Bipedal Walking Robot Control Using PMTG Architecture

被引：0
|
作者：
Danilov, Vladimir [1 ,3 ]
Klimov, Konstantin [2 ,3 ]
Kapytov, Dmitrii [2 ,3 ]
Diane, Sekou [1 ]
机构：
[1] Russian Acad Sci, Inst Control Problems, Moscow, Russia
[2] Moscow MV Lomonosov State Univ, Robot Lab, Inst Mech Lomonosov, Michurinsky Prosp 1, Moscow 119192, Russia
[3] Voltbro LCC, Moscow, Russia
来源：
SYNERGETIC COOPERATION BETWEEN ROBOTS AND HUMANS, VOL 2, CLAWAR 2023 | 2024年 / 811卷
关键词：
Reinforcement learning; Locomotion; CPG; Walking robot; LOCOMOTION;
D O I：
10.1007/978-3-031-47272-5_8
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Reinforcement learning based methods can achieve excellent results for robot locomotion control. However, their serious disadvantage is the long agent training time and large number of parameters defining its behavior. In this paper, we propose a method that significantly reduces training time. It is based on the Policy Modulating Trajectory Generator (PMTG) architecture, which uses Central Pattern Generators (CPG) as a gait generator. We tested this approach on an OpenAI BipedalWalker-v3 environment. The paper presents the results of this algorithm, showing its effectiveness in solving a locomotion problem over challenging terrain.
引用
收藏
页码：89 / 100
页数：12
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