1
|
Tang D. Systematic training of table tennis players' physical performance based on artificial intelligence technology and data fusion of sensing devices. SLAS Technol 2024; 29:100151. [PMID: 38796032 DOI: 10.1016/j.slast.2024.100151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Revised: 04/29/2024] [Accepted: 05/22/2024] [Indexed: 05/28/2024]
Abstract
This research emphasises the value of physical training for table tennis players, particularly as ball speed and spin rate decline and emphasises how important intensity quality is to the game. Chinese table tennis players' dual identities place greater demands on the general growth of their learning and training as a crucial component of talent development preparation. Athletes' general quality, competitive level, and ability to avoid sports injuries are all improved by scientific and focused physical training. In order to achieve the functions of intelligent camera, multi-angle broadcasting, and 3D scene reproduction, this study combines the physical training model of artificial intelligence. This gives the audience a more engaging and in-depth viewing experience. More feature extraction of the match footage is made possible by deep learning and convolutional neural networks when combined with large-scale video data, greatly enhancing the match information for viewers. The experimental findings demonstrate that the accuracy of table tennis human technical movement recognition reaches 98.88 % based on the enhanced AM-Softmax classification algorithm.
Collapse
Affiliation(s)
- Dongyang Tang
- College of Physical Education, Wuhan Sports University, Wuhan 430079, Hubei, PR China.
| |
Collapse
|
2
|
Sun X. STRENGTHENING TRAINING METHODS FOR MOTOR PERCEPTION ABILITY IN TENNIS. REV BRAS MED ESPORTE 2023. [DOI: 10.1590/1517-8692202329012022_0650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/22/2023] Open
Abstract
ABSTRACT Introduction: Specialized perception in tennis is simply learning the “feel of the ball”. Expertise refers to whether a player can handle and control the ball as he wishes, also known as fitness. Objective: Study the effect and mechanism of motion tracking training to improve the perception training methods of tennis players. Methods: This paper conducts a temporal experiment on 38 professional tennis players divided into two groups. The experimental group used optokinetic tracking training for tracking and feedback on their movements. The control group received no interventional treatment. Players’ perception and brainwave data at different training times were recorded and analyzed. results: The subjects in the experimental group had high accuracy in discriminating the spatial location of the ball. The experiment produced a significant occipital M1 signal after the 360ms trial. The M2 signal in the occipital region also had noticeable main effects in each period. The level of the M2 signal in the experimental group showed an increase. Conclusion: Visual motion tracking training has been shown to significantly impact tennis players’ perception. This training can improve tennis players’ perceptual ability, proving to be an ally in strengthening current training methods. Level of evidence II; Therapeutic studies - investigation of treatment outcomes.
Collapse
|
3
|
Zeng W. METABOLISM AND PHYSICAL FITNESS CHARACTERISTICS IN TABLE TENNIS PLAYERS. REV BRAS MED ESPORTE 2023. [DOI: 10.1590/1517-8692202329012022_0604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023] Open
Abstract
ABSTRACT Introduction: The physical fitness of Chinese table tennis players is critical as the continuous development in sports technologies increases the demands for physical fitness during competitions. And the physical quality of table tennis players is a problem that cannot be ignored. Objective: Analyze the energy supply characteristics of table tennis and its special training methods based on the sport's temporal and spatial characteristics of the actual load. Methods: Sport performance is analyzed by the scoring system using video kinematic analysis, scientific literature research, and logical analysis methods. The research on energy supply in Chinese athletes according to the characteristics of the three energy metabolism systems is developed. Considering the different metabolic characteristics and physical content for a specific training protocol experiment. Results: Female table tennis players obtained significantly higher time, density, and hitting efficiency than male players (P<0.05). Table tennis is a sport that uses mainly aerobic energy, complemented by anaerobic exercises. Conclusion: Table tennis is a medium-intensity intermittent sport composed of short-term bursts with the ball and low-intensity activities without the ball. Competition in table tennis is based on aerobic energy delivery, with no oxygen-based movement. Athletes need to combine aerobic and anaerobic exercises during exercise. Level of evidence II; Therapeutic studies - investigation of treatment outcomes.
Collapse
Affiliation(s)
- Wei Zeng
- Hubei University of Technology, China
| |
Collapse
|
4
|
Luo S, Niu J, Zheng P, Jing Z. Application of minimum error entropy unscented Kalman filter in table tennis trajectory prediction. PLoS One 2022; 17:e0269257. [PMID: 36178888 PMCID: PMC9524663 DOI: 10.1371/journal.pone.0269257] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Accepted: 05/17/2022] [Indexed: 11/19/2022] Open
Abstract
Table tennis is important and challenging project for robotics research, and table tennis robotics receives a lot of attention from academics. Trajectory tracking and prediction of table tennis is an important technology for table tennis robots, and its estimation accuracy is also disturbed by non-Gaussian noise. In this paper, a novel Kalman filter, called minimum error entropy unscented Kalman filter (MEEUKF), is employed to estimate the motion trajectory of physical model of a table tennis. The simulation results show that the MEEUKF algorithm shows outstanding performance in tracking and predicting the trajectory of table tennis compared to some existing algorithms.
Collapse
Affiliation(s)
- Shenyue Luo
- Department of Sports, University of Electronic Science and Technology of China, Chengdu, Sichuan Province, PR China
| | - Jianfeng Niu
- Sports Coaching College, Beijing Sport University, Beijing, PR China
| | - Peifeng Zheng
- Fujian Table Tennis, Badminton, and Tennis Management Center, Fujian Provincial Administration of Sport, Fuzhou, Fujian Province, PR China
| | - Zhihui Jing
- Department of Sports, University of Electronic Science and Technology of China, Chengdu, Sichuan Province, PR China
- * E-mail:
| |
Collapse
|
5
|
Qu Q, An M, Zhang J, Li M, Li K, Kim S. Biomechanics and Neuromuscular Control Training in Table Tennis Training Based on Big Data. CONTRAST MEDIA & MOLECULAR IMAGING 2022; 2022:3725295. [PMID: 36003996 PMCID: PMC9385288 DOI: 10.1155/2022/3725295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Revised: 07/11/2022] [Accepted: 07/18/2022] [Indexed: 11/25/2022]
Abstract
Thinking of big data as a collection of huge and sophisticated data sets, it is hard to process it effectively with current data management tools and processing methods. Big data is reflected in that the scale of data exceeds the scope of traditional volume measurement, and it is difficult to collect, store, manage, and analyze through traditional methods. Analyzing the biomechanics of table tennis training through big data is conducive to improving the training effect of table tennis, so as to formulate corresponding neuromuscular control training. This paper mainly analyzes various indicators in biomechanics and kinematics in table tennis training under big data. Under these metrics, an improved decision tree method was then used to analyze the differences between athletes trained for neuromuscular control and those who did not. It analyzed the effect of neuromuscular control training on the human body through different experimental control groups. Experiments showed that after nonathletes undergo neuromuscular control training, the standard rate of table tennis hitting action increases by 10% to 20%, reaching 80%. The improvement of athletes is not very obvious.
Collapse
Affiliation(s)
- Qingling Qu
- Department of Physical Education, Jeonbuk National University, Jeonju 54896, Jeollabuk, Republic of Korea
| | - Meiling An
- School of Marxism, Guangdong Food and Drug Vocational College, Guangzhou 510520, Guangdong, China
| | - Jinqian Zhang
- Department of Physical Education, Jeonbuk National University, Jeonju 54896, Jeollabuk, Republic of Korea
| | - Ming Li
- Department of Physical Education, Jeonbuk National University, Jeonju 54896, Jeollabuk, Republic of Korea
| | - Kai Li
- Department of Physical Education, Jeonbuk National University, Jeonju 54896, Jeollabuk, Republic of Korea
| | - Sukwon Kim
- Department of Physical Education, Jeonbuk National University, Jeonju 54896, Jeollabuk, Republic of Korea
| |
Collapse
|
6
|
He Y, Fekete G, Sun D, Baker JS, Shao S, Gu Y. Lower Limb Biomechanics during the Topspin Forehand in Table Tennis: A Systemic Review. Bioengineering (Basel) 2022; 9:bioengineering9080336. [PMID: 35892748 PMCID: PMC9330838 DOI: 10.3390/bioengineering9080336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2022] [Revised: 07/20/2022] [Accepted: 07/21/2022] [Indexed: 11/16/2022] Open
Abstract
The aim of this study is to review the valuable lower limb biomechanical contribution to table tennis topspin forehand. Databases included Scopus, PubMed, and Web of science. In this case, 19 articles were selected for the systematic review. The mechanics of the plantar, lower limb joints kinematics and kinetics, muscle activity, and racket-joint relationship are described through gender, performance level, and footwork. The study found that the hip movement characteristics and the hip muscle group activity following a proximal-to-distal sequence strategy significantly contributed to the maximum acceleration of the racket. Optimizing the motion strategy of the ankle and plantar as well as the ankle muscle group activity is beneficial for the transmission of energy in the kinetic chain. Muscle groups around the ankle and subtalar joints are heavily activated during landing to maintain foot stability during the landing phase. Lower limb muscle development plays an important role in movement control and stability as well as sports injury prevention in table tennis footwork during the performance of the topspin forehand. Furthermore, physical development levels and anatomical differences (such as hip and lower trunk muscle strength differences), maybe the main reasons for gender differences observed during the topspin forehand. Systematically summarizing this valuable information can contribute to athletes’ and coaches’ knowledge to enhance topspin forehand performance and training regimes. We suggest that future research could consider the joint contact forces, ball movement, and ball-racket impact during a performance of topspin forehand.
Collapse
Affiliation(s)
- Yuqi He
- Faculty of Sports Science, Ningbo University, Ningbo 315211, China; (Y.H.); (D.S.)
- Faculty of Engineering, University of Pannonia Veszeprem, 8200 Veszprém, Hungary
- Savaria Institute of Technology, Faculty of Informatics, Eötvös Loránd University, H9700 Szombathely, Hungary;
| | - Gusztáv Fekete
- Savaria Institute of Technology, Faculty of Informatics, Eötvös Loránd University, H9700 Szombathely, Hungary;
| | - Dong Sun
- Faculty of Sports Science, Ningbo University, Ningbo 315211, China; (Y.H.); (D.S.)
| | - Julien S. Baker
- Department of Sport and Physical Education, Hong Kong Baptist University, Hong Kong, China;
| | - Shirui Shao
- Faculty of Sports Science, Ningbo University, Ningbo 315211, China; (Y.H.); (D.S.)
- Correspondence: (S.S.); (Y.G.); Tel.: +86-574-87600456 (S.S.); +86-574-87600271 (Y.G.)
| | - Yaodong Gu
- Faculty of Sports Science, Ningbo University, Ningbo 315211, China; (Y.H.); (D.S.)
- Correspondence: (S.S.); (Y.G.); Tel.: +86-574-87600456 (S.S.); +86-574-87600271 (Y.G.)
| |
Collapse
|
7
|
Biomechanical Analysis of Different Footwork Foot Movements in Table Tennis. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2022; 2022:9684535. [PMID: 35774440 PMCID: PMC9239769 DOI: 10.1155/2022/9684535] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 05/25/2022] [Accepted: 06/02/2022] [Indexed: 11/23/2022]
Abstract
In order to solve the problem of athletes with lower limb movement injuries in table tennis footwork, with the increasing risk of sports, the incidence of acute injury also increased. The increase in athletic training, on the one hand, improves the skill level of the athlete; on the other hand, it increases the chances of more chronic injuries. Through the investigation of the injury site of 143 table tennis players, the researchers found that the lower limb injury accounted for 32% of the total injuries and the upper limb injury rate accounted for 33.14% of the trunk, accounting for 34.29%. The injury sites are mostly concentrated in the lumbar region, followed by the shoulders and knees. Through epidemiological research on the injuries of outstanding table tennis players, the survey results show that the probability of lower extremity injuries ranks in the top three, and most of them are acute sprains and chronic strain injuries. By applying the principles of sports biomechanics, a biomechanical analysis of the asynchronous foot movement in table tennis is proposed; from three aspects of kinematics, dynamics, and plantar pressure, it is found that the injury of table tennis is closely related to technical play connect. The risk of sports injury is inevitable in a sense, due to the long-term local overload, which causes the strain of the sports system. In order to avoid or reduce the occurrence of such sports injuries, coaches should standardize the technical movements of the players and arrange the exercise load reasonably according to the characteristics of the sports.
Collapse
|
8
|
Performance Outcome Measures in Padel: A Scoping Review. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19074395. [PMID: 35410074 PMCID: PMC8998912 DOI: 10.3390/ijerph19074395] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Revised: 04/02/2022] [Accepted: 04/04/2022] [Indexed: 01/27/2023]
Abstract
Padel is a modern doubles racket sport which has become popular around the world in the last decades. There has been an increase in the quantity of scientific research about this sport in the last years. Therefore, the main objective of this scoping review is to provide an updated contextualization of research regarding padel. PRISMA ScR was used in order to search for articles fulfilling the inclusion criteria in five fields of interest: the anthropometric profile, physiology and physical performance, biomechanics, the epidemiology of injuries, and match analyses Seventy-seven records were included in the study. Padel is an emerging sport both in sport and research terms. This scoping review provides coaches and researchers with all the knowledge available in the five fields of interest. Furthermore, this study enables them to make a map of the current state of the research about padel, and it opens up doors to future investigations.
Collapse
|
9
|
Teo MMJ, Chang FH, Lin YN. Sports injuries and risk factors for table tennis among nonprofessional collegiate athletes: A cross-sectional study. Medicine (Baltimore) 2021; 100:e28221. [PMID: 34918684 PMCID: PMC8678010 DOI: 10.1097/md.0000000000028221] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Accepted: 11/24/2021] [Indexed: 01/05/2023] Open
Abstract
Despite the increasing popularity of table tennis worldwide, few studies have focused on table tennis injuries.This study aimed to investigate the injury profiles, including the injury rate, types, locations, and risk factors, among nonprofessional collegiate table tennis athletes in Taiwan.We performed an online investigation among collegiate table tennis athletes of the nonprofessional category in the 2019 National Intercollegiate Athletic Games in Taiwan. Participants provided general information, and data on the characteristics of their play style, training, and injuries were collected. We then categorized these participants into injured and noninjured groups. Injuries were classified as mild, moderate, and severe, based on the time loss in playing table tennis. The risk factors for table tennis-related sports injuries were then identified through between-group comparisons.In total, 150 participants responded to the questionnaire. The average participant age was 21.3 years. Gender differences existed in age categories, forehand rubber, backhand style of play, and average days of training per week. Over the 6 months before the study, 76 of 150 participants experienced at least one injury. The handedness for play was associated with the occurrence of injury. Factors associated with injury severity included using rubber other than inverted rubber for the forehand and not qualifying for the national round of the team category of the National Intercollegiate Athletic Games.With a considerably high injury rate among nonprofessional collegiate athletes, further studies are required on table tennis-related injuries. Playing styles such as handedness and type of rubber used might be associated with the injury. The lower limb was the most common site of injury. These results may provide insights into trainers and coaches for further measures on injury prevention.
Collapse
Affiliation(s)
- Moeka Mong Jia Teo
- Graduate Institute of Injury Prevention and Control, Taipei Medical University, Taipei, Taiwan
| | - Feng-Hang Chang
- Graduate Institute of Injury Prevention and Control, Taipei Medical University, Taipei, Taiwan
- Department of Physical Medicine and Rehabilitation, Wan-Fang Hospital, Taipei Medical University, Taipei, Taiwan
| | - Yen-Nung Lin
- Graduate Institute of Injury Prevention and Control, Taipei Medical University, Taipei, Taiwan
- Department of Physical Medicine and Rehabilitation, Wan-Fang Hospital, Taipei Medical University, Taipei, Taiwan
| |
Collapse
|