Open Access
Frontiers in Neurorobotics, volume 11
Connecting Artificial Brains to Robots in a Comprehensive Simulation Framework: The Neurorobotics Platform
Egidio Falotico
1
,
Lorenzo Vannucci
1
,
Alessandro Ambrosano
1
,
Ugo Albanese
1
,
Stefan Ulbrich
2
,
Juan Camilo Vasquez Tieck
2
,
Georg Hinkel
3
,
Jacques Kaiser
2
,
Igor Peric
2
,
Oliver Denninger
3
,
Nino Cauli
4
,
Murat Kirtay
1
,
Arne Roennau
2
,
Gudrun Klinker
5
,
Axel Von Arnim
6
,
Luc Guyot
7
,
Daniel Peppicelli
7
,
Pablo Martínez-Cañada
8
,
Eduardo Ros
8
,
Patrick Maier
5
,
Sandro Weber
5
,
Manuel Huber
5
,
David Plecher
5
,
Florian Röhrbein
5
,
Stefan Deser
5
,
Alina Roitberg
5
,
Patrick van der Smagt
6
,
RÜDIGER DILLMAN
2
,
PAUL LEVI
2
,
Cecilia Laschi
1
,
Alois C. Knoll
5
,
Marc-Oliver Gewaltig
7
3
4
Computer and Robot Vision Laboratory, Instituto de Sistemas e Robotica, Instituto Superior Tecnico, Portugal
|
6
fortiss GmbH, Germany
|
Publication type: Journal Article
Publication date: 2017-01-25
Journal:
Frontiers in Neurorobotics
Q2
Q3
SJR: 0.676
CiteScore: 5.2
Impact factor: 2.6
ISSN: 16625218
Biomedical Engineering
Artificial Intelligence
Abstract
Combined efforts in the fields of neuroscience, computer science and biology allowed to design biologically realistic models of the brain based on spiking neural networks. For a proper validation of these models, an embodiment in a dynamic and rich sensory environment, where the model is exposed to a realistic sensory-motor task, is needed. Due to the complexity of these brain models that, at the current stage, cannot deal with real-time constraints, it is not possible to embed them into a real world task. Rather, the embodiment has to be simulated as well. While adequate tools exist to simulate either complex neural networks or robots and their environments, there is so far no tool that allows to easily establish a communication between brain and body models. The Neurorobotics Platform is a new web-based environment that aims to filling this gap by offering scientists and technology developers a software infrastructure allowing them to connect brain models to detailed simulations of robot bodies and environments and to use the resulting neurorobotic systems for in-silico experimentation. In order to simplify the workflow and reduce the level of the required programming skills, the platform provides editors for the specification of experimental sequences and conditions, envi-ronments, robots, and brain-body connectors. In addition to that, a variety of existing robots and environments are provided. This work presents the architecture of the first release of the Neurorobotics Platform developed in subproject 10 “Neurorobotics” of the Human Brain Project (HBP). At the current state, the Neurorobotics Platform allows researchers to design and run basic experiments in neurorobotics using simulated robots and simulated environments linked to simplified versions of brain models. We illustrate the capabilities of the platform with three example experiments: a Braitenberg task implemented on a mobile robot, a sensory-motor learning task based on a robotic controller and a visual tracking embedding a retina model on the iCub humanoid robot. These use-cases allow to assess the applicability of the Neurorobotics Platform for robotic tasks as well as in neuroscientific experiments.
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Falotico E. et al. Connecting Artificial Brains to Robots in a Comprehensive Simulation Framework: The Neurorobotics Platform // Frontiers in Neurorobotics. 2017. Vol. 11.
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Falotico E., Vannucci L., Ambrosano A., Albanese U., Ulbrich S., Vasquez Tieck J. C., Hinkel G., Kaiser J., Peric I., Denninger O., Cauli N., Kirtay M., Roennau A., Klinker G., Von Arnim A., Guyot L., Peppicelli D., Martínez-Cañada P., Ros E., Maier P., Weber S., Huber M., Plecher D., Röhrbein F., Deser S., Roitberg A., van der Smagt P., DILLMAN R., LEVI P., Laschi C., Knoll A. C., Gewaltig M. Connecting Artificial Brains to Robots in a Comprehensive Simulation Framework: The Neurorobotics Platform // Frontiers in Neurorobotics. 2017. Vol. 11.
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TY - JOUR
DO - 10.3389/fnbot.2017.00002
UR - https://doi.org/10.3389/fnbot.2017.00002
TI - Connecting Artificial Brains to Robots in a Comprehensive Simulation Framework: The Neurorobotics Platform
T2 - Frontiers in Neurorobotics
AU - Falotico, Egidio
AU - Vannucci, Lorenzo
AU - Ambrosano, Alessandro
AU - Albanese, Ugo
AU - Ulbrich, Stefan
AU - Vasquez Tieck, Juan Camilo
AU - Hinkel, Georg
AU - Kaiser, Jacques
AU - Peric, Igor
AU - Denninger, Oliver
AU - Cauli, Nino
AU - Kirtay, Murat
AU - Roennau, Arne
AU - Klinker, Gudrun
AU - Von Arnim, Axel
AU - Guyot, Luc
AU - Peppicelli, Daniel
AU - Martínez-Cañada, Pablo
AU - Ros, Eduardo
AU - Maier, Patrick
AU - Weber, Sandro
AU - Huber, Manuel
AU - Plecher, David
AU - Röhrbein, Florian
AU - Deser, Stefan
AU - Roitberg, Alina
AU - van der Smagt, Patrick
AU - DILLMAN, RÜDIGER
AU - LEVI, PAUL
AU - Laschi, Cecilia
AU - Knoll, Alois C.
AU - Gewaltig, Marc-Oliver
PY - 2017
DA - 2017/01/25
PB - Frontiers Media S.A.
VL - 11
SN - 1662-5218
ER -
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@article{2017_Falotico,
author = {Egidio Falotico and Lorenzo Vannucci and Alessandro Ambrosano and Ugo Albanese and Stefan Ulbrich and Juan Camilo Vasquez Tieck and Georg Hinkel and Jacques Kaiser and Igor Peric and Oliver Denninger and Nino Cauli and Murat Kirtay and Arne Roennau and Gudrun Klinker and Axel Von Arnim and Luc Guyot and Daniel Peppicelli and Pablo Martínez-Cañada and Eduardo Ros and Patrick Maier and Sandro Weber and Manuel Huber and David Plecher and Florian Röhrbein and Stefan Deser and Alina Roitberg and Patrick van der Smagt and RÜDIGER DILLMAN and PAUL LEVI and Cecilia Laschi and Alois C. Knoll and Marc-Oliver Gewaltig},
title = {Connecting Artificial Brains to Robots in a Comprehensive Simulation Framework: The Neurorobotics Platform},
journal = {Frontiers in Neurorobotics},
year = {2017},
volume = {11},
publisher = {Frontiers Media S.A.},
month = {jan},
url = {https://doi.org/10.3389/fnbot.2017.00002},
doi = {10.3389/fnbot.2017.00002}
}