Journal of Exercise Rehabilitation最新文献

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Assessing of exercise intensity for a rhythmik exercise program based on cardiopulmonary functions. 根据心肺功能评估有节奏运动项目的运动强度。
IF 1.9
Journal of Exercise Rehabilitation Pub Date : 2023-10-25 eCollection Date: 2023-10-01 DOI: 10.12965/jer.2346392.196
Ha-Rin Ryu, Hee-Jung Eum, Dae-Young Kim
{"title":"Assessing of exercise intensity for a rhythmik exercise program based on cardiopulmonary functions.","authors":"Ha-Rin Ryu,&nbsp;Hee-Jung Eum,&nbsp;Dae-Young Kim","doi":"10.12965/jer.2346392.196","DOIUrl":"https://doi.org/10.12965/jer.2346392.196","url":null,"abstract":"<p><p>This study investigated the determination of exercise intensity for a rhythmik exercise program based on cardiopulmonary functions. Nine female participants in their 20s to 40s performed a rhythmik exercise program for 60 min per session, three sessions weekly, for 8 weeks. All participants underwent a grade exercise test to measure their minute ventilation (VE), oxygen uptake (VO<sub>2</sub>), maximal volume of minute oxygen consumption (VO<sub>2max</sub>), heart rate (HR), and oxygen pulse (O<sub>2</sub> pulse) at the time of anaerobic threshold (AT) and maximal exercise time (ET<sub>max</sub>). To determine the exercise intensity of the rhythmik exercise program, the Polar Heart Monitor was used for quantification, and the Borg Scale was used to measure the rating of perceived exertion (RPE). We did not observe any significant effects on the reaching time of AT, VE, VO<sub>2</sub>, VO<sub>2max</sub>, HR, and O<sub>2</sub> pulse at either AT or ET<sub>max</sub>. However, maximal value of VE (VE<sub>max</sub>) was significantly enhanced at ET<sub>max</sub>. The exercise intensity of the rhythmik exercise program was found to be low at 62.85% of HR<sub>max</sub> with an RPE of 12.22. Our results suggest that the rhythmik exercise program did not directly improve cardiopulmonary functions; however, considering the unstructured nature of the rhythmik exercise program, anticipated positive effects on cardiopulmonary fitness are achievable through changes in the program contents and exercise time according to the goals of the participants.</p>","PeriodicalId":15771,"journal":{"name":"Journal of Exercise Rehabilitation","volume":"19 5","pages":"275-279"},"PeriodicalIF":1.9,"publicationDate":"2023-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10622940/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71491162","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A comparative study on the reliability and validity of body composition results by impedance method measurement device. 用阻抗法测量装置对人体成分结果的信度和有效性进行比较研究。
IF 1.9
Journal of Exercise Rehabilitation Pub Date : 2023-10-25 eCollection Date: 2023-10-01 DOI: 10.12965/jer.2346404.202
Jong-Baek Lee, Bong-Ju Sung, Byoung-Goo Ko, Eun-Hyung Cho, Tae-Beom Seo
{"title":"A comparative study on the reliability and validity of body composition results by impedance method measurement device.","authors":"Jong-Baek Lee,&nbsp;Bong-Ju Sung,&nbsp;Byoung-Goo Ko,&nbsp;Eun-Hyung Cho,&nbsp;Tae-Beom Seo","doi":"10.12965/jer.2346404.202","DOIUrl":"https://doi.org/10.12965/jer.2346404.202","url":null,"abstract":"<p><p>The purpose of this study was to analyze the reliability and validity of the body composition results for each impedance device and use them as primary data for body composition research. Total of 58 participants, including 24 men and 34 women, were recruited. The correlation was analyzed by measuring two repetitive measurements for each device. Dual energy x-ray absorptiometry (DEXA) equipment was used as reference equipment for body composition research. All data were analyzed as IBM SPSS Statistics ver. 25.0, and the validity and reliability were estimated by calculating the timely correlation coefficient. As a result of the study, repeated measurements of the measuring instrument showed high reliability by gender and age, especially in the child age group, with relatively higher reliability than those in their 50s or older. In the validity analysis between DEXA, in the case of the male group, the validity of the fat mass amount was relatively higher than the body fat amount and body fat rate. In the case of the women's group, the validity of the body fat amount and body fat rate was relatively higher than that of the fat mass amount. The company B had the highest validity for body fat rate and body fat amount in both men and women. However, the validity for men's fat mass amount was the lowest. In subsequent studies, it is believed that studies that have expanded the population further and studies targeting special groups such as athletes should be conducted.</p>","PeriodicalId":15771,"journal":{"name":"Journal of Exercise Rehabilitation","volume":"19 5","pages":"299-308"},"PeriodicalIF":1.9,"publicationDate":"2023-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10622934/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71482200","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A suspected case of serotonin syndrome induced by palonosetron and ramosetron administration. 帕洛司琼和拉莫司琼给药诱发5-羟色胺综合征疑似病例。
IF 1.9
Journal of Exercise Rehabilitation Pub Date : 2023-10-25 eCollection Date: 2023-10-01 DOI: 10.12965/jer.2346432.216
Yo-Seob Lee, Jae-Woo Yi
{"title":"A suspected case of serotonin syndrome induced by palonosetron and ramosetron administration.","authors":"Yo-Seob Lee,&nbsp;Jae-Woo Yi","doi":"10.12965/jer.2346432.216","DOIUrl":"https://doi.org/10.12965/jer.2346432.216","url":null,"abstract":"<p><p>Serotonin syndrome occurs when serotonin (5-hydroxytryptamine, 5-HT) levels increase and is accompanied by symptoms of mental status changes, neuromuscular abnormalities, and autonomic hyperactivity. Serotonin receptor 3 antagonists, such as palonosetron or ramosetron, are commonly used for their antiemetic effects during general anesthesia. However, overdosage of these drugs carries a risk of serotonergic toxicity as they increase serum serotonin levels due to inhibition of serotonin reuptake. Serotonin syndrome caused by 5-HT<sub>3</sub> antagonists is thought to be caused by the synergistic effects of high doses of serotonergic drugs or the combination of two or more serotonergic drugs with different mechanisms of action. The incidence of serotonin syndrome is unknown because it is a rare condition that cannot be selected for in randomized clinical trials. Therefore, physicians must focus on the clinical manifestations of the syndrome and manage patients before the condition becomes life-threatening.</p>","PeriodicalId":15771,"journal":{"name":"Journal of Exercise Rehabilitation","volume":"19 5","pages":"309-312"},"PeriodicalIF":1.9,"publicationDate":"2023-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10622933/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71482238","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Combined effects of whole-body vibration and dynamic squats on cardiovascular and salivary biomarker responses in healthy adults. 全身振动和动态深蹲对健康成年人心血管和唾液生物标志物反应的联合影响。
IF 1.9
Journal of Exercise Rehabilitation Pub Date : 2023-10-25 eCollection Date: 2023-10-01 DOI: 10.12965/jer.2346340.170
Metee Jinakote, Bhornprom Yoysungnoen, Chutima S Vaddhanaphuti, Atchareeya Kasiyaphat
{"title":"Combined effects of whole-body vibration and dynamic squats on cardiovascular and salivary biomarker responses in healthy adults.","authors":"Metee Jinakote,&nbsp;Bhornprom Yoysungnoen,&nbsp;Chutima S Vaddhanaphuti,&nbsp;Atchareeya Kasiyaphat","doi":"10.12965/jer.2346340.170","DOIUrl":"https://doi.org/10.12965/jer.2346340.170","url":null,"abstract":"This study aimed to investigate the acute effects of combining whole-body vibration with dynamic squats on cardiovascular and salivary bio-marker responses in healthy adults. A randomized crossover design was conducted with 20 healthy adults. Each participant underwent three exercise sessions, with a 2-week washout period between each session. The sessions consisted of: (1) whole-body vibration (VB) at 25 Hz for 2 minutes, with an amplitude of 2 mm, and 2 minutes of rest between sets, for a total of 5 sets; (2) dynamic squats (SQ) performed 15 times within 2 minutes, with a 2-minute rest between sets, for a total of 5 sets; and (3) a combination of whole-body VB and SQ (VB+SQ). The cardiovascular variables and salivary biomarkers related to exercise intensity were assessed. Only the VB+SQ session significantly decreased the unstimulated salivary flow rate, and caused greater changes in heart rate, systolic blood pressure, mean arterial pressure, rate-pressure product, and heart rate variability compared to VB or SQ alone. Moreover, the VB+SQ session significantly increased the salivary total protein concentration from 0.56±0.05 mg/mL (baseline) to 0.74± 0.06 mg/mL (postexercise condition) and the salivary alpha-amylase activity from 33.83±5.56 U/mL (baseline) to 63.63±12.33 U/mL (postexercise condition) (P<0.05). These changes were recovered at 1-hr postexercise condition. Our findings provide information for designing exercise programs that incorporate VB+SQ to enhance hemodynamic and cardiac autonomic responses in healthy adults and for application during rehabilitation periods.","PeriodicalId":15771,"journal":{"name":"Journal of Exercise Rehabilitation","volume":"19 5","pages":"280-292"},"PeriodicalIF":1.9,"publicationDate":"2023-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10622938/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"71482240","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of contraction type at varying angular velocities on isokinetic muscle strength training. 不同角速度下收缩类型对等速肌力训练的影响。
IF 1.9
Journal of Exercise Rehabilitation Pub Date : 2023-08-01 DOI: 10.12965/jer.2346236.118
Bihter Akınoğlu, Büşra Paköz, Ayfer Ezgi Yilmaz, Salman Usman Shehu, Tuğba Kocahan
{"title":"Effect of contraction type at varying angular velocities on isokinetic muscle strength training.","authors":"Bihter Akınoğlu,&nbsp;Büşra Paköz,&nbsp;Ayfer Ezgi Yilmaz,&nbsp;Salman Usman Shehu,&nbsp;Tuğba Kocahan","doi":"10.12965/jer.2346236.118","DOIUrl":"https://doi.org/10.12965/jer.2346236.118","url":null,"abstract":"<p><p>The aim of this study is to determine whether concentric and eccentric isokinetic training performed at certain angular velocities in sedentary individuals is effective only in the angular velocities and contraction type where the training is performed, or at other angular velocities and contraction types that are not being trained. Twenty-eight sedentary individuals (matched according to weight, age and gender) volunteered to participate in this case study. The study was conducted on a total of 56 extremities belonging to 28 individuals (14 women, 14 men) aged between 24 and 60 years. Concentric and eccentric strength tests were performed at 30-60-90-120-150-180°/sec. The participants were randomly divided into two groups as concentric training group and eccentric training group, through stratified randomization matching. The training was done 3 days a week for a total of 6 weeks. At the end of the study, no difference was found between the pre- and posttraining measurements in the concentric training group (<i>P</i>>0.05). In the eccentric training group, the eccentric muscle strength of the knee flexors and extensors at angular velocity of 90°/sec, the eccentric strength of the knee extensors at angular velocity of 120°/sec, and the eccentric muscle strength of the knee flexors at angular velocity of 180°/sec were found to be different and an increase was seen after the training (<i>P</i>=0.032, <i>P</i>=0.049, <i>P</i>=0.041, <i>P</i>=0.032). These results demonstrate that eccentric training may be preferred in cases where muscle strength increase is needed in short time.</p>","PeriodicalId":15771,"journal":{"name":"Journal of Exercise Rehabilitation","volume":"19 4","pages":"228-236"},"PeriodicalIF":1.9,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/df/04/jer-19-4-228.PMC10468290.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10505046","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the history of exercise rehabilitation for the expansion of future rehabilitation projects. 探索运动康复的历史,为未来康复项目的拓展提供依据。
IF 1.9
Journal of Exercise Rehabilitation Pub Date : 2023-08-01 DOI: 10.12965/jer.2346314.157
Yong-Seok Jee
{"title":"Exploring the history of exercise rehabilitation for the expansion of future rehabilitation projects.","authors":"Yong-Seok Jee","doi":"10.12965/jer.2346314.157","DOIUrl":"https://doi.org/10.12965/jer.2346314.157","url":null,"abstract":"","PeriodicalId":15771,"journal":{"name":"Journal of Exercise Rehabilitation","volume":"19 4","pages":"187-189"},"PeriodicalIF":1.9,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/b3/98/jer-19-4-187.PMC10468291.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10505494","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effects of exercise therapy on the balance and gait after total hip arthroplasty: a systematic review and meta-analysis. 运动疗法对全髋关节置换术后平衡和步态的影响:一项系统回顾和荟萃分析。
IF 1.9
Journal of Exercise Rehabilitation Pub Date : 2023-08-01 DOI: 10.12965/jer.2346290.145
Se-Ju Park, Byeong-Geun Kim
{"title":"Effects of exercise therapy on the balance and gait after total hip arthroplasty: a systematic review and meta-analysis.","authors":"Se-Ju Park,&nbsp;Byeong-Geun Kim","doi":"10.12965/jer.2346290.145","DOIUrl":"https://doi.org/10.12965/jer.2346290.145","url":null,"abstract":"<p><p>The situation is such that there is a lack of research analyzing the effect of exercise therapy during the rehabilitation period of patients after total hip arthroplasty (THA). Therefore, the purpose of this systematic review and meta-analysis is to analyze the effects of exercise therapy on the balance and gait of patients after THA. The studies selected for this study were based on the PICO as follows: P (Patient)-patients after THA, I (Intervention)-exercise therapy, C (Comparison)-control and other therapy groups, O (Outcome)-balance and gait. Additional criteria for this study were study design (randomized controlled study), language (English), publication status (journal), and the year of publication were not limited. Eleven studies were included. The effects of exercise therapy on balance and gait in patients after THA were significantly different. Balance: standardized mean difference (SMD), 0.51; 95% confidence intervals (CI), 0.24-0.78; <i>I</i><i><sup>2</sup></i>=22%. Gait: SMD, 0.39; 95% CI, 0.01-0.76; <i>I</i><i><sup>2</sup></i>=66%. Rehabilitation specialists recommend that exercise therapy be included in rehabilitation programs to improve balance and gait in patients after THA. Further research is needed in the future, including more studies and a network meta-analysis that analyzes the effect size of each exercise therapy.</p>","PeriodicalId":15771,"journal":{"name":"Journal of Exercise Rehabilitation","volume":"19 4","pages":"190-197"},"PeriodicalIF":1.9,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/90/2c/jer-19-4-190.PMC10468294.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10207698","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Wheelchair basketball, health, competitive analysis, and performance advantage: a review of theory and evidence. 轮椅篮球,健康,竞争分析和表现优势:理论和证据的回顾。
IF 1.9
Journal of Exercise Rehabilitation Pub Date : 2023-08-01 DOI: 10.12965/jer.2346216.108
Mahboubeh Ghayour Najafabadi, Ardalan Shariat, Albert Thomas Anastasio, Amir Sobhrakhshan Khah, Ina Shaw, Mohadeseh Kavianpour
{"title":"Wheelchair basketball, health, competitive analysis, and performance advantage: a review of theory and evidence.","authors":"Mahboubeh Ghayour Najafabadi,&nbsp;Ardalan Shariat,&nbsp;Albert Thomas Anastasio,&nbsp;Amir Sobhrakhshan Khah,&nbsp;Ina Shaw,&nbsp;Mohadeseh Kavianpour","doi":"10.12965/jer.2346216.108","DOIUrl":"https://doi.org/10.12965/jer.2346216.108","url":null,"abstract":"<p><p>The purpose of this study was to review the various risks and benefits of wheelchair basketball (WB) and explore some of the research which outlines factors that influence WB player performance and conditioning. WB offers several physical and psychological advantages. Physically, it can improve muscle strength, endurance, and cardiovascular fitness while decreasing the prevalence of chronic physical disorders. From a psychological standpoint, WB has been shown to alleviate anxiety and feelings of depression while also creating and improving social relationships. Despite the many benefits, WB can cause injuries, particularly in the upper extremities, and preventative measures should be employed. WB necessitates intense intermittent efforts and athletes must maintain excellent cardiovascular fitness, strength, and muscular endurance. Healthy sleeping patterns have also been shown to improve performance in WB players. Wheelchair mobility and biomechanical variables as well as wheelchair size and weight appear to be critical success elements in WB. WB can be a powerful tool for coaches and therapists to boost the physical and emotional health of individuals with disabilities and motivate them to participate in team-based sport.</p>","PeriodicalId":15771,"journal":{"name":"Journal of Exercise Rehabilitation","volume":"19 4","pages":"208-218"},"PeriodicalIF":1.9,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/40/99/jer-19-4-208.PMC10468293.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10524098","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
What type of exercises should older adults engage in to improve fall efficacy and physical fitness related to falling? 老年人应该进行什么类型的运动来提高跌倒的效果和与跌倒有关的身体健康?
IF 1.9
Journal of Exercise Rehabilitation Pub Date : 2023-08-01 DOI: 10.12965/jer.2346276.138
Sohee Shin, Burkhard Wuensche
{"title":"What type of exercises should older adults engage in to improve fall efficacy and physical fitness related to falling?","authors":"Sohee Shin,&nbsp;Burkhard Wuensche","doi":"10.12965/jer.2346276.138","DOIUrl":"https://doi.org/10.12965/jer.2346276.138","url":null,"abstract":"<p><p>This study aimed to examine the effects of exercise interventions developed over the past 10 years to prevent falls among older adults. Cochrane, PubMed, and Embase databases were systematically searched on November 3, 2022, using the following keywords: \"elderly\" or \"aged\" and \"fall prevention exercise\" and \"randomized controlled trial.\" A total of 918 articles were retrieved, and finally, 18 studies were included in the meta-analysis. main conclusions were as follows: fall prevention exercises showed moderately positive effects on balance, gait, mobility, physical function, lower limb power, and strength, but low effects on proprioception, vision, and reaction speed. The effect sizes were highest when the intervention period was 1-24 weeks, time was 31-60 min, and frequency was thrice per week. Place of intervention (home, community, laboratory) and age (>75 years, <75 years) showed similarly moderate effect sizes. A combined program that includes balance, co-ordination, and resistance exercises is appropriate to improve fall-related fitness and fall efficacy in community-dwelling older individuals.</p>","PeriodicalId":15771,"journal":{"name":"Journal of Exercise Rehabilitation","volume":"19 4","pages":"198-207"},"PeriodicalIF":1.9,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/f6/8a/jer-19-4-198.PMC10468295.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10207697","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Motion prediction using brain waves based on artificial intelligence deep learning recurrent neural network. 基于人工智能深度学习递归神经网络的脑电波运动预测。
IF 1.9
Journal of Exercise Rehabilitation Pub Date : 2023-08-01 DOI: 10.12965/jer.2346242.121
Kyoung-Seok Yoo
{"title":"Motion prediction using brain waves based on artificial intelligence deep learning recurrent neural network.","authors":"Kyoung-Seok Yoo","doi":"10.12965/jer.2346242.121","DOIUrl":"https://doi.org/10.12965/jer.2346242.121","url":null,"abstract":"<p><p>Electroencephalogram (EEG) research has gained widespread use in various research domains due to its valuable insights into human body movements. In this study, we investigated the optimization of motion discrimination prediction by employing an artificial intelligence deep learning recurrent neural network (gated recurrent unit, GRU) on unique EEG data generated from specific movement types among EEG signals. The experiment involved participants categorized into five difficulty levels of postural control, targeting gymnasts in their twenties and college students majoring in physical education (n=10). Machine learning techniques were applied to extract brain-motor patterns from the collected EEG data, which consisted of 32 channels. The EEG data underwent spectrum analysis using fast Fourier transform conversion, and the GRU model network was utilized for machine learning on each EEG frequency domain, thereby improving the performance index of the learning operation process. Through the development of the GRU network algorithm, the performance index achieved up to a 15.92% improvement compared to the accuracy of existing models, resulting in motion recognition accuracy ranging from a minimum of 94.67% to a maximum of 99.15% between actual and predicted values. These optimization outcomes are attributed to the enhanced accuracy and cost function of the GRU network algorithm's hidden layers. By implementing motion identification optimization based on artificial intelligence machine learning results from EEG signals, this study contributes to the emerging field of exercise rehabilitation, presenting an innovative paradigm that reveals the interconnectedness between the brain and the science of exercise.</p>","PeriodicalId":15771,"journal":{"name":"Journal of Exercise Rehabilitation","volume":"19 4","pages":"219-227"},"PeriodicalIF":1.9,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/84/5c/jer-19-4-219.PMC10468292.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10524096","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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