A Functional Subnetwork Approach to Designing Synthetic Nervous Systems That Control Legged Robot Locomotion
Open Access
- 9 August 2017
- journal article
- research article
- Published by Frontiers Media SA in Frontiers in Neurorobotics
- Vol. 11, 37
Abstract
A dynamical model of an animal’s nervous system, or synthetic nervous system (SNS), is a potentially transformational control method. Due to increasingly detailed data on the connectivity and dynamics of both mammalian and insect nervous systems, controlling a legged robot with an SNS is largely a problem of parameter tuning. Our approach to this problem is to design functional subnetworks that perform specific operations, and then assemble them into larger models of the nervous system. In this paper, we present networks that perform addition, subtraction, multiplication, division, differentiation, and integration of incoming signals. Parameters are set within each subnetwork to produce the desired output by utilizing the operating range of neural activity, $R$, the gain of the operation, $k$, and bounds based on biological values. The assembly of large networks from functional subnetworks underpins our recent results with MantisBot.
Keywords
Funding Information
- National Aeronautics and Space Administration (NNX12AN24H)
This publication has 39 references indexed in Scilit:
- Walknet, a bio-inspired controller for hexapod walkingBiological Cybernetics, 2013
- Connecting a Connectome to Behavior: An Ensemble of Neuroanatomical Models of C. elegans KlinotaxisPLOS Computational Biology, 2013
- Task-level feedback can explain temporal recruitment of spatially fixed muscle synergies throughout postural perturbationsJournal of Neurophysiology, 2012
- Multiple models to capture the variability in biological neurons and networksNature Neuroscience, 2011
- An inter-segmental network model and its use in elucidating gait-switches in the stick insectJournal of Computational Neuroscience, 2010
- Control of oscillation periods and phase durations in half-center central pattern generators: a comparative mechanistic analysisJournal of Computational Neuroscience, 2009
- Evolving a Neural Model of Insect Path IntegrationAdaptive Behavior, 2007
- Load sensing and control of posture and locomotionArthropod Structure & Development, 2004
- Simplifying the complexities of maintaining balanceIEEE Engineering in Medicine and Biology Magazine, 2003
- Common Principles of Motor Control in Vertebrates and InvertebratesAnnual Review of Neuroscience, 1993