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author:

Liao, Zhiwei (Liao, Zhiwei.) [1] | Yang, Jingbo (Yang, Jingbo.) [2] | Zhao, Fei (Zhao, Fei.) [3] | Lu, Zongxing (Lu, Zongxing.) [4] | Yao, Ligang (Yao, Ligang.) [5]

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Abstract:

This paper presents a musculoskeletal-driven characterization of the human arm endpoint rotational stiffness (HA-ERS) from the perspective of biomechanics. First, a 3-DOF wrist mechanism is designed to interact with subjects, and the perturbation-based HA-ERS measurements are realized. Second, to eliminate subjects’ unpredictable proactive behavior in perturbation experiments, the data processing techniques, including k-means method, probability distribution, and Mahalanobis distance, are adopted to cluster, augment, and filter the experimental data, respectively. Third, the musculoskeletal behavior of the human forearm is modeled through a Hill-based musculoskeletal model which incorporates active and passive muscle contractions, muscular co-activation effects, and muscle-joint stiffness relationships. The model is parameterized to account for individual gaps in musculoskeletal dynamics, including optimal muscle length, peak muscle force, muscle activation levels (MALs), etc. Finally, the model's parameters are identified and the predictive ability is evaluated. Experimental results show that the proposed model can effectively estimate the HA-ERS, enabling a more comprehensive characterization of human-compliant behavior, and showcasing significant potential in human–robot integration scenarios. © 2025 Elsevier Ltd

Keyword:

Behavioral research Chemical activation Joints (anatomy) K-means clustering Muscle Perturbation techniques Probability distributions

Community:

  • [ 1 ] [Liao, Zhiwei]School of Mechanical Engineering and Automation, Fuzhou University, Fujian, Fuzhou; 350108, China
  • [ 2 ] [Yang, Jingbo]School of Physics, Xi'an Jiaotong University, Shaanxi, Xi'an; 710049, China
  • [ 3 ] [Yang, Jingbo]Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Shaanxi, Xi'an; 710119, China
  • [ 4 ] [Zhao, Fei]School of Mechanical Engineering, Xi'an Jiaotong University, Shaanxi, Xi'an; 710049, China
  • [ 5 ] [Lu, Zongxing]School of Mechanical Engineering and Automation, Fuzhou University, Fujian, Fuzhou; 350108, China
  • [ 6 ] [Yao, Ligang]School of Mechanical Engineering and Automation, Fuzhou University, Fujian, Fuzhou; 350108, China

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Source :

Measurement: Journal of the International Measurement Confederation

ISSN: 0263-2241

Year: 2026

Volume: 258

5 . 2 0 0

JCR@2023

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ESI Highly Cited Papers on the List: 0 Unfold All

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30 Days PV: 0

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