Hybrid musculoskeletal model-based 3D asymmetric lifting prediction and comparison with symmetric lifting

被引:0
|
作者
Xiang, Yujiang [1 ,3 ]
Zaman, Rahid [1 ]
Arefeen, Asif [1 ]
Quarnstrom, Joel [1 ]
Rakshit, Ritwik [2 ]
Yang, James [2 ]
机构
[1] Oklahoma State Univ, Sch Mech & Aerosp Engn, Stillwater, OK USA
[2] Texas Tech Univ, Dept Mech Engn, Human Centr Design Res Lab, Lubbock, TX USA
[3] Oklahoma State Univ, Sch Mech & Aerosp Engn, 201 Gen Acad Bldg, Stillwater, OK 74078 USA
基金
美国国家科学基金会;
关键词
Lifting; asymmetric lifting; motion prediction; lower back injuries; hybrid model; musculoskeletal injuries; OpenSim; BIOMECHANICAL SIMULATION; MOTION PREDICTION; OPTIMIZATION; STRENGTH; DESIGN; VELOCITY; SYSTEMS; TORQUE; ANGLE; KNEE;
D O I
10.1177/09544119231172862
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In this study, a 3D asymmetric lifting motion is predicted by using a hybrid predictive model to prevent potential musculoskeletal lower back injuries for asymmetric lifting tasks. The hybrid model has two modules: a skeletal module and an OpenSim musculoskeletal module. The skeletal module consists of a dynamic joint strength based 40 degrees of freedom spatial skeletal model. The skeletal module can predict the lifting motion, ground reaction forces (GRFs), and center of pressure (COP) trajectory using an inverse dynamics-based motion optimization method. The musculoskeletal module consists of a 324-muscle-actuated full-body lumbar spine model. Based on the predicted kinematics, GRFs and COP data from the skeletal module, the musculoskeletal module estimates muscle activations using static optimization and joint reaction forces through the joint reaction analysis tool in OpenSim. The predicted asymmetric motion and GRFs are validated with experimental data. Muscle activation results between the simulated and experimental EMG are also compared to validate the model. Finally, the shear and compression spine loads are compared to NIOSH recommended limits. The differences between asymmetric and symmetric liftings are also compared.
引用
收藏
页码:770 / 781
页数:12
相关论文
共 50 条
  • [1] HYBRID PREDICTIVE MODEL FOR ASSESSING SPINAL LOADS FOR 3D ASYMMETRIC LIFTING
    Zaman, Rahid
    Quarnstrom, Joel
    Xiang, Yujiang
    Rakshit, Ritwik
    Yang, James
    PROCEEDINGS OF ASME 2022 INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, IDETC-CIE2022, VOL 2, 2022,
  • [2] Hybrid Predictive Model for Lifting by Integrating Skeletal Motion Prediction With an OpenSim Musculoskeletal Model
    Zaman, Rahid
    Xiang, Yujiang
    Rakshit, Ritwik
    Yang, James
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2022, 69 (03) : 1111 - 1122
  • [3] Model-Based Control using a Lifting Approach
    Garcia, Eloy
    Antsaklis, Panos J.
    18TH MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION, 2010, : 105 - 110
  • [4] 3D HUMAN LIFTING MOTION PREDICTION WITH DIFFERENT PERFORMANCE MEASURES
    Xiang, Yujiang
    Arora, Jasbir S.
    Abdel-Malek, Karim
    INTERNATIONAL JOURNAL OF HUMANOID ROBOTICS, 2012, 9 (02)
  • [5] Non Separable 3D Lifting Structure Compatible with Separable Quadruple Lifting DWT
    Iwahashi, Masahiro
    Orachon, Teerapong
    Kiya, Hitoshi
    2013 ASIA-PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE (APSIPA), 2013,
  • [6] Lifting Freehand Concept Sketches into 3D
    Gryaditskaya, Yulia
    Haehnlein, Felix
    Liu, Chenxi
    Sheffer, Alla
    Bousseau, Adrien
    ACM TRANSACTIONS ON GRAPHICS, 2020, 39 (06):
  • [7] Lifting Object Detection Datasets into 3D
    Carreira, Joao
    Vicente, Sara
    Agapito, Lourdes
    Batista, Jorge
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2016, 38 (07) : 1342 - 1355
  • [8] Lifting Robot Exploration to 3D Environments
    Stradner, Michael
    Steinbauer, Gerald
    2019 IEEE INTERNATIONAL SYMPOSIUM ON SAFETY, SECURITY, AND RESCUE ROBOTICS (SSRR), 2019, : 309 - 316
  • [9] Reconstruction and simulation of 3D human model in weight lifting sports
    Liu, Guo-Yi
    Chen, Rui
    Deng, Yu
    Li, Hua
    Xitong Fangzhen Xuebao / Journal of System Simulation, 2006, 18 (02): : 301 - 305
  • [10] A 3D Lifting Based Motion Compensation Augmented Video Coder
    Telceken, Sedat
    Gorgulu, Sukru
    Gerek, Omer Nezih
    2009 IEEE 17TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE, VOLS 1 AND 2, 2009, : 299 - +