A survey of sim-to-real transfer techniques applied to reinforcement learning for bioinspired robots

W Zhu, X Guo, D Owaki, K Kutsuzawa… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The state-of-the-art reinforcement learning (RL) techniques have made innumerable
advancements in robot control, especially in combination with deep neural networks …

Learning directed locomotion in modular robots with evolvable morphologies

G Lan, M De Carlo, F van Diggelen, JM Tomczak… - Applied Soft …, 2021 - Elsevier
The vision behind this paper looks ahead to evolutionary robot systems where morphologies
and controllers are evolved together and 'newborn'robots undergo a learning process to …

Directed locomotion for modular robots with evolvable morphologies

G Lan, M Jelisavcic, DM Roijers, E Haasdijk… - Parallel Problem Solving …, 2018 - Springer
Morphologically evolving robot systems need to include a learning period right after 'birth'to
acquire a controller that fits the newly created body. In this paper, we investigate learning …

CPG driven RBF network control with reinforcement learning for gait optimization of a dung beetle-like robot

M Pitchai, X Xiong, M Thor, P Billeschou… - … Conference on Artificial …, 2019 - Springer
In this paper, we employ a central pattern generator (CPG) driven radial basis function
network (RBFN) based controller to learn optimized locomotion for a complex dung beetle …

Simulation to real: learning energy-efficient slithering gaits for a snake-like robot

Z Bing, L Cheng, K Huang… - IEEE Robotics & …, 2022 - ieeexplore.ieee.org
To resemble the body flexibility of biological snakes, snake-like robots are designed as a
chain of body modules, which gives them many degrees of freedom (DoF) on the one hand …

Reinforcement learning-based motion control for snake robots in complex environments

D Zhang, R Ju, Z Cao - Robotica, 2024 - cambridge.org
Snake robots can move flexibly due to their special bodies and gaits. However, it is difficult
to plan their motion in multi-obstacle environments due to their complex models. To solve …

Learning and chaining of motor primitives for goal-directed locomotion of a snake-like robot with screw-drive units

S Chatterjee, T Nachstedt… - International …, 2015 - journals.sagepub.com
Motor primitives provide a modular organization to complex behaviours in both vertebrates
and invertebrates. Inspired by this, here we generate motor primitives for a complex snake …

Path following for snake robot using crawler gait based on path integral reinforcement learning

R Wang, W Xi, X Guo, Y Fang - 2021 6th IEEE International …, 2021 - ieeexplore.ieee.org
This paper presents a method for snake robots with orthogonal joints to follow a path via
crawler gait. Considering snake robot system's redundancy, a novel path integral …

[PDF][PDF] Learning Energy-Efficient Slithering Gaits for a Snake-Like Robot

Z Bing, L Cheng, K Huang, A Knoll - mediatum.ub.tum.de
Inspired by the versatile locomotion skills of biological snakes, researchers have designed
many kinds of snake-like robots to mimic the structural and functional properties of their …

[PDF][PDF] VU Research Portal

D Wang - 2019 - research.vu.nl
This paper estimates the marginal accident externality of driving in Central London by
exploiting variation in traffic flow induced by the London Congestion Charge Zone using an …