Robust biped locomotion using deep reinforcement learning on top of an analytical control approach (original) (raw)

Learning CPG-based Biped Locomotion with a Policy Gradient Method: Application to a Humanoid Robot

Gen Endo

The International Journal of Robotics Research, 2008

View PDFchevron_right

On Global Optimization of Walking Gaits for the Compliant Humanoid Robot COMAN Using Reinforcement Learning

Petar Kormushev

2012

View PDFchevron_right

Dynamic Control Algorithm for Biped Walking Based on Policy Gradient Fuzzy Reinforcement Learning

Sci. Aleksandar D. Rodic

Proceedings of the 17th IFAC World Congress, 2008, 2008

View PDFchevron_right

Robust Humanoid Locomotion Using Trajectory Optimization and Sample-Efficient Learning

S. Ali A.

2019 IEEE-RAS 19th International Conference on Humanoid Robots (Humanoids), 2019

View PDFchevron_right

Biped locomotion methodologies applied to humanoid robotics

Luis Paulo Reis

2008

View PDFchevron_right

Optimization of humanoid walking controller: Crossing the reality gap

Miguel Oliveira

2013 13th IEEE-RAS International Conference on Humanoid Robots (Humanoids), 2013

View PDFchevron_right

Development and control of autonomous, biped locomotion using efficient modeling, simulation, and optimization techniques

Dirk Wollherr

2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422), 2003

View PDFchevron_right

Contextual Policy Search for Linear and Nonlinear Generalization of a Humanoid Walking Controller

Luis Paulo Reis

Journal of Intelligent & Robotic Systems, 2016

View PDFchevron_right

Learning to Walk Fast: Optimized Hip Height Movement for Simulated and Real Humanoid Robots

Luis Paulo Reis

Journal of Intelligent and Robotic Systems, 2015

View PDFchevron_right

A modular framework to generate robust biped locomotion: from planning to control

Artur Pereira

SN Applied Sciences

View PDFchevron_right

Machine Optimisation of Dynamic Gait Parameters for Bipedal Walking

Martin Mason

View PDFchevron_right

Versatile Locomotion Planning and Control for Humanoid Robots

Steven Jens Jorgensen

Frontiers in Robotics and AI, 2021

View PDFchevron_right

Toward Fast Policy Search for Learning Legged Locomotion

Marc Deisenroth

View PDFchevron_right

Optimization of a Compact Model for the Compliant Humanoid Robot COMAN Using Reinforcement Learning

Luca Colasanto

Cybernetics and Information Technologies, 2000

View PDFchevron_right

Hybrid Model for Passive Locomotion Control of a Biped Humanoid:The Artificial Neural Network Approach

Vijay Bhaskar Semwal

International Journal of Interactive Multimedia and Artificial Intelligence

View PDFchevron_right

Learning cpg sensory feedback with policy gradient for biped locomotion for a full-body humanoid

Gen Endo

2005

View PDFchevron_right

The Study on the Learning of Walking Gaits for Biped Robots

Kao-Shing Hwang Hwang

6th IFAC Symposium on Mechatronic Systems, 2013, 2013

View PDFchevron_right

Learning hybrid locomotion skills—Learn to exploit residual actions and modulate model-based gait control

Luis Paulo Reis

Frontiers in Robotics and AI, 2023

View PDFchevron_right

Reinforcement learning for humanoid robots���policy gradients and beyond

Stefan Schaal

Third IEEE International Conference on Humanoid Robotics, 2003

View PDFchevron_right

Bipedal walking energy minimization by reinforcement learning with evolving policy parameterization

Petar Kormushev

2011

View PDFchevron_right

Learning Memory-Based Control for Human-Scale Bipedal Locomotion

Lorenzo Bermillo

Robotics: Science and Systems XVI, 2020

View PDFchevron_right

Hierarchical Control for Bipedal Locomotion using Central Pattern Generators and Neural Networks

Stefan Wermter

2019 Joint IEEE 9th International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob), 2019

View PDFchevron_right

A framework for learning biped locomotion with dynamical movement primitives

Stefan Schaal

2004

View PDFchevron_right

Efficient Walking Speed Optimization of a Humanoid Robot

Hajime Sakamoto

The International Journal of Robotics Research, 2009

View PDFchevron_right

A Hierarchical Framework to Generate Robust Biped Locomotion Based on Divergent Component of Motion

Artur Pereira

ArXiv, 2019

View PDFchevron_right

Learning from Demonstration and Adaptation of Biped Locomotion with Dynamical Movement Primitives

Gen Endo

Ras, 2003

View PDFchevron_right

Learning Sensory Feedback to CPG with Policy Gradient for Biped Locomotion

Takamitsu Matsubara

Proceedings of the 2005 IEEE International Conference on Robotics and Automation, 2005

View PDFchevron_right

Model-Free Control Methods for Gait and Standing Push Recovery in Bipedal Humanoid Robots

Jerry Sweafford

UAH Dissertation, 2023

View PDFchevron_right

Motion capture and reinforcement learning of dynamically stable humanoid movement primitives

Tadej Petrič, Andrej Gams

2013 IEEE International Conference on Robotics and Automation, 2013

View PDFchevron_right