arXiv:2412.04700cs.RO2024-12

构建仿真框架,模拟中风后肘部痉挛,助力机器人评估研究。

SpasticMyoElbow: Physical Human-Robot Interaction Simulation Framework for Modelling Elbow Spasticity

  • 用虚拟人机交互环境模拟痉挛评估过程
  • 融合肌纤维速度与长度反馈的模型更准
  • 可生成大量虚拟患者数据,适合康复研究

机器人设备在中风患者神经运动异常评估中潜力巨大,但临床仍依赖人工判断痉挛。现有患者数据有限且不一致,制约了机器人量化建模与验证。本文提出一个仿真框架,支持肘部痉挛模型设计与验证,包含机器人辅助评估环境、双运动控制器及牵张反射控制器。该框架可在无真实人体实验数据下基于合成数据运行。我们复现了典型的恒速拉伸实验,评估了四种痉挛模型。结果表明,同时考虑肌纤维速度与长度反馈的反射模型,比仅依赖力的模型更能准确捕捉痉挛患者被动伸肘时的关节阻力特征。结合合适模型,该框架可生成大规模虚拟患者数据集,为未来痉挛评估研究提供支持。

原文摘要 · Abstract (English)

Robotic devices hold great potential for efficient and reliable assessment of neuromotor abnormalities in post-stroke patients. However, spasticity caused by stroke is still assessed manually in clinical settings. The limited and variable nature of data collected from patients has long posed a major barrier to quantitatively modelling spasticity with robotic measurements and fully validating robotic assessment techniques. This paper presents a simulation framework developed to support the design and validation of elbow spasticity models and mitigate data problems. The framework consists of a simulation environment of robot-assisted spasticity assessment, two motion controllers for the robot and human models, and a stretch reflex controller. Our framework allows simulation based on synthetic data without experimental data from human subjects. Using this framework, we replicated the constant-velocity stretch experiment typically used in robot-assisted spasticity assessment and evaluated four types of spasticity models. Our results show that a spasticity reflex model incorporating feedback on both muscle fibre velocity and length more accurately captures joint resistance characteristics during passive elbow stretching in spastic patients than a force-dependent model. When integrated with an appropriate spasticity model, this simulation framework has the potential to generate extensive datasets of virtual patients for future research on spasticity assessment.

人机交互康复机器人痉挛建模仿真框架

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