[HTML][HTML] Walknet, a bio-inspired controller for hexapod walking

M Schilling, T Hoinville, J Schmitz, H Cruse - Biological cybernetics, 2013 - Springer
Walknet comprises an artificial neural network that allows for the simulation of a
considerable amount of behavioral data obtained from walking and standing stick insects. It …

[HTML][HTML] Adaptive control strategies for interlimb coordination in legged robots: a review

S Aoi, P Manoonpong, Y Ambe, F Matsuno… - Frontiers in …, 2017 - frontiersin.org
Walking animals produce adaptive interlimb coordination during locomotion in accordance
with their situation. Interlimb coordination is generated through the dynamic interactions of …

[HTML][HTML] Decentralized control and local information for robust and adaptive decentralized deep reinforcement learning

M Schilling, A Melnik, FW Ohl, HJ Ritter, B Hammer - Neural Networks, 2021 - Elsevier
Decentralization is a central characteristic of biological motor control that allows for fast
responses relying on local sensory information. In contrast, the current trend of Deep …

Quadrupedal gaits in hexapod animals–inter-leg coordination in free-walking adult stick insects

M Grabowska, E Godlewska… - Journal of …, 2012 - journals.biologists.com
The analysis of inter-leg coordination in insect walking is generally a study of six-legged
locomotion. For decades, the stick insect Carausius morosus has been instrumental for …

Sensory feedback induced by front-leg stepping entrains the activity of central pattern generators in caudal segments of the stick insect walking system

A Borgmann, SL Hooper, A Büschges - Journal of Neuroscience, 2009 - Soc Neuroscience
Legged locomotion results from a combination of central pattern generating network (CPG)
activity and intralimb and interlimb sensory feedback. Data on the neural basis of interlimb …

[HTML][HTML] Decentralized control of insect walking: a simple neural network explains a wide range of behavioral and neurophysiological results

M Schilling, H Cruse - PLoS computational biology, 2020 - journals.plos.org
Controlling the six legs of an insect walking in an unpredictable environment is a
challenging task, as many degrees of freedom have to be coordinated. Solutions proposed …

Multiple chaotic central pattern generators with learning for legged locomotion and malfunction compensation

G Ren, W Chen, S Dasgupta, C Kolodziejski… - Information …, 2015 - Elsevier
An originally chaotic system can be controlled into various periodic dynamics. When it is
implemented into a legged robot's locomotion control as a central pattern generator (CPG) …

[HTML][HTML] A hexapod walker using a heterarchical architecture for action selection

M Schilling, J Paskarbeit, T Hoinville… - Frontiers in …, 2013 - frontiersin.org
Moving in a cluttered environment with a six-legged walking machine that has additional
body actuators, therefore controlling 22 DoFs, is not a trivial task. Already simple forward …

[HTML][HTML] Fault-tolerant tripod gait planning and verification of a hexapod robot

Y Liu, X Fan, L Ding, J Wang, T Liu, H Gao - Applied Sciences, 2020 - mdpi.com
Featured Application This study investigated a new method to generate a fault-tolerant gait
of a hexapod robot. The adjustment measure is put forward to improve the stability margin …

An approach to hierarchical deep reinforcement learning for a decentralized walking control architecture

M Schilling, A Melnik - … Cognitive Architectures 2018: Proceedings of the …, 2019 - Springer
Locomotion in animals is characterized as a stable, rhythmic behavior which at the same
time is flexible and extremely adaptive. Many motor control approaches have taken …