Pseudo-Locomotion Design with a Quadrotor-Assisted Biped Robot
Azumi Maekawa, Ryuma Niiyama, Shunji Yamanaka
- Year
- 2018
- Citations
- 6
Abstract
Real-world mechanical characters play an important role in our daily lives and provide rich experiences. This study presents a novel approach to develop a biped robot that has the ability to display walking appearance with dynamic mobility, regardless of its environment. We utilize a quadrotor as an overhead tether to provide mobility and stability. Using the thrust of the rotors, we developed a biped robot for entertainment purpose. It is able to move agilely using novel foot trajectory generation. This method focuses on the velocity of the robot's foot that is in contact with the ground. The control policy is designed to generate in the robot's legs such that it reduces the velocity of the foot in contact with the ground to zero. The policy used for the foot trajectory generation is trained by deep reinforcement learning with a physics-based simulator.
Keywords
Related papers
Statistical Learning Theory
Yuhai Wu, Vladimir Vapnik
1999
Artificial intelligence: a modern approach
1995
Applied Nonlinear Control
Jean-Jacques Slotine, Weiping Li
1991
A new optimizer using particle swarm theory
R.C. Eberhart, James Kennedy
2002