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基于两阶段反应模型的跑步机运动中心率反馈控制。

Feedback control of heart rate during treadmill exercise based on a two-phase response model.

机构信息

rehaLab - the Laboratory for Rehabilitation Engineering, Division of Mechatronics and Systems Engineering, Department of Engineering and Information Technology, Institute for Human Centered Engineering HuCE, Bern University of Applied Sciences, Biel, Switzerland.

出版信息

PLoS One. 2023 Oct 23;18(10):e0292310. doi: 10.1371/journal.pone.0292310. eCollection 2023.

Abstract

This work investigated automatic control of heart rate during treadmill exercise. The aim was to theoretically derive a generic feedback design strategy that achieves a constant input sensitivity function for linear, time-invariant plant models, and to empirically test whether a compensator C2 based on a second-order model is more dynamic and has better tracking accuracy than a compensator C1 based on a first-order model. Twenty-three healthy participants were tested using first and second order compensators, C1 and C2, respectively, during 35-minute bouts of constant heart rate treadmill running. It was found that compensator C2 was significantly more accurate, i.e. it had 7% lower mean root-mean-square tracking error (1.98 vs. 2.13 beats per minute, p = 0.026), and significantly more dynamic, i.e. it had 17% higher mean average control signal power (23.4 × 10-4 m2/s2 vs. 20.0 × 10-4 m2/s2, p = 0.011), than C1. This improvement likely stems from the substantially and significantly better fidelity of second-order models, compared to first order models, in line with classical descriptions of the different phases of the cardiac response to exercise. These outcomes, achieved using a treadmill, are consistent with previous observations for the cycle ergometer exercise modality. In summary, whenever heart rate tracking accuracy is of primary importance and a more dynamic control signal is acceptable, the use of a compensator based on a second-order nominal model is recommended.

摘要

本研究旨在探讨在跑步机运动过程中心率的自动控制。目的是从理论上推导出一种通用的反馈设计策略,使线性、时不变植物模型的输入灵敏度函数保持恒定,并通过实验验证基于二阶模型的补偿器 C2 是否比基于一阶模型的补偿器 C1 更具动态性且跟踪精度更高。我们对 23 名健康参与者分别使用一阶补偿器 C1 和二阶补偿器 C2 进行了 35 分钟的恒心率跑步机跑步测试。结果发现,补偿器 C2 的跟踪精度显著更高,即平均均方根跟踪误差降低了 7%(1.98 比 2.13 次/分钟,p = 0.026),且动态性更高,即平均平均控制信号功率提高了 17%(23.4×10-4 m2/s2 比 20.0×10-4 m2/s2,p = 0.011)。这一改进可能源于二阶模型在跟踪精度方面的显著提高,优于一阶模型,符合运动时心脏反应不同阶段的经典描述。这些结果是在跑步机上实现的,与之前对循环测力计运动模式的观察结果一致。总之,只要心率跟踪精度至关重要且可以接受更具动态性的控制信号,建议使用基于二阶标称模型的补偿器。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/78b2/10593204/dfe295ab4baa/pone.0292310.g001.jpg

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