journal article·2025-06-06Open access

Three-Dimensional Pedalling Kinematics Analysis Through the Development of a New Marker Protocol Specific to Cycling

Ezequiel Martín-Sosa, Elena Soler-Vizán, Juana Mayo, Joaquín Ojeda

Applied Sciences· Volume 15· Issue 12

Abstract

This study aims to develop and evaluate a cycling-specific marker protocol that minimises the number of markers while accounting for the unique biomechanics of cycling. Although movements in the frontal and transverse planes during cycling are limited, they are clinically relevant due to their association with overuse injuries. Existing gait-based marker protocols often fail to consider cycling-specific factors such as posture, range of motion, marker occlusion, and muscle-induced artifacts. The proposed protocol (PP) uses 15 physical and 8 virtual markers. In the absence of a gold standard for 3D pedalling kinematics, the PP was evaluated by comparing it with established gait analysis protocols. The protocol demonstrated high correlation in gait (CCC > 0.98 for hip and knee in the sagittal plane), low intra-subject variability (CV < 15% for hip, knee, and ankle), and high repeatability. During pedalling, position, velocity, and acceleration were measured in all three spatial directions. Notably, angular velocity and linear acceleration showed significant components outside the sagittal plane, particularly for angular velocity. These findings highlight the importance of considering 3D motion when estimating forces, joint moments, and joint-specific powers in cycling biomechanics.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Vehicle Dynamics and Control Systems · Sports Performance and Training · Balance, Gait, and Falls Prevention

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Departamento de Ingeniería Minera, Mecánica, Energética y de la Construcción, Escuela Técnica Superior de Ingeniería, Universidad de Huelva, Avda. de las Fuerzas Armadas s/n, 21007 Huelva, Spain

Departamento de Medicina Física y Rehabilitación, Hospital Universitario Virgen de Valme, Universidad de Sevilla, Ctra. de Cádiz, 41014 Sevilla, Spain

Departamento de Ingeniería Mecánica y Fabricación, Escuela Técnica Superior de Ingeniería, Universidad de Sevilla, Camino de los Descubrimientos s/n, 41092 Sevilla, Spain

Funding

Ministry of Economy, Industry and competitiveness · the Regional Government Department of Economic Transformation, Industry, Knowledge and Universities of Andalusia

References (49)

Show source-provided references
1. Validity and reliability of different kinematics methods used for bike fitting10.1080/02640414.2013.868919 ↗
2. Joint Motions of the Lower Limb during Ergometer Cycling10.2519/jospt.1988.9.8.273 ↗
3. Testing the Planar Assumption During Ergometer Cycling10.1123/jab.17.1.55 ↗
4. The Effect of Saddle Position on Maximal Power Output and Moment Generating Capacity of Lower Limb Muscles During Isokinetic Cycling10.1123/jab.27.1.1 ↗
5. Cordillet, S., Bideau, N., Bideau, B., and Nicolas, G. (2019). Estimation of 3D Knee Joint Angles during Cycling Using Inertial Sensors: Accuracy of a Novel Sensor-to-Segment Calibration Procedure Based on Pedaling Motion. Sensors, 19.10.3390/s19112474 ↗
6. Kinetics and kinematics analysis of incremental cycling to exhaustion10.1080/14763141.2010.540672 ↗
7. Effects of Saddle Height, Pedaling Cadence, and Workload on Joint Kinetics and Kinematics During Cycling10.1123/jsr.19.3.301 ↗
8. Three-dimensional kinematics of competitive and recreational cyclists across different workload during cycling10.1080/17461391.2015.1135984 ↗
9. The influence of 3D kinematic and electromyographical parameters on cycling economy
10. The influence of different cardan sequences on three-dimensional cycling kinematics10.2478/humo-2013-0040 ↗
11. Spatiotemporal analysis of 3D kinematic asymmetry in professional cycling during an incremental test to exhaustion10.1080/02640414.2018.1432066 ↗
12. Physiological, kinematic, and electromyographic responses to kinesiologytype patella tape in elite cyclists10.1016/j.jelekin.2018.11.009 ↗
13. Increased Q-Factor increases frontal-plane knee joint loading in stationary cycling10.1016/j.jshs.2019.07.011 ↗
14. Physiological, Biomechanical and subjective effects of medio-lateral distance between the feet during pedaling for cyclists of different morphologies10.1080/02640414.2020.1845440 ↗
15. Galindo-Martínez, A., López-Valenciano, A., Albaladejo-García, C., Vallés-González, J.M., and Elvira, J.L.L. (2021). Changes in the Trunk and Lower Extremity Kinematics Due to Fatigue Can Predispose to Chronic Injuries in Cycling. Int. J. Environ. Res. Public Health, 18.10.3390/ijerph18073719 ↗
16. Yum, H., Kim, H., Lee, T., Park, M.S., and Lee, S.Y. (2021). Cycling kinematics in healthy adults for musculoskeletal rehabilitation guidance. BMC Musculoskelet. Disord., 22.10.1186/s12891-021-04905-2 ↗
17. Pouliquen, C., Nicolas, G., Bideau, B., and Bideau, N. (2021). Impact of Power Output on Muscle Activation and 3D Kinematics During an Incremental Test to Exhaustion in Professional Cyclists. Front. Sport Act. Living, 2.10.3389/fspor.2020.516911 ↗
18. A method to evaluate human skeletal models using marker residuals and global optimization10.1016/j.mechmachtheory.2013.11.003 ↗
19. Biomechanics of knee rehabilitation with cycling10.1177/036354658000800306 ↗
20. Force and repetition in cycling: Possible implications for iliotibial band friction syndrome10.1016/S0968-0160(02)00090-X ↗
21. Cycling injuries of the lower extremity10.5435/00124635-200712000-00008 ↗
22. Prevention, evaluation, and rehabilitation of cycling-related injury10.1249/JSR.0000000000000262 ↗
23. Surface-Marker Cluster Design Criteria for 3-D Bone Movement Reconstruction10.1109/10.649988 ↗
24. A gait analysis collection and reduction technique10.1016/0167-9457(91)90046-Z ↗
25. Bilateral pedalling asymmetry during a simulated 40 km cycling time-trial
26. Martín-Sosa, E., Chaves, V., Alvarado, I., Mayo, J., and Ojeda, J. (2021). Design and Validation of a Device Attached to a Conventional Bicycle to Measure the Three-Dimensional Forces Applied to a Pedal. Sensors, 21.10.3390/s21134590 ↗
27. A new crank arm-based load cell for the 3D analysis of the force applied by a cyclist10.3390/s141222921 ↗
28. Bini, R.R., and Carpes, F.P. (2014). Biomechanics of Cycling, Springer. [1st ed.].10.1007/978-3-319-05539-8 ↗
29. A survey of formal methods for determining the centre of rotation of ball joints10.1016/j.jbiomech.2005.10.002 ↗
30. A survey of formal methods for determining functional joint axes10.1016/j.jbiomech.2006.10.026 ↗
31. ISB Recommendation for standardization in the reporting of kinematic data10.1016/0021-9290(95)00017-C ↗
32. The effect of kinematic constraints in the inverse dynamics problem in biomechanics10.1007/s11044-016-9508-9 ↗
33. Lower extremity overuse in bicycling10.1016/S0278-5919(20)30363-X ↗
34. Miller, T.L. (2023). Clinical Applications of Bike Fitting. Endurance Sports Medicine, Springer.10.1007/978-3-031-26600-3 ↗
35. Winter, D.A. (2009). Biomechanics and Motor Control of Human Movement, John Wiley & Sons Inc.10.1002/9780470549148 ↗
36. Effects of workloads and cadences on frontal plane knee biomechanics in cycling10.1249/MSS.0000000000000759 ↗
37. Non-driving intersegmental knee moments in cycling computed using a model that includes three-dimensional kinematics of the shank/foot and the effect of simplifying assumptions10.1016/S0021-9290(03)00014-9 ↗
38. The evolution on clinical gait analysis Part II: Kinematics10.1016/S0966-6362(02)00004-8 ↗
39. Coefficient of cross correlation and the time domain correspondence10.1016/S1050-6411(99)00012-7 ↗
40. Adjustments to Zatsiorsky-Seluyanov’s segment inertia parameters10.1016/0021-9290(95)00178-6 ↗
41. Evaluation of interindividual and intraindividual variability in basketball jump throws through biomechanical analysis
42. Quantitative comparison of five current protocolos in gait analysis10.1016/j.gaitpost.2007.11.009 ↗
43. Harris, G.F., and Smith, P.A. (1996). Clinical gait analysis: Current methods and future decision. Human Motion Analysis: Current Applications and Future Directions, The Institute of Electrical and Electronic Engineers Press.
44. Acute effects of small changes in crank length on gross efficiency and pedalling technique during submaximal cycling10.1080/02640414.2016.1215490 ↗
45. Biomechanical considerations for cycling interventions in rehabilitation10.2522/ptj.20060210 ↗
46. Effects of bicycle saddle height on knee injury risk and cycling performance10.2165/11588740-000000000-00000 ↗
47. Gluteal muscle activity and patellofemoral pain syndrome: A systematic review10.1136/bjsports-2012-090953 ↗
48. Saddle pressures distribution at different pedaling intensities in young off-road cyclists: Focus on sex10.1080/07853890.2025.2495764 ↗
49. Gender differences in bicycle saddle pressure distribution during seated cycling10.1249/MSS.0b013e3181666eea ↗