AIMY: An Open-source Table Tennis Ball Launcher for Versatile and High-fidelity Trajectory Generation

10/12/2022
by   Alexander Dittrich, et al.
0

To approach the level of advanced human players in table tennis with robots, generating varied ball trajectories in a reproducible and controlled manner is essential. Current ball launchers used in robot table tennis either do not provide an interface for automatic control or are limited in their capabilities to adapt speed, direction, and spin of the ball. For these reasons, we present AIMY, a three-wheeled open-hardware and open-source table tennis ball launcher, which can generate ball speeds and spins of up to 15.44 m/s and 192/s, respectively, which are comparable to advanced human players. The wheel speeds, launch orientation and time can be fully controlled via an open Ethernet or Wi-Fi interface. We provide a detailed overview of the core design features, as well as open source the software to encourage distribution and duplication within and beyond the robot table tennis research community. We also extensively evaluate the ball launcher's accuracy for different system settings and learn to launch a ball to desired locations. With this ball launcher, we enable long-duration training of robot table tennis approaches where the complexity of the ball trajectory can be automatically adjusted, enabling large-scale real-world online reinforcement learning for table tennis robots.

READ FULL TEXT

page 1

page 3

page 6

page 13

page 14

research
03/07/2023

SpinDOE: A ball spin estimation method for table tennis robot

Spin plays a considerable role in table tennis, making a shot's trajecto...
research
10/29/2019

A Tunably Compliant Origami Mechanism for Dynamically Dexterous Robots

We present an approach to overcoming challenges in dynamical dexterity f...
research
05/20/2019

Spin Detection in Robotic Table Tennis

In table tennis the rotation (spin) of the ball plays a crucial role. A ...
research
08/20/2019

Reliable Real Time Ball Tracking for Robot Table Tennis

Robot table tennis systems require a vision system that can track the ba...
research
05/24/2023

Black-Box vs. Gray-Box: A Case Study on Learning Table Tennis Ball Trajectory Prediction with Spin and Impacts

In this paper, we present a method for table tennis ball trajectory filt...
research
02/19/2023

Table Tennis Stroke Detection and Recognition Using Ball Trajectory Data

In this work, the novel task of detecting and classifying table tennis s...
research
07/19/2020

Learning to Play Cup-and-Ball with Noisy Camera Observations

Playing the cup-and-ball game is an intriguing task for robotics researc...

Please sign up or login with your details

Forgot password? Click here to reset