Intelligent Exercise Guidance System Based on Smart Clothing

Lin, Chung‐Chih; Liou, Yi-Shin; Zhou, Zhuhuang; Wu, Shuicai

doi:10.1007/s40846-018-0450-6

Cited by 9 publications

(7 citation statements)

References 29 publications

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“…As shown in Figure 3 , for data-level fusion with a lower fusion level, in order to retain more detailed information of the original data, there is often no data preprocessing link. In data processing, first go through fusion calculation and then extract features on the basis of the fusion result to obtain the final result [ 20 ].…”

Section: Data Mining Methods and Multisource Data Fusion Algorithm Ba...mentioning

confidence: 99%

The Effect of Comprehensive Rehabilitation Nursing on the Rehabilitation of Sports-Induced Ankle Joint Injuries

Qiao

Zhang

2022

Emergency Medicine International

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The purpose of participating in sports is to enhance physical fitness and promote physical and mental health. The occurrence of sports injuries will cause physical and mental injuries to athletes, especially the ankle joint injuries that often occur. Therefore, it is particularly important to understand the causes, symptoms, treatment, and prevention of athletes’ ankle injuries. This article aims at studying the significance of comprehensive rehabilitation nursing for the rehabilitation of sports-induced ankle joint injuries and introduces the concepts of comprehensive rehabilitation nursing and ankle joint injuries. This article proposes how to use comprehensive rehabilitation nursing to recover ankle injuries caused by sports based on smart medical care. In the experiment of this article, it can be seen from Table 5 that the recovery speed of 5 athletes with ankle joint injuries before rehabilitation training was 8% (lowest) and 14% (highest). The recovery rate after rehabilitation care is up to 25%. It can be seen that comprehensive rehabilitation care is of great help to athletes with ankle injuries. As can be seen from Table 4, the number of ankle injuries in acute secondary injuries is 25, accounting for 33%, which is the highest; the number of contusions is 15, accounting for 21%, which is the lowest ratio, so it can be seen that the ankle joint injury in sports is the most serious. Therefore, the application of comprehensive rehabilitation care needs to be popularized, which is of great significance to ankle joint injuries. The ankle joint is one of the most easily sprained joints in the human body, not only because of the flexibility of the ankle joint, but also because of the anatomical characteristics of the ankle joint. The main cause of ankle injuries is inappropriate behavior in sports.

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Section: Data Mining Methods and Multisource Data Fusion Algorithm Ba...mentioning

confidence: 99%

The Effect of Comprehensive Rehabilitation Nursing on the Rehabilitation of Sports-Induced Ankle Joint Injuries

Qiao

Zhang

2022

Emergency Medicine International

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“…Its overall implementation process is different from M-DDPG in that the level of meta value network is higher, and other operations such as initialization and update of network parameters are consistent. In H-DDPG algorithm, the minimum cost function corresponding to the meta value network can be expressed as Eq (9).…”

Section: Plos Onementioning

confidence: 99%

“…The system integrated social information and collaborative information to predict user preferences, and it was found that the intelligent music recommendation system had superior performance [8]. Lin et al (2019) designed and developed an intelligent motion guidance system based on music beat guidance, tested the effectiveness of the system by using quadratic polynomial regression model based on signal denoising algorithm, and found that the system had good effect in motion guidance [9]. Fakhrhosseini and Jeon (2019) proposed an emotional intelligence system based on music regulation and found that multimodal perception could be effectively applied to the overall evaluation of driver's emotional state.…”

Section: Introductionmentioning

confidence: 99%

The use of deep learning algorithm and digital media art in all-media intelligent electronic music system

Zheng

2020

PLoS ONE

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In the development of digital media art, to explore the preliminary application of deep learning method in intelligent electronic music system, and promote the integration of deep learning method and digital media technology, thus providing a direction for the development of all media intelligent system, based on deep deterministic policy gradient (DDPG), to solve the multi-task problem in intelligent system, a multi-task learning-based DDPG algorithm (M-DDPG) is proposed. Furthermore, a DDPG algorithm based on hierarchical learning (H-DDPG) is proposed for the hierarchical analysis of images in intelligent system. Aiming at the problem of image classification in intelligent system, through the setting of simulation environment, the application effect of several algorithms in intelligent electronic music system is evaluated. The results show that: M-DDPG algorithm can more accurately complete the operation of related tasks, the reward received by the intelligent system is more than 0.35, and the test results based on eight tasks are more accurate and effective. Even in the case of task error, the algorithm still shows good training results. H-DDPG algorithm has good effect for complex task processing. The accuracy rate of task test corresponding to intelligent system in different scenarios is above 95%, which is better than other conventional algorithms in task test; the self-reinforcement network algorithm can promote the improvement of image classification effect. Several algorithms proposed show excellent performance in image processing of intelligent system, and have great application potential.

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“…The smart clothing in this study was a smart vest, which was developed previously and the research focused on the technology incorporated into the vest and the accuracy of the data transmitted [15,16,17]. This paper describes the use of a smart vest in an actual home setting.…”

Section: Introductionmentioning

confidence: 99%

Implementation Difficulties and Solutions of a Smart-Cloth assisted Home Nursing Care Program for disabled older persons

Lin

Yang

et al. 2023

Preprint

Self Cite

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Background:Wearable devices have the advantage of always being with individuals, enabling easy detection of their movements. In this study, we developed and implemented a smart-care system using smart clothing for persons with dementia and with hip fracture. Objective:This paper reports conducted a preliminary study to understand family caregivers’ and care receivers’ experiences of receiving a smart technology-assisted (STA) home-nursing care program. Methods: The STA model of a home-nursing care program for older persons with dementia or hip fracture included a remote-monitoring system with a smart-vest to facilitate family caregivers’ detection of the care receivers’ movements. These movements included getting up at night, staying in the bathroom time, not moving time during the day, leaving the house, and daily activity level. Participants included 12 families with five patients with hip fracture and seven with dementia. A description of the process of setting up the individual STA in-home systems, measures that were monitored and the difficulties encountered. Results: Difficulties encountered were due to multiple problems. They were comprised of three categories: incompatibility of the home environment, interruptions in data transmissions and inaccuracies in data transmissions. Conclusions: Three main difficulties impeded implementation of the STA home care for persons with dementia or hip fracture. Each of these difficulties had their own unique problems and strategies to resolve them. Our findings can provide a reference for futureimplementation of similar smart-home systems.

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Intelligent Exercise Guidance System Based on Smart Clothing

Cited by 9 publications

References 29 publications

The Effect of Comprehensive Rehabilitation Nursing on the Rehabilitation of Sports-Induced Ankle Joint Injuries

The Effect of Comprehensive Rehabilitation Nursing on the Rehabilitation of Sports-Induced Ankle Joint Injuries

The use of deep learning algorithm and digital media art in all-media intelligent electronic music system

Implementation Difficulties and Solutions of a Smart-Cloth assisted Home Nursing Care Program for disabled older persons

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