Training and Evaluation of Human Cardiorespiratory Endurance Based on a Fuzzy Algorithm
Cardiorespiratory endurance refers to the ability of the heart and lungs to deliver oxygen to working muscles during continuous physical activity, which is an important indicator of physical health. Cardiorespiratory endurance is typically measured in the laboratory by maximum oxygen uptake (VO<s...
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doaj-0513670a21004611a283c44d02a52e082020-11-24T21:54:59ZengMDPI AGInternational Journal of Environmental Research and Public Health1660-46012019-07-011613239010.3390/ijerph16132390ijerph16132390Training and Evaluation of Human Cardiorespiratory Endurance Based on a Fuzzy AlgorithmJui-Chuan Cheng0Chao-Yuan Chiu1Te-Jen Su2Department of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung 80782, TaiwanDepartment of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung 80782, TaiwanDepartment of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung 80782, TaiwanCardiorespiratory endurance refers to the ability of the heart and lungs to deliver oxygen to working muscles during continuous physical activity, which is an important indicator of physical health. Cardiorespiratory endurance is typically measured in the laboratory by maximum oxygen uptake (VO<sub>2max</sub>) which is not a practical method for real-life use. Given the relative difficulty in measuring oxygen consumption directly, we can estimate cardiorespiratory endurance on the basis of heart beat. In this paper, we proposed a fuzzy system based on the human heart rate to provide an effective cardiorespiratory endurance training program and the evaluation of cardiorespiratory endurance levels. Trainers can respond correctly with the help of a smart fitness app to obtain the desired training results and prevent undesirable events such as under-training or over-training. The fuzzy algorithm, which is built for the Android mobile phone operating system receives the resting heart rate (RHR) of the participants via Bluetooth before exercise to determine the suitable training speed mode of a treadmill for the individual. The computer-based fuzzy program takes RHR and heart rate recovery (HRR) after exercise as inputs to calculate the cardiorespiratory endurance level. The experimental results show that after 8 weeks of exercise training, the RHR decreased by an average of 11%, the HRR increased by 51.5%, and the cardiorespiratory endurance evaluation level was also improved. The proposed system can be combined with other methods for fitness instructors to design a training program that is more suitable for individuals.https://www.mdpi.com/1660-4601/16/13/2390fuzzy algorithmcardiorespiratory enduranceresting heart rateheart rate recoveryIoT |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Jui-Chuan Cheng Chao-Yuan Chiu Te-Jen Su |
spellingShingle |
Jui-Chuan Cheng Chao-Yuan Chiu Te-Jen Su Training and Evaluation of Human Cardiorespiratory Endurance Based on a Fuzzy Algorithm International Journal of Environmental Research and Public Health fuzzy algorithm cardiorespiratory endurance resting heart rate heart rate recovery IoT |
author_facet |
Jui-Chuan Cheng Chao-Yuan Chiu Te-Jen Su |
author_sort |
Jui-Chuan Cheng |
title |
Training and Evaluation of Human Cardiorespiratory Endurance Based on a Fuzzy Algorithm |
title_short |
Training and Evaluation of Human Cardiorespiratory Endurance Based on a Fuzzy Algorithm |
title_full |
Training and Evaluation of Human Cardiorespiratory Endurance Based on a Fuzzy Algorithm |
title_fullStr |
Training and Evaluation of Human Cardiorespiratory Endurance Based on a Fuzzy Algorithm |
title_full_unstemmed |
Training and Evaluation of Human Cardiorespiratory Endurance Based on a Fuzzy Algorithm |
title_sort |
training and evaluation of human cardiorespiratory endurance based on a fuzzy algorithm |
publisher |
MDPI AG |
series |
International Journal of Environmental Research and Public Health |
issn |
1660-4601 |
publishDate |
2019-07-01 |
description |
Cardiorespiratory endurance refers to the ability of the heart and lungs to deliver oxygen to working muscles during continuous physical activity, which is an important indicator of physical health. Cardiorespiratory endurance is typically measured in the laboratory by maximum oxygen uptake (VO<sub>2max</sub>) which is not a practical method for real-life use. Given the relative difficulty in measuring oxygen consumption directly, we can estimate cardiorespiratory endurance on the basis of heart beat. In this paper, we proposed a fuzzy system based on the human heart rate to provide an effective cardiorespiratory endurance training program and the evaluation of cardiorespiratory endurance levels. Trainers can respond correctly with the help of a smart fitness app to obtain the desired training results and prevent undesirable events such as under-training or over-training. The fuzzy algorithm, which is built for the Android mobile phone operating system receives the resting heart rate (RHR) of the participants via Bluetooth before exercise to determine the suitable training speed mode of a treadmill for the individual. The computer-based fuzzy program takes RHR and heart rate recovery (HRR) after exercise as inputs to calculate the cardiorespiratory endurance level. The experimental results show that after 8 weeks of exercise training, the RHR decreased by an average of 11%, the HRR increased by 51.5%, and the cardiorespiratory endurance evaluation level was also improved. The proposed system can be combined with other methods for fitness instructors to design a training program that is more suitable for individuals. |
topic |
fuzzy algorithm cardiorespiratory endurance resting heart rate heart rate recovery IoT |
url |
https://www.mdpi.com/1660-4601/16/13/2390 |
work_keys_str_mv |
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