Impact of Aquafitness Training on Physical Condition of Early Adulthood Women

Kashuba, Vitaliy; Андрєєва, Олена; Hakman, Anna; Grygus, Igor; Smoleńska, Olga; Ostrowska, Małgorzata; Напиерала, Марек; Hagner‐Derengowska, Magdalena; Muszkieta, Radosław; Zukow, Walery

doi:10.17309/tmfv.2021.2.08

Cited by 21 publications

(15 citation statements)

References 24 publications

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“…Kashuba V found in the study of the effect of fitness exercise on adult women: in the case of using reasonable water fitness methods, exercise can improve the physical function of women. Therefore, fitness exercise can be regarded as an effective tool for adult women's health improvement and weight management [ 2 ].…”

Section: Related Workmentioning

confidence: 99%

“…e innovation of this paper is (1) how to choose a more targeted exercise method according to one's own situation when making a bodybuilding and fitness exercise plan. (2) is paper introduces the deep learning algorithm into the research on the impact of bodybuilding and fitness exercise on physical fitness. It can find some hidden laws and characteristics in the research object, which is more valuable for the reference of choosing a scientific fitness method.…”

Section: Introductionmentioning

confidence: 99%

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Effect of Bodybuilding and Fitness Exercise on Physical Fitness Based on Deep Learning

Sun

Wang

2022

Emergency Medicine International

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With the rapid development of society and economy, people’s living standards are improving day by day, and increasingly attention is paid to physical health, which has set off a fitness upsurge. The purpose of this paper was to analyze the impact of bodybuilding exercise on physical fitness based on deep learning. It provides a reference for fitness enthusiasts to choose scientific and targeted exercise methods, and provides a theoretical basis for the promotion of bodybuilding and fitness. This paper first gives a general introduction to deep learning and adds image segmentation technology to design experiments for bodybuilding and fitness. The experiment was divided into groups A and B, and control group C. In this paper, recurrent neural network and gated recurrent neural network are introduced to compare and analyze the data, and the stability of data processing with different activation functions is compared. The data results show that under the scientific and reasonable arrangement of exercise conditions, bodybuilding and fitness exercises have a corresponding positive effect on the body shape and posture of the subjects. It is more practical to choose a combination of aerobic and anaerobic exercise. In this paper, based on the deep learning algorithm, compared with the recurrent neural network, the gated recurrent neural network is more suitable for processing sequence problems. In the experimental analysis part, this paper compares and analyzes the experimental results of the data under different activation functions, sigmoid function, and tanh function. It is found that the tanh activation function and the gated recurrent neural network are more stable for data processing. The highest AUC value of the traditional recurrent neural network differs by 0.78 from the highest AUC value of the gated recurrent neural network. The data analysis results are in line with the actual situation.

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Section: Related Workmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

Effect of Bodybuilding and Fitness Exercise on Physical Fitness Based on Deep Learning

Sun

Wang

2022

Emergency Medicine International

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“…Scientists model the rational posture of a PC user in the "Human-Computer" system (Kashuba et al, 2007), study the dynamics of changes in muscle tone that are involved in maintaining working postures at work (Kashuba et al, 2008), assess the state of the bio-geometric profile of posture and working posture of a PC user (Byshevets, 2017;Byshevets et al, 2018;Hakman et al, 2020), develop technologies aimed at neutralizing the negative effects of work with a computer (Kashuba, Byshevets et al, 2019). However, most research in this area concerns the contingent of student youth (Kashuba, Andrieieva et al, 2021) and does not take into account the peculiarities of their behavior when working with a computer.…”

Section: Discussionmentioning

confidence: 99%

Prerequisites for the Development of Preventive Measures Against Office Syndrome Among Women of Working Age

Лазько

Byshevets

Kashuba

et al. 2021

Teor. metod. fiz. vihov.

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The purpose of the article is to study prerequisites for the development of preventive measures against office syndrome among women of working age. Material and methods. The research involved 52 female office employees 21 to 57 years old. Results. The extended clustering of the original data using EM method with the performance of V-fold crosschecking has shown that female office employees are clearly divided into two clusters depending on the manifestation of office syndrome. Despite our assumptions, their division does not depend on age or length of service in the office, but on the manifestation of office syndrome and behavioral characteristics in the work process. Women assigned to different clusters are characterized by statistically significant (p < 0.05) differences between the level of pain in the joints and spine. The research has found that among female office employees with increased musculoskeletal pain, there are statistically significantly (p<0.05) more women with significant overweight and spinal diseases. They are less likely to take active breaks when working at a computer and a larger percentage of them use information technology for entertainment purposes outside the office for 3-4 hours a day. However, a smaller percentage of them work with a PC for more than 7 hours a day. Women with predominant musculoskeletal pain differ in their lifestyle and point to fundamentally different reasons that stop them from taking measures to prevent the risk of occupational diseases. In particular, among female office employees with no office syndrome, a statistically significant (p<0.05) larger share does not need to expand knowledge about the organization of health care in the office and among them the share of those who lead a passive lifestyle predominates. Conclusions. Thus, these women are potentially at risk of developing office syndrome and, with the absence of preventive measures, are expected to move to the cluster of women with signs of office syndrome. The results of the research indicate the need for different approaches to planning health measures in the work environment, depending on the presence of office syndrome and the level of their responsible attitude to health in the work process.

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“…In the field of physical recreation, a large number of studies has been conducted on the engagement of different groups of the population in active recreation using various means of physical activity (Andrieieva et al, 2019). Its theoretical and methodological foundations have been identified in the works of leading scientists including Krutsevich et al (2021), Kashuba et al (2021), Andrieieva (2014), and others. Innovative health-enhancing and recreational technologies that take into account personal characteristics and motivation of an individual are effectively introduced into practice (Andreeva et al, 2019).…”

Section: Introductionmentioning

confidence: 99%

“…Rational organization of family leisure has been the subject of studies both in Ukraine and abroad (Andrieieva et al, 2019;Kashuba et al, 2021;Townsend et al, 2017). The importance of organization of active family leisure was emphasized by the modern culturologist Petrova (2011) who summarized the practical experience of family leisure centers in foreign countries and analysed wide range of their offers and services.…”

Section: Introductionmentioning

confidence: 99%

Assessment of the Quality of Active Family Leisure

Мальцев

Андрєєва

Kashuba

et al. 2022

Teor. metod. fiz. vihov.

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Study purpose. The study was aimed at assessing the quality of active family leisure and identifying motivations for and interests in health-enhancing and recreational physical activity of parents and children. Materials and methods. The study involved 106 families. A set of generally accepted research methods was used including theoretical analysis and generalization of scientific and methodological literature as well as domestic and international practical experience related to family leisure; sociological methods (questionnaire surveys), and mathematical statistics methods. Results. The questionnaire survey provided an opportunity to identify priority areas of joint physical activity of children and parents and to assess the quality of family well-being and active family leisure. The attitude of parents to winter types of recreation in the organization of active leisure was identified. According to the survey data, 9.4% of the families had a high level, 59.4% had an average level, 30.3% had a satisfactory level, and 0.9% had an unsatisfactory level of family well-being. The vast majority of respondents (45.2%) believed that their family members had a satisfactory level of physical activity, 40.6% of families reported they had an average level, only 10.4% indicated they had a high level, and 3.8% said they had an unsatisfactory level. Among the surveyed families, 63.2% indicated an average level of satisfaction with family leisure, 29.2% rated their leisure as satisfactory, and the remaining 3.8% indicated an excellent or unsatisfactory level. Conclusions. The focus was on identifying prevailing motivations, which contribute to the optimization of the family leisure process and the degree of activity when using recreational technologies. The obtained results indicate a significant potential for expanding physical activity of families with children, including through the use of winter recreation.

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Impact of Aquafitness Training on Physical Condition of Early Adulthood Women

Cited by 21 publications

References 24 publications

Effect of Bodybuilding and Fitness Exercise on Physical Fitness Based on Deep Learning

Effect of Bodybuilding and Fitness Exercise on Physical Fitness Based on Deep Learning

Prerequisites for the Development of Preventive Measures Against Office Syndrome Among Women of Working Age

Assessment of the Quality of Active Family Leisure

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