设计和开发用于自动适应跑步机速度的反馈系统

Damiano Fruet, Andrea Zignoli, Roberto Modena, Barbara Pellegrini, Laura Gastaldi, Lorenzo Bortolan
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引用次数: 0

摘要

具有自动速度调节功能的跑步机具有独特的优势:它们可以模拟室外条件,进行特定的训练或测试方案。这种多功能性使其在运动和康复环境中都非常适用。本研究提出了一种基于反馈控制回路系统的新型框架,旨在利用非侵入式低成本传感器(Microsoft Kinect)控制跑步机皮带速度,以检测用户位置并避免物体阻挡问题。通过一个比例-积分-派生(PID)控制器和一个抛物线增益函数,跑步机皮带的速度可根据用户的速度进行调节。通过调整增益函数参数,用户可以定制跑步机的响应。使用微软 Kinect 传感器收集的运动过程中的位置数据与立体摄影测量运动捕捉系统收集的数据进行了比较,结果显示位置评估的准确性很高。比较结果表明,在跑步和室内越野滑雪测试中,两个系统之间的相关度为 0.9。此外,考虑到两种测量方法的差异和平均值之间的关系,没有发现系统性偏差。事实证明,该系统可用于跑步和越野滑雪,由于采用了非侵入式用户位置检测和可定制的增益功能,因此可以重新创建类似的户外环境典型特征(如速度和坡度)。
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Design and development of a feedback system for automatic treadmill speed adaptation
Treadmills with automatic speed adjustment offer a unique advantage: they can mimic outdoor conditions for specific training or testing protocols. This versatility makes them highly applicable in both sports and rehabilitation settings. This study presents a novel framework based on a feedback control loop system, conceived to control a treadmill belt speed using a non-invasive and low-cost sensor (Microsoft Kinect) to detect the users’ position and avoid object obstruction issues. The speed of the treadmill belt is regulated according to the user’s speed, by means of a proportional-integrative-derivative (PID) controller and a parabolic gain function. By tuning the gain function parameters, the user can customize the response of the treadmill. Position data collected during exercise using the Microsoft Kinect sensor was compared with that collected with a stereophotogrammetric motion capture system, showing promising results in terms of accuracy in position assessment. The comparison highlighted a 0.9 degree of correlation between the two systems during the running and cross-country indoor skiing tests performed. In addition, upon considering the relationship between the differences and averages of the two measures, no systematic bias was identified. The system proved to be functional for running and cross-country skiing, and it can therefore re-create similar typical characteristics of outdoor environments (e.g., speed and slope) thanks to the non-invasive user’s position detection and the customizable gain function.
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来源期刊
CiteScore
3.50
自引率
20.00%
发文量
51
审稿时长
>12 weeks
期刊介绍: The Journal of Sports Engineering and Technology covers the development of novel sports apparel, footwear, and equipment; and the materials, instrumentation, and processes that make advances in sports possible.
期刊最新文献
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