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 …
considerable amount of behavioral data obtained from walking and standing stick insects. It …
[HTML][HTML] Decentralized control and local information for robust and adaptive decentralized deep reinforcement learning
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 …
responses relying on local sensory information. In contrast, the current trend of Deep …
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 …
challenging task, as many degrees of freedom have to be coordinated. Solutions proposed …
Wall-following control of a hexapod robot using a data-driven fuzzy controller learned through differential evolution
CF Juang, YH Chen, YH Jhan - IEEE Transactions on Industrial …, 2014 - ieeexplore.ieee.org
This paper proposes the use of evolutionary fuzzy control for a wall-following hexapod robot.
The data-driven fuzzy controller (FC) is learned through an adaptive group-based differential …
The data-driven fuzzy controller (FC) is learned through an adaptive group-based differential …
Integrative biomimetics of autonomous hexapedal locomotion
Despite substantial advances in many different fields of neurorobotics in general, and
biomimetic robots in particular, a key challenge is the integration of concepts: to collate and …
biomimetic robots in particular, a key challenge is the integration of concepts: to collate and …
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 …
body actuators, therefore controlling 22 DoFs, is not a trivial task. Already simple forward …
Sprawling quadruped robot driven by decentralized control with cross-coupled sensory feedback between legs and trunk
Quadruped animals achieve agile and highly adaptive locomotion owing to the coordination
between their legs and other body parts, such as the trunk, head, and tail, that is, body–limb …
between their legs and other body parts, such as the trunk, head, and tail, that is, body–limb …
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 …
time is flexible and extremely adaptive. Many motor control approaches have taken …
Mantisbot is a robotic model of visually guided motion in the praying mantis
NS Szczecinski, AP Getsy, JP Martin… - Arthropod structure & …, 2017 - Elsevier
Insects use highly distributed nervous systems to process exteroception from head sensors,
compare that information with state-based goals, and direct posture or locomotion toward …
compare that information with state-based goals, and direct posture or locomotion toward …
Distributed recurrent neural forward models with synaptic adaptation and CPG-based control for complex behaviors of walking robots
S Dasgupta, D Goldschmidt, F Wörgötter… - Frontiers in …, 2015 - frontiersin.org
Walking animals, like stick insects, cockroaches or ants, demonstrate a fascinating range of
locomotive abilities and complex behaviors. The locomotive behaviors can consist of a …
locomotive abilities and complex behaviors. The locomotive behaviors can consist of a …