TY - JOUR
T1 - Immediate Generation of Jump-and-Hit Motions by a Pneumatic Humanoid Robot Using a Lookup Table of Learned Dynamics
AU - Tanaka, Kazutoshi
AU - Nishikawa, Satoshi
AU - Niiyama, Ryuma
AU - Kuniyoshi, Yasuo
N1 - Funding Information:
Manuscript received December 17, 2020; accepted April 10, 2021. Date of publication April 30, 2021; date of current version May 25, 2021. This letter was recommended for publication by Associate Editor L. Kaul and Editor T. Asfour upon evaluation of the reviewers’ comments. This work was supported by JSPS KAKENHI under Grants JP18K18087, JP18H05466, and JP19K14936. (Corresponding author: Kazutoshi Tanaka.) The authors are with the Graduate School of Information Science, and Technology, Mechano-informatics, University of Tokyo, Tokyo 113-0033, Japan (e-mail: tanaka@isi.imi.i.u-tokyo.ac.jp; nisikawa@isi.imi.i.u-tokyo.ac.jp; niiyama@isi.imi.i.u-tokyo.ac.jp; kuniyosh@isi.imi.i.u-tokyo.ac.jp).
Publisher Copyright:
© 2016 IEEE.
PY - 2021/7
Y1 - 2021/7
N2 - This letter focuses on the jump-and-hit motion of a humanoid robot, wherein a robot instantaneously jumps forward and hits a flying ball in the air, similar to how human players behave in volleyball games. We propose a Immediate Motion generation using a Lookup table of learned dynamics (IMoLo) for generating the motions of a pneumatic humanoid robot. To test this method, we developed a humanoid robot called 'Liberobot' with eight joints applying structure-integrated pneumatic cable cylinders. Using simulations, the prediction errors of the robot hand positions during the jump-and-hit motions measured via nonlinear interpolation when using IMoLo was smaller than without it in cases having a small number of training trials. In the experiments, the robot jumped and hit the flying ball 16 times out of 20 trials using the proposed motion generation method. The results indicate that a pneumatic humanoid robot using IMoLo can instantaneously perform dynamic whole-body motions, such as jump-and-hit motions, with a changing target within a specified time. Our humanoid robot is the first pneumatic humanoid robot capable of executing such dynamic motions.
AB - This letter focuses on the jump-and-hit motion of a humanoid robot, wherein a robot instantaneously jumps forward and hits a flying ball in the air, similar to how human players behave in volleyball games. We propose a Immediate Motion generation using a Lookup table of learned dynamics (IMoLo) for generating the motions of a pneumatic humanoid robot. To test this method, we developed a humanoid robot called 'Liberobot' with eight joints applying structure-integrated pneumatic cable cylinders. Using simulations, the prediction errors of the robot hand positions during the jump-and-hit motions measured via nonlinear interpolation when using IMoLo was smaller than without it in cases having a small number of training trials. In the experiments, the robot jumped and hit the flying ball 16 times out of 20 trials using the proposed motion generation method. The results indicate that a pneumatic humanoid robot using IMoLo can instantaneously perform dynamic whole-body motions, such as jump-and-hit motions, with a changing target within a specified time. Our humanoid robot is the first pneumatic humanoid robot capable of executing such dynamic motions.
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U2 - 10.1109/LRA.2021.3076959
DO - 10.1109/LRA.2021.3076959
M3 - Article
AN - SCOPUS:85105051691
SN - 2377-3766
VL - 6
SP - 5557
EP - 5564
JO - IEEE Robotics and Automation Letters
JF - IEEE Robotics and Automation Letters
IS - 3
M1 - 9420244
ER -