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基于人工智能-模糊逻辑的体力活动表现模型描述。

Model of the Performance Based on Artificial Intelligence-Fuzzy Logic Description of Physical Activity.

机构信息

Institute of Physical Education, Kazimierz Wielki University in Bydgoszcz, 85-064 Bydgoszcz, Poland.

Institute of Computer Science, Kazimierz Wielki University in Bydgoszcz, 85-064 Bydgoszcz, Poland.

出版信息

Sensors (Basel). 2023 Jan 18;23(3):1117. doi: 10.3390/s23031117.

Abstract

The aim of the study was to build a fuzzy model of lower limb peak torque in an isokinetic mode. The study involved 93 male participants (28 male deaf soccer players, 19 hearing soccer players and 46 deaf untraining male). A fuzzy computational model of different levels of physical activity with a focus on the lower limbs was constructed. The proposed fuzzy model assessing lower limb peak torque in an isokinetic mode demonstrated its effectiveness. The novelty of our research lies in the use of hierarchical fuzzy logic to extract computational rules from data provided explicitly and then to determine the corresponding physiological and pathological mechanisms. The contribution of our research lies in complementing the methods for describing physiology, pathology and rehabilitation with fuzzy parameters, including the so-called dynamic norm embedded in the model.

摘要

本研究旨在构建一种等速模式下下肢峰值扭矩的模糊模型。研究对象为 93 名男性参与者(28 名男性聋人足球运动员、19 名听力正常足球运动员和 46 名聋人非训练男性)。构建了一个以下肢为重点、不同活动水平的模糊计算模型。所提出的等速模式下评估下肢峰值扭矩的模糊模型证明了其有效性。本研究的新颖之处在于使用分层模糊逻辑从明确提供的数据中提取计算规则,然后确定相应的生理和病理机制。我们的研究贡献在于用模糊参数(包括模型中嵌入的所谓动态规范)补充描述生理学、病理学和康复的方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/960d/9918994/63a76c8f707d/sensors-23-01117-g001.jpg

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