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Comparison of Kinetic Characteristics of Footwork during Stroke in Table Tennis: Cross-Step and Chasse Step
Published on: June 16, 2021
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Opponent Hitting Behavior Prediction and Ball Location Control for a Table Tennis Robot
Yunfeng Ji1, Yue Mao2, Fangfei Suo2
1Institute of Machine Intelligence, University of Shanghai for Science and Technology, Shanghai 200093, China.
Biomimetics (Basel, Switzerland)
|June 27, 2023
Summary
This study introduces a novel table tennis robot framework that adapts to opponent hitting behaviors for improved accuracy. The system classifies opponent actions and uses a specialized mechanical structure and visual module for precise ball returns.
Area of Science:
- Robotics
- Artificial Intelligence
- Sports Technology
Background:
- Table tennis robot control often overlooks opponent interaction, limiting hitting accuracy.
- Existing systems lack adaptability to diverse opponent playing styles.
Purpose of the Study:
- To develop an advanced table tennis robot framework that incorporates opponent hitting behavior analysis.
- To enhance ball return accuracy and robot adaptability in table tennis.
Main Methods:
- Classifying opponent strokes into four categories: forehand attacking, forehand rubbing, backhand attacking, and backhand rubbing.
- Designing a robot arm with a two-dimensional slide rail for an expanded workspace.
- Integrating a visual module for capturing opponent motion sequences.
- Utilizing quintic polynomial trajectory planning for smooth robot motion control based on predicted ball trajectories.
Main Results:
- The proposed framework demonstrates effective integration of opponent behavior analysis for ball return.
- The specialized mechanical structure and visual module enable comprehensive motion capture and workspace coverage.
- Quintic polynomial trajectory planning ensures smooth and stable robot hitting control.
- Experimental results validate the strategy's effectiveness in achieving accurate ball returns.
Conclusions:
- The novel framework significantly improves table tennis robot performance by considering opponent behaviors.
- The system offers a robust solution for adaptive and accurate ball returns in robotic table tennis.
- This research advances the field of human-robot interaction in dynamic sports environments.
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