ConGen-A Simulator-Agnostic Visual Language for Definition and Generation of Connectivity in Large and Multiscale Neural Networks.
Autor: | Herbers P; Simulation and Data Lab Neuroscience, Jülich Supercomputing Centre, Institute for Advanced Simulation, JARA, Forschungszentrum Jülich GmbH, Jülich, Germany., Calvo I; Department of Computer Science and Computer Architecture, Lenguajes y Sistemas Informáticos y Estadística e Investigación Operativa, Rey Juan Carlos University, Madrid, Spain., Diaz-Pier S; Simulation and Data Lab Neuroscience, Jülich Supercomputing Centre, Institute for Advanced Simulation, JARA, Forschungszentrum Jülich GmbH, Jülich, Germany., Robles OD; Department of Computer Science and Computer Architecture, Lenguajes y Sistemas Informáticos y Estadística e Investigación Operativa, Rey Juan Carlos University, Madrid, Spain.; Center for Computational Simulation, Universidad Politécnica de Madrid, Madrid, Spain., Mata S; Department of Computer Science and Computer Architecture, Lenguajes y Sistemas Informáticos y Estadística e Investigación Operativa, Rey Juan Carlos University, Madrid, Spain.; Center for Computational Simulation, Universidad Politécnica de Madrid, Madrid, Spain., Toharia P; Center for Computational Simulation, Universidad Politécnica de Madrid, Madrid, Spain.; DATSI, ETSIINF, Universidad Politécnica de Madrid, Madrid, Spain., Pastor L; Department of Computer Science and Computer Architecture, Lenguajes y Sistemas Informáticos y Estadística e Investigación Operativa, Rey Juan Carlos University, Madrid, Spain.; Center for Computational Simulation, Universidad Politécnica de Madrid, Madrid, Spain., Peyser A; Simulation and Data Lab Neuroscience, Jülich Supercomputing Centre, Institute for Advanced Simulation, JARA, Forschungszentrum Jülich GmbH, Jülich, Germany., Morrison A; Simulation and Data Lab Neuroscience, Jülich Supercomputing Centre, Institute for Advanced Simulation, JARA, Forschungszentrum Jülich GmbH, Jülich, Germany.; Institute of Neuroscience and Medicine and Institute for Advanced Simulation and JARA BRAIN Institute I, Jülich Research Centre, Jülich, Germany.; Computer Science 3 - Software Engineering, RWTH Aachen University, Aachen, Germany., Klijn W; Simulation and Data Lab Neuroscience, Jülich Supercomputing Centre, Institute for Advanced Simulation, JARA, Forschungszentrum Jülich GmbH, Jülich, Germany. |
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Jazyk: | angličtina |
Zdroj: | Frontiers in neuroinformatics [Front Neuroinform] 2022 Jan 07; Vol. 15, pp. 766697. Date of Electronic Publication: 2022 Jan 07 (Print Publication: 2021). |
DOI: | 10.3389/fninf.2021.766697 |
Abstrakt: | An open challenge on the road to unraveling the brain's multilevel organization is establishing techniques to research connectivity and dynamics at different scales in time and space, as well as the links between them. This work focuses on the design of a framework that facilitates the generation of multiscale connectivity in large neural networks using a symbolic visual language capable of representing the model at different structural levels-ConGen. This symbolic language allows researchers to create and visually analyze the generated networks independently of the simulator to be used, since the visual model is translated into a simulator-independent language. The simplicity of the front end visual representation, together with the simulator independence provided by the back end translation, combine into a framework to enhance collaboration among scientists with expertise at different scales of abstraction and from different fields. On the basis of two use cases, we introduce the features and possibilities of our proposed visual language and associated workflow. We demonstrate that ConGen enables the creation, editing, and visualization of multiscale biological neural networks and provides a whole workflow to produce simulation scripts from the visual representation of the model. Competing Interests: The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. (Copyright © 2022 Herbers, Calvo, Diaz-Pier, Robles, Mata, Toharia, Pastor, Peyser, Morrison and Klijn.) |
Databáze: | MEDLINE |
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