journal article·2026-04-20Open access

A Computational Framework for Load-Constrained Human Squat Motion with Nonlinear Joint Modeling

Karol Nowak, Anna Szymczak-Graczyk, Aram Cornaggia, Tomasz Garbowski

Applied Sciences· Volume 16· Issue 8

Abstract

Human squat motion is commonly analyzed using inverse dynamics, where joint moments are computed from experimentally measured kinematics. Such analyses typically assume that the observed motion is mechanically feasible and do not explicitly account for limitations of joint moment capacity. In this study, a computational framework is proposed for the load-constrained reconstruction of squat motion that integrates kinematic motion generation with a mechanical model of moment-limited joints. The human body is represented as a multi-segment system consisting of feet, shanks, thighs, pelvis, and torso. Joint behavior is modeled using nonlinear rotational springs with bounded moment capacity, allowing elastic response followed by allowing bounded moment response and redistribution of mechanical demand as critical moment levels are approached. A reference squat trajectory is first generated kinematically, after which a constrained optimization problem is solved at each motion frame to obtain a mechanically admissible posture under external loading. The objective function combines trajectory tracking with joint energy contributions, while gravitational loading from a barbell applied at the shoulders introduces external work. The formulation enables automatic correction of the reference motion when joint moment limits are exceeded, resulting in mechanically admissible squat postures. Numerical examples illustrate the evolution of pelvis trajectory, torso inclination, lower-limb segment angles, and reconstructed body configurations throughout the squat cycle. The results confirm that joint moment capacity directly influences the reconstructed motion and leads to load-dependent adaptation of squat posture.
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Research context

OpenAlex topics: Sports Performance and Training · Balance, Gait, and Falls Prevention · Prosthetics and Rehabilitation Robotics

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

Affiliations

Faculty of Education Studies, Kazimiera Milanowska College of Education and Therapy, 61 473 Poznan, Poland

Faculty of Environmental and Mechanical Engineering, Poznan University of Life Sciences, 60 637 Poznan, Poland

Department of Engineering and Applied Sciences, Universita Degli Studi Di Bergamo, 24044 Dalmine, Italy

University Center for Ecomaterials, Poznan University of Life Sciences, 60 637 Poznan, Poland

References (30)

Show source-provided references
1. The squat exercise in athletic conditioning: A position statement and review of the literature10.1519/0744-0049(1991)013<0051:NSCAPP>2.3.CO;2 ↗
2. A biomechanical comparison of the traditional squat, powerlifting squat, and box squat10.1519/JSC.0b013e3182577067 ↗
3. A kinematic model of performance in the parallel squat by champion powerlifters10.1249/00005768-197709020-00011 ↗
4. A three-dimensional biomechanical analysis of the squat during varying stance widths10.1097/00005768-200106000-00019 ↗
5. Squatting kinematics and kinetics and their application to exercise performance10.1519/JSC.0b013e3181bac2d7 ↗
6. Stance width and bar load effects on leg muscle activity during the parallel squat10.1097/00005768-199903000-00012 ↗
7. The effect of stance width on the electromyographical activity of eight superficial thigh muscles during back squat with different loads10.1519/JSC.0b013e3181876811 ↗
8. Sitting back in the squat10.1519/SSC.0b013e3181bb397c ↗
9. Stone, M.H., Hornsby, W.G., Mizuguchi, S., Sato, K., Gahreman, D., Duca, M., Carroll, K.M., Ramsey, M.W., Stone, M.E., and Pierce, K.C. (2024). The Use of Free Weight Squats in Sports: A Narrative Review—Terminology and Biomechanics. Appl. Sci., 14.10.3390/app14051977 ↗
10. Effect of knee position on hip and knee torques during the barbell squat
11. Kinematic analysis of the powerlifting style squat and the conventional deadlift during competition: Is there a cross-over effect between lifts?10.1519/JSC.0b013e3181bc1d2a ↗
12. Effects of technique variations on knee biomechanics during the squat and leg press10.1097/00005768-200109000-00020 ↗
13. Comparison of kinetic variables and muscle activity during a squat vs. a box squat10.1519/JSC.0b013e3181f6399a ↗
14. High- and low-bar squatting techniques during weight-training10.1097/00005768-199602000-00010 ↗
15. Influence of hip external rotation on hip adductor and rectus femoris myoelectric activity during a dynamic parallel squat10.1519/JSC.0b013e3181c6a139 ↗
16. Effect of foot position on the electromyographical activity of the superficial quadriceps muscles during the parallel squat and knee extension
17. Decker, M., Krong, J., Peterson, D., Anstett, T., Torry, M., Giphart, E., Shelburne, K., and Philippon, M. (2009, January 26–29). Deep hip muscle activation during a squat exercise. Proceedings of the American Society of Biomechanics, State College, PA, USA.
18. The female ACL: Why is it more prone to injury?10.1016/S0030-5898(02)00028-7 ↗
19. Core stability measures as risk factors for lower extremity injury in athletes10.1249/01.MSS.0000128145.75199.C3 ↗
20. Measurement of lower extremity kinematics during level walking10.1002/jor.1100080310 ↗
21. Comparison and evaluation of two common methods to measure center of mass displacement in three dimensions during gait10.1016/j.humov.2005.11.001 ↗
22. Peak force and rate of force development during isometric and dynamic mid-thigh clean pulls performed at various intensities
23. Optimal loading for maximal power output during lower-body resistance exercises10.1249/01.mss.0000246993.71599.bf ↗
24. Peak power, ground reaction forces, and velocity during the squat exercise performed at different loads
25. Challenges in understanding the influence of maximal power training on improving athletic performance10.2165/00007256-200535030-00003 ↗
26. Musculotendinous stiffness: Its relationship to eccentric, isometric, and concentric performance10.1152/jappl.1994.76.6.2714 ↗
27. Performance box squats10.1519/00126548-200302000-00004 ↗
28. Wu, H., Lee, S., Kao, J., and Wang, S. (2011, January 1–3). Three-dimensional kinetic analysis of lower limbs in barbell squat. Proceedings of the 37th Annual Northeast Bioengineering Conference, Troy, NY, USA.10.1109/NEBC.2011.5778567 ↗
29. Contemporary training practices in elite British powerlifters: Survey results from an international competition10.1519/JSC.0b013e31819424bd ↗
30. American College of Sports Medicine (2009). Progression models in resistance training for healthy adults. Med. Sci. Sports Exerc., 41, 687–708.10.1249/MSS.0b013e3181915670 ↗