Wireless Sensor Network Technology-Based Design and Realization of Intelligent Tennis Sports System

Abstract

With the progress of the times and the development of science and technology, the scientific and technological elements infiltrated in various sports fields are increasingly enriched, which greatly improves the skills and technical and tactical levels of sports participants and sports equipment users and the development of sports items. With the increasing importance of education, people have begun to pay attention to physical education. Tennis has also received much attention in recent years. However, there are many problems in traditional tennis, such as untimely detection and irregular movements, so this paper is aimed at studying how to design an intelligent system for tennis based on wireless sensor network technology. With the development of sports, athletes have higher and higher requirements for themselves. However, traditional training has been unable to find their own mistakes in time, and the intelligent tennis system can not only analyze the data information of tennis in the air but also provide users with various sports analysis data to help players find specific problems and achieve the purpose of comprehensively improving tennis skills. This paper presents the development of wireless sensor networks and tennis and introduces the concepts of wireless sensor networks and tennis. From the data of the experiment in the text, we can see that the growth rate of tennis courses offered in colleges and universities increased from about 4% to about 24% in 2019, an increase of 20%. In 2020, the growth rate of tennis courses in colleges and universities increased from about 21% to about 33%, an increase of 12%. It can be seen that in recent years, tennis has been valued by major universities and loved by students. Therefore, it is necessary to take necessary measures for the development of tennis, and it is very meaningful to realize the intelligent system of tennis based on wireless sensor network.

An Intelligent Mobile Application to Monitor the Availability of Tennis Courts using Machine Learning and Object Detection

“…Traditional object detection typically follows a two-stage pipeline, involving a Region Proposal Network (RPN) and subsequent object classification and refinement [11]. This approach, while accurate, is computationally complex and slower, particularly for real-time applications.…”

Multitask Multi attention Residual Shrinkage Convolutional Neural Network Personalized Assessment Model of Tennis Teaching Based on Data Mining and Intelligent Recommendation

“…MMARSCNN appears to be designed for distinguishing between data, especially in tennis training. Then analyze the data is calculation in equation (12).…”

“…Depend on adaptability of several indicators, weight coefficient of healthy athlete, which represents weight index of physical index, can be calculated by dividing quality factor, characteristic value of rotated index by total characteristic value of several factors. Weighting factor utilized to generate a physical fitness method of volleyball players using data mining [11][12][13][14]. This model can effectively assess a health status, competition, and athlete's training.…”

Retracted: Wireless Sensor Network Technology-Based Design and Realization of Intelligent Tennis Sports System

“…Wireless Communications and Mobile Computing has retracted the article titled "Wireless Sensor Network Technology-Based Design and Realization of Intelligent Tennis Sports System" [1] due to concerns that the peer review process has been compromised.…”