Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm
Por um escritor misterioso
Last updated 05 julho 2024
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://static.hindawi.com/articles/ddns/volume-2022/8292571/figures/8292571.fig.004.jpg)
Topspin is one of the most widely used hitting techniques in a tennis match and it is an effective tool to win over the opponent. Hence, flight path simulation of a spinning ball can be a tremendous analysis tool to help tennis players perfect their game. This article proposes a fuzzy logic model based on the principles of kinematics and mechanics. This study analyzes the physical characteristics of a spinning ball during the flight process, which are divided into two categories: the characteristics of the ball on impact (including the floating and rotating it causes) and the landing rebound characteristics. These two characteristics are considered as the constraints of the flight path simulation and the inputs of the fuzzy logic model. Fuzzy logic is used to fuzzify the impact and landing rebound information of the ball based on the knowledge base, solve the problem, and finally defuzzify the results into crisp outputs, that is, accurate flight trajectory. The simulation results show that the estimation error of the proposed model is lower than 3.7 cm/s and 0.9°, and the success rate of accurate topspin execution is 100%, indicating that the proposed model is effective to train tennis players.
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://www.mdpi.com/applsci/applsci-12-04429/article_deploy/html/images/applsci-12-04429-g001.png)
Applied Sciences, Free Full-Text
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://journals.sagepub.com/cms/10.5772/58526/asset/images/large/10.5772_58526-fig3.jpeg)
Using a 3DOF Parallel Robot and a Spherical Bat to Hit a Ping-Pong Ball - Alberto Trasloheros, José M. Sebastián, Jesús Torrijos, Ricardo Carelli, Flavio Roberti, 2014
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://static.hindawi.com/articles/complexity/volume-2021/3563077/figures/3563077.fig.001.jpg)
Simulation of Tennis Match Scene Classification Algorithm Based on Adaptive Gaussian Mixture Model Parameter Estimation
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://www.researchgate.net/publication/329418828/figure/fig8/AS:702199155937282@1544428733490/Comparison-of-projections-of-the-trajectories-of-three-spinning-balls-and-one-no-spinning.png)
Comparison of projections of the trajectories of three spinning balls
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://journals.sagepub.com/cms/10.5772/58526/asset/images/large/10.5772_58526-fig12.jpeg)
Using a 3DOF Parallel Robot and a Spherical Bat to Hit a Ping-Pong Ball - Alberto Trasloheros, José M. Sebastián, Jesús Torrijos, Ricardo Carelli, Flavio Roberti, 2014
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://media.springernature.com/lw685/springer-static/image/art%3A10.1007%2Fs40435-022-00921-9/MediaObjects/40435_2022_921_Fig7_HTML.png)
Tennis ball trajectory estimation using GA-based fuzzy adaptive nonlinear observer
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://journals.sagepub.com/cms/10.1177/1754337118815021/asset/images/large/10.1177_1754337118815021-fig5.jpeg)
Studies and simulations on the flight trajectories of spinning table tennis ball via high-speed camera vision tracking system - Ping Wang, Qian Zhang, Yinli Jin, Feng Ru, 2019
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://d3i71xaburhd42.cloudfront.net/a551e812888db8693c08aa8322c8c13a86cd41b7/65-Figure10-1.png)
Modeling of Impact Dynamics of a Tennis Ball With a Flat Surface
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://journals.sagepub.com/cms/10.5772/58526/asset/images/large/10.5772_58526-fig6.jpeg)
Using a 3DOF Parallel Robot and a Spherical Bat to Hit a Ping-Pong Ball - Alberto Trasloheros, José M. Sebastián, Jesús Torrijos, Ricardo Carelli, Flavio Roberti, 2014
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://www.mdpi.com/applsci/applsci-13-03461/article_deploy/html/images/applsci-13-03461-g007.png)
Applied Sciences, Free Full-Text
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://journals.sagepub.com/cms/10.1177/1754337118815021/asset/images/large/10.1177_1754337118815021-fig10.jpeg)
Studies and simulations on the flight trajectories of spinning table tennis ball via high-speed camera vision tracking system - Ping Wang, Qian Zhang, Yinli Jin, Feng Ru, 2019
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://www.frontiersin.org/files/Articles/820028/fnbot-16-820028-HTML/image_m/fnbot-16-820028-g003.jpg)
Frontiers Application of Table Tennis Ball Trajectory and Rotation-Oriented Prediction Algorithm Using Artificial Intelligence
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://journals.sagepub.com/cms/10.1177/1754337118815021/asset/images/large/10.1177_1754337118815021-fig11.jpeg)
Studies and simulations on the flight trajectories of spinning table tennis ball via high-speed camera vision tracking system - Ping Wang, Qian Zhang, Yinli Jin, Feng Ru, 2019
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://media.springernature.com/lw685/springer-static/image/art%3A10.1007%2Fs00500-023-09215-4/MediaObjects/500_2023_9215_Fig8_HTML.png)
Hybrid LSTM and GAN model for action recognition and prediction of lawn tennis sport activities
![Simulation of Tennis Spinning Ball Flight Path Based on Fuzzy Reasoning Algorithm](https://encyclopedia.pub/media/item_content/202205/6285b0f0617c3applsci-12-04429-g010.png)
Traditional Computer-Vision Methods Implemented in Sports
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