[基于Azure Kinect运动捕捉的下肢关节接触力和地面反应力分析]
Yinghu Peng1, Lin Wang1,2, Zhenxian Chen3
1CAS Key Laboratory of Human-Machine Intelligence-Synergy Systems, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong 518055, P. R. China.
概括
本研究介绍了一种Azure Kinect驱动的肌肉骨模型用于步态分析,为传统系统提供了一个便携且具有成本效益的替代方案. 该模型准确地预测下肢关节和地面反应力,尽管关节角度预测需要进一步细化.
科学领域:
- 生物力学 生物力学
- 运动分析 运动分析
- 计算机建模 计算建模
背景情况:
- 传统的步态分析系统往往是繁的,昂贵的,缺乏便携性.
- 需要可访问和具有成本效益的工具来评估肌肉骨动力学.
研究的目的:
- 使用Azure Kinect开发和验证一个肌肉骨动态计算过程.
- 评估Azure Kinect驱动模型在预测下肢关节角度,力和地面反应力方面的准确性.
主要方法:
- 利用来自10名参与者的Azure Kinect深度视频来提取骨架数据.
- 将提取的数据集成到Anybody肌肉骨模拟软件中,并使用脚与地面接触模型.
- 通过将结果与传统Vicon系统的数据进行比较来验证模型.
主要成果:
- 在Azure Kinect模型中,下肢关节角的相关性很强 (平均ρ=0.780.92),但有显著的RMSE (高达5.66°).
- 下肢关节力预测的RMSE在0.44到0.68.8之间.
- 对于地面反应力预测的RMSE范围从0.01到0.09.
结论:
- 基于Azure Kinect的肌肉骨动力学模型对下肢关节力和垂直地面反应力具有良好的预测能力.
- 该系统为传统步态分析方法提供了一个有希望的,更容易获得的替代方案,尽管在关节角度预测准确性方面存在一些局限性.
更多相关视频
10:28Kinematics and Ground Reaction Force Determination: A Demonstration Quantifying Locomotor Abilities of Young Adult, Middle-aged, and Geriatric Rats
Published on: February 22, 2011
19.7K
09:32Subject-specific Musculoskeletal Model for Studying Bone Strain During Dynamic Motion
Published on: April 11, 2018
9.7K
相关概念视频
Static and Kinetic Frictional Force
15.6K
One of the simpler characteristics of sliding friction is that it is parallel to the contact surfaces between systems, and is always in a direction that opposes the motion or attempted motion of the systems relative to each other. If two systems are in contact and moving relative to one another, then the friction between them is called kinetic friction. For example, kinetic friction slows a hockey puck sliding on ice.
However, if two systems are in contact and are stationary relative to one...
However, if two systems are in contact and are stationary relative to one...
15.6K
Three-Dimensional Force System
2.0K
In mechanical engineering, a three-dimensional force system is a system of forces acting in three dimensions, with forces applied along the x, y, and z coordinate axes. The three-dimensional force system is an important concept in mechanical engineering, as it allows engineers to understand and analyze the behavior of objects and structures in three dimensions. By understanding the forces acting on a system, engineers can design more efficient and effective mechanical systems that can withstand...
2.0K
Kinetic Friction
914
Consider a truck trying to pull a stationary car. As the truck exerts a force on the car, static friction is created at the point of contact between the two surfaces. This frictional force resists the car's movement and keeps it at rest. However, when the applied force by the truck surpasses the limiting static frictional force, an interesting phenomenon occurs. The frictional force at the interface reduces to a lower value, known as the kinetic frictional force. At this point, the car...
914
