Araştırma Makalesi

Analysis of Kinematic and Kinetic Parameters during Manual Load Lifting Using Markerless Motion Capture and Inverse Dynamics Method

Cilt: 9 Sayı: 5 15 Eylül 2026
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Analysis of Kinematic and Kinetic Parameters during Manual Load Lifting Using Markerless Motion Capture and Inverse Dynamics Method

Öz

Manual material handling activities continue to be a primary cause of musculoskeletal disorders in industrial environments. This study aimed to perform a biomechanical moment analysis of symmetric load lifting using kinematic data obtained via markerless motion capture technology without the use of physical sensors. Ten healthy male volunteers performed squat lifting tasks in the sagittal plane under external loads of 2.5 kg, 5.0 kg and 7.5 kg. Joint angle, velocity, and acceleration data were acquired using the MediaPipe Holistic algorithm. These data were combined with anthropometric constants to calculate joint moments using the inverse dynamics method via Newton-Euler equations. The results revealed that increased external load significantly elevated peak moment values in the hip, shoulder, and elbow joints. Specifically, as the load increased from 2.5 to 7.5 kg, normalized peak hip moments rose from 1.94 to 2.33 Nm/kg, shoulder moments from 0.30 to 0.58 Nm/kg, and elbow moments from 0.11 to 0.26 Nm/kg. In contrast, ankle and knee joint moments showed relatively small changes. Additionally, participants anthropometric differences influenced their lifting strategies, resulting in notable variations in shoulder and elbow kinematics during the load-centering and stabilization phases. In conclusion, this methodology demonstrates that ergonomic risks and mechanical joint stresses during manual material handling tasks can be practically analyzed in a non-invasive manner, independent of laboratory constraints.

Anahtar Kelimeler

Etik Beyan

The authors confirm that the ethical policies of the journal, as noted on the journal's author guidelines page, have been adhered to. Ethics committee approval for the acquisition of the data used in this study was obtained from the Faculty of Science and Engineering Ethics Committee Presidency (Approval date: September 29, 2022, protocol code: 22/9).

Teşekkür

This study is partially based on the doctoral thesis authored by the first author at Atatürk University.

Kaynakça

  1. Amprimo, G., Masi, G., Pettiti, G., Olmo, G., Priano, L., & Ferraris, C. (2024). Hand tracking for clinical applications: Validation of the Google MediaPipe Hand (GMH) and the depth-enhanced GMH-D frameworks. Biomedical Signal Processing and Control, 96, 106508.
  2. Ayoub, M., & Woldstad, J. C. (1999). Models in manual materials handling. Biomechanics in ergonomics, 267-305.
  3. Bazarevsky, V., Grishchenko, I., Raveendran, K., Zhu, T., Zhang, F., & Grundmann, M. (2020). Blazepose: On-device real-time body pose tracking. arXiv preprint arXiv:2006.10204.
  4. Bhamidipati, V. S. P., Saxena, I., Saisanthiya, D., & Retnadhas, M. (2023). Robust intelligent posture estimation for an AI gym trainer using MediaPipe and OpenCV. 2023 International Conference on Networking and Communications (ICNWC) (pp. 1-7). IEEE
  5. Ceseracciu, E., Sawacha, Z., & Cobelli, C. (2014). Comparison of markerless and marker-based motion capture technologies through simultaneous data collection during gait: proof of concept. PloS one, 9(3), e87640.
  6. Contini, R., Drillis, R. J., & Bluestein, M. (1963). Determination of body segment parameters. Human Factors, 5(5), 493-504.
  7. Çil, M. (2026). Vücut segment ataletlerinin ters dinamik yöntemiyle tespiti (Publication No. 1011746) [Doctoral dissertation, Atatürk Üniversitesi]. Ulusal Tez Merkezi.
  8. Çil, M., Usanmaz, B., & Gündoğdu, Ö. (2026). An Investigation of Variable Segmental Inertial Parameters in Manual Load Lifting: A Genetic Algorithm-Based Inverse Dynamics Approach. Mathematics, 14(6), 1065.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Biyomekanik

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

15 Eylül 2026

Gönderilme Tarihi

20 Mayıs 2026

Kabul Tarihi

20 Ağustos 2026

Yayımlandığı Sayı

Yıl 2026 Cilt: 9 Sayı: 5

Kaynak Göster

APA
Çil, M., Usanmaz, B., & Gündoğdu, Ö. (2026). Analysis of Kinematic and Kinetic Parameters during Manual Load Lifting Using Markerless Motion Capture and Inverse Dynamics Method. Black Sea Journal of Engineering and Science, 9(5), 2629-2638. https://doi.org/10.34248/bsengineering.1955911
AMA
1.Çil M, Usanmaz B, Gündoğdu Ö. Analysis of Kinematic and Kinetic Parameters during Manual Load Lifting Using Markerless Motion Capture and Inverse Dynamics Method. BSJ Eng. Sci. 2026;9(5):2629-2638. doi:10.34248/bsengineering.1955911
Chicago
Çil, Muhammed, Bilal Usanmaz, ve Ömer Gündoğdu. 2026. “Analysis of Kinematic and Kinetic Parameters during Manual Load Lifting Using Markerless Motion Capture and Inverse Dynamics Method”. Black Sea Journal of Engineering and Science 9 (5): 2629-38. https://doi.org/10.34248/bsengineering.1955911.
EndNote
Çil M, Usanmaz B, Gündoğdu Ö (01 Eylül 2026) Analysis of Kinematic and Kinetic Parameters during Manual Load Lifting Using Markerless Motion Capture and Inverse Dynamics Method. Black Sea Journal of Engineering and Science 9 5 2629–2638.
IEEE
[1]M. Çil, B. Usanmaz, ve Ö. Gündoğdu, “Analysis of Kinematic and Kinetic Parameters during Manual Load Lifting Using Markerless Motion Capture and Inverse Dynamics Method”, BSJ Eng. Sci., c. 9, sy 5, ss. 2629–2638, Eyl. 2026, doi: 10.34248/bsengineering.1955911.
ISNAD
Çil, Muhammed - Usanmaz, Bilal - Gündoğdu, Ömer. “Analysis of Kinematic and Kinetic Parameters during Manual Load Lifting Using Markerless Motion Capture and Inverse Dynamics Method”. Black Sea Journal of Engineering and Science 9/5 (01 Eylül 2026): 2629-2638. https://doi.org/10.34248/bsengineering.1955911.
JAMA
1.Çil M, Usanmaz B, Gündoğdu Ö. Analysis of Kinematic and Kinetic Parameters during Manual Load Lifting Using Markerless Motion Capture and Inverse Dynamics Method. BSJ Eng. Sci. 2026;9:2629–2638.
MLA
Çil, Muhammed, vd. “Analysis of Kinematic and Kinetic Parameters during Manual Load Lifting Using Markerless Motion Capture and Inverse Dynamics Method”. Black Sea Journal of Engineering and Science, c. 9, sy 5, Eylül 2026, ss. 2629-38, doi:10.34248/bsengineering.1955911.
Vancouver
1.Muhammed Çil, Bilal Usanmaz, Ömer Gündoğdu. Analysis of Kinematic and Kinetic Parameters during Manual Load Lifting Using Markerless Motion Capture and Inverse Dynamics Method. BSJ Eng. Sci. 01 Eylül 2026;9(5):2629-38. doi:10.34248/bsengineering.1955911