ergot | Tarsometatarsal Joint-Right Lateral Proximal Joint Space |
| 57 | Right BackOut-Heel | Hoof-Right Plantar Proximal Hoof Bulb |
| 58 | Right BackOut-Mid | Hoof-Right Lateroplantar Proximal Hoof Wall |
| 59 | Left BackIn-Ergot | Tarsometatarsal Joint-Left Medial Proximal Joint Space |
| 60 | Left BackIn-Heel | Hoof-Left Plantar Proximal Hoof Wall |
| 61 | Left BackOut-Upper | Tarsal Joint-Left Lateral Collateral Ligament Proximal |
| 62 | Right BackIn-Upper | Tarsal Joint-Right Medial Collateral Ligament Proximal |
| 63 | Left Tibia | Tibia-Left Middle Shaft |
| 64 | Left BackOut-Hock | Fibula-Left Lateral Shaft |
| 65 | Right BackIn-Hock | Fibula-Right Medial Shaft |
| 66 | Left Metatarsal bone | Metatarsal Bone III-Left Midshaft |
| 67 | Left BackOut-Ergot | Tarsometatarsal Joint-Left Lateral Proximal Joint Space |
| 68 | Right BackIn-Ergot | Tarsometatarsal Joint-Right Medial Proximal Joint Space |
| 69 | Right BackOut-Heel | Hoof-Right Plantar Distal Hoof Bulb |
| 70 | Right BackOut-Mid | Hoof-Right Lateroplantar Distal Hoof Wall |
| 71 | Left BackIn-Heel | Hoof-Left Plantar Distal Hoof Wall |
| Parameters | Abbreviation | Introduction |
|---|---|---|
| 1. Speed (m/s) | Sp | The average speed of a horse over a single gait cycle |
| 2. Stride (cm) | Stl | The horizontal distance between the two consecutive points of contact for the same front hoof |
| 3. Range of motion of the tarsal joint (°) | Tr | The difference between the maximum and minimum angles of the tarsal joint (50, 53, 56) |
| 4. Range of motion of the hip joint (°) | Hr | The difference between the maximum and minimum angles of the hip joint (18, 21, 50) |
| 5. Range of motion of the elbow joint (°) | Er | The difference between the maximum and minimum angles of the elbow joint (26, 27, 30) |
| 6. Maximum rear limb retraction angle (°) | MaxRh | The maximum angle formed by the line connecting points 21 and 57 with the horizontal line |
| 7. Minimum forward extension angle of the hind limbs (°) | MinPh | The minimum angle formed by the line connecting points 21 and 57 with the horizontal line |
| 8. Maximum retraction angle of the forelimb (°) | MaxRf | The maximum angle formed by the line connecting points 11 and 32 with the horizontal line |
| 9. Minimum forward extension angle of the forelimb (°) | MinPf | The minimum angle formed by the line connecting points 11 and 32 with the horizontal line |
| Characteristics | Excellent Group | Ordinary Group | Estimate | 95% CI | p-Value |
|---|---|---|---|---|---|
| Stl (cm) | 171.80 ± 8.25 | 166.73 ± 9.91 | 5.19 | [−0.18, 10.30] | 0.17 |
| Tr (°) | 43.11 ± 4.02 | 40.26 ± 3.68 | 2.86 | [0.92, 4.78] | <0.001 |
| Hr (°) | 26.07 ± 2.45 | 23.88 ± 2.31 | 2.18 | [0.85, 3.53] | <0.001 |
| Er (°) | 52.15 ± 3.12 | 50.07 ± 2.98 | 2.07 | [0.61, 3.55] | <0.001 |
| MaxRh (°) | 110.92 ± 3.65 | 107.87 ± 3.42 | 2.89 | [−0.28, 5.82] | 0.29 |
| MinPh (°) | 68.24 ± 2.71 | 66.55 ± 2.58 | 1.68 | [−0.33, 3.41] | 0.34 |
| MaxRf (°) | 103.71 ± 3.28 | 100.43 ± 3.15 | 3.04 | [1.56, 4.82] | <0.001 |
| MinPf (°) | 68.23 ± 2.64 | 66.15 ± 2.51 | 2.21 | [−0.12, 4.28] | 0.065 |
| Characteristics | Excellent Group | Ordinary Group | Estimate | 95% CI | p-Value |
|---|---|---|---|---|---|
| Stl (cm) | 223.51 ± 9.42 | 218.66 ± 8.87 | 4.62 | [1.23, 8.27] | 0.009 |
| Tr (°) | 58.41 ± 4.15 | 56.74 ± 3.92 | 1.59 | [−0.45, 3.79] | 0.121 |
| Hr (°) | 27.49 ± 2.83 | 26.64 ± 2.69 | 0.91 | [−0.52, 2.22] | 0.223 |
| Er (°) | 56.63 ± 3.48 | 53.37 ± 3.25 | 3.16 | [1.38, 5.14] | <0.001 |
| MaxRh (°) | 112.39 ± 3.81 | 108.86 ± 3.57 | 3.14 | [−0.46, 6.84] | 0.21 |
| MinPh (°) | 69.48 ± 2.95 | 67.68 ± 2.81 | 1.85 | [0.15, 3.45] | 0.033 |
| MaxRf (°) | 102.39 ± 3.62 | 99.24 ± 3.48 | 2.73 | [−0.12, 5.48] | 0.18 |
| MinPf (°) | 65.68 ± 2.76 | 63.21 ± 2.63 | 2.41 | [0.78, 4.16] | 0.004 |
| Characteristics | Excellent Group | Ordinary Group | Estimate | 95% CI | p-Value |
|---|---|---|---|---|---|
| Stl (cm) | 293.73 ± 10.65 | 276.95 ± 10.12 | 16.64 | [11.52, 21.34] | <0.001 |
| Tr (°) | 65.21 ± 4.58 | 60.93 ± 4.32 | 4.18 | [1.85, 6.79] | <0.001 |
| Hr (°) | 30.43 ± 3.12 | 28.62 ± 2.98 | 1.61 | [0.35, 3.27] | 0.015 |
| Er (°) | 60.81 ± 3.75 | 58.80 ± 3.51 | 1.97 | [0.42, 3.60] | 0.014 |
| MaxRh (°) | 114.12 ± 4.02 | 110.71 ± 3.85 | 3.31 | [1.38, 5.44] | 0.001 |
| MinPh (°) | 71.38 ± 3.15 | 69.72 ± 2.99 | 1.48 | [−0.12, 3.44] | 0.18 |
| MaxRf (°) | 101.18 ± 3.89 | 97.17 ± 3.72 | 3.31 | [−0.22, 6.77] | 0.24 |
| MinPf (°) | 63.43 ± 2.89 | 61.86 ± 2.76 | 1.67 | [0.19, 3.35] | 0.026 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Shen, Y.; Su, L.; Zhang, Y.; Liu, J.; Zhang, Z.; Zhang, S. Extraction of Kinematic Parameters and Comparative Study of Endurance Levels in Mongolian Horses. Vet. Sci. 2026, 13, 404. https://doi.org/10.3390/vetsci13040404
Shen Y, Su L, Zhang Y, Liu J, Zhang Z, Zhang S. Extraction of Kinematic Parameters and Comparative Study of Endurance Levels in Mongolian Horses. Veterinary Sciences. 2026; 13(4):404. https://doi.org/10.3390/vetsci13040404
Chicago/Turabian StyleShen, Yakai, Lide Su, Yong Zhang, Jin Liu, Zhihao Zhang, and Shun Zhang. 2026. "Extraction of Kinematic Parameters and Comparative Study of Endurance Levels in Mongolian Horses" Veterinary Sciences 13, no. 4: 404. https://doi.org/10.3390/vetsci13040404
APA StyleShen, Y., Su, L., Zhang, Y., Liu, J., Zhang, Z., & Zhang, S. (2026). Extraction of Kinematic Parameters and Comparative Study of Endurance Levels in Mongolian Horses. Veterinary Sciences, 13(4), 404. https://doi.org/10.3390/vetsci13040404
