Deep reinforcement learning for humanoid robot behaviors

AFV Muzio, MROA Maximo, T Yoneyama - Journal of Intelligent & Robotic …, 2022 - Springer
Abstract RoboCup 3D Soccer Simulation is a robot soccer competition based on a high-
fidelity simulator with autonomous humanoid agents, making it an interesting testbed for …

Learning humanoid robot running motions with symmetry incentive through proximal policy optimization

LC Melo, DC Melo, MROA Maximo - Journal of Intelligent & Robotic …, 2021 - Springer
This article contributes with a methodology based on deep reinforcement learning to
develop running skills in a humanoid robot with no prior knowledge. Specifically, the …

Learning push recovery behaviors for humanoid walking using deep reinforcement learning

DC Melo, MROA Maximo, AM da Cunha - Journal of Intelligent & Robotic …, 2022 - Springer
The development of a robust and versatile biped walking engine might be considered one of
the hardest problems in Mobile Robotics. Even well-developed cities contains obstacles that …

Cooperative and decentralized decision-making for loyal wingman UAVs

L Giacomossi, SS Dias, JF Brancalion… - 2021 Latin American …, 2021 - ieeexplore.ieee.org
With the application of decision-making techniques, it is possible to automate many of the
intelligent decisions of UAVs, leaving human commanders to focus on higher-level …

Imitation learning of a model predictive controller for real-time humanoid robot walking

GBA Vítor, DC Melo, MROA Maximo… - … Applications of Artificial …, 2025 - Elsevier
Bipedal walking is an especially challenging task for humanoid robots, as it requires a
robust controller to make a humanoid robot walk stably and react to disturbances. State-of …

[PDF][PDF] Optimizing a quadruped robot: a comparison of two methods

R Pastor, Z BOBOVSKY, P OSCADAL… - MM Science …, 2021 - forum.robotis.com
When designing a robot, its morphology, sensory apparatus, motor system, control
architecture, and other aspects need to be considered. All of these aspects interact and …

Optimal walking gait generator for biped robot using modified Jaya optimization technique

HPH Anh, TT Huan - International Journal of Computational Intelligence …, 2020 - Springer
This paper treats the optimization of the biped walking trajectory that can be used as a
reference trajectory for control. The biped robot is modeled as a kinetic chain of 11 links …

Optimal nature-walking gait for humanoid robot using Jaya optimization algorithm

TT Huan, HPH Anh, C Van Kien - Advances in Mechanical …, 2019 - journals.sagepub.com
This article proposes a new method used to optimize the design process of nature-walking
gait generator that permits biped robot to stably and naturally walk with preset foot-lift …

Energy efficient walking: combining height variation of the center of mass and curved feet

CCD Silva, MROA Maximo, LCS Góes - Journal of the Brazilian Society of …, 2024 - Springer
We use characteristics inspired by the human gait to reduce the energy expenditure of
walking in low-cost humanoid robots. Our contribution is to implement the height variation of …

Optimal stable gait for nonlinear uncertain humanoid robot using central force optimization algorithm

TT Huan, HPH Anh - Engineering Computations, 2019 - emerald.com
Purpose The purpose of this paper is to design a novel optimized biped robot gait generator
which plays an important role in helping the robot to move forward stably. Based on a …