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https://doi.org/10.1007/s10846-016-0412-6
Title: | A Framework for Coupled Simulations of Robots and Spiking Neuronal Networks | Authors: | Hinkel, G Groenda, H Krach, S Vannucci, L Denninger, O Cauli, N Ulbrich, S Roennau, A Falotico, E Gewaltig, M.-O Knoll, A Dillmann, R Laschi, C Reussner, R |
Keywords: | Computer programming languages Graphical user interfaces Image processing Neurons Problem oriented languages Robots Domain specific languages Human brain Model-driven Engineering Neurorobotics Spiking neuronal networks Neural networks |
Issue Date: | 2017 | Publisher: | Springer Netherlands | Citation: | Hinkel, G, Groenda, H, Krach, S, Vannucci, L, Denninger, O, Cauli, N, Ulbrich, S, Roennau, A, Falotico, E, Gewaltig, M.-O, Knoll, A, Dillmann, R, Laschi, C, Reussner, R (2017). A Framework for Coupled Simulations of Robots and Spiking Neuronal Networks. Journal of Intelligent and Robotic Systems: Theory and Applications 85 (1) : 71-91. ScholarBank@NUS Repository. https://doi.org/10.1007/s10846-016-0412-6 | Rights: | Attribution 4.0 International | Abstract: | Bio-inspired robots still rely on classic robot control although advances in neurophysiology allow adaptation to control as well. However, the connection of a robot to spiking neuronal networks needs adjustments for each purpose and requires frequent adaptation during an iterative development. Existing approaches cannot bridge the gap between robotics and neuroscience or do not account for frequent adaptations. The contribution of this paper is an architecture and domain-specific language (DSL) for connecting robots to spiking neuronal networks for iterative testing in simulations, allowing neuroscientists to abstract from implementation details. The framework is implemented in a web-based platform. We validate the applicability of our approach with a case study based on image processing for controlling a four-wheeled robot in an experiment setting inspired by Braitenberg vehicles. © 2016, The Author(s). | Source Title: | Journal of Intelligent and Robotic Systems: Theory and Applications | URI: | https://scholarbank.nus.edu.sg/handle/10635/179271 | ISSN: | 0921-0296 | DOI: | 10.1007/s10846-016-0412-6 | Rights: | Attribution 4.0 International |
Appears in Collections: | Elements Staff Publications |
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