Embodied bidirectional simulation of a spiking cortico-basal ganglia-cerebellar-thalamic brain model and a mouse musculoskeletal body model distributed across computers including the supercomputer Fugaku.

Autor: Kuniyoshi Y; Graduate School of Informatics and Engineering, The University of Electro-Communications, Tokyo, Japan., Kuriyama R; Graduate School of Informatics and Engineering, The University of Electro-Communications, Tokyo, Japan., Omura S; Graduate School of Informatics and Engineering, The University of Electro-Communications, Tokyo, Japan., Gutierrez CE; Neural Computation Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa, Japan., Sun Z; Image Processing Research Team, Center for Advanced Photonics, RIKEN, Saitama, Japan.; Computational Engineering Applications Unit, Head Office for Information Systems and Cybersecurity, RIKEN, Saitama, Japan., Feldotto B; Robotics, Artificial Intelligence and Real-Time Systems, Faculty of Informatics, Technical University of Munich, Munich, Germany., Albanese U; Department of Excellence in Robotics and AI, The BioRobotics Institute, Scuola Superiore Sant'Anna, Pontedera, Italy., Knoll AC; Robotics, Artificial Intelligence and Real-Time Systems, Faculty of Informatics, Technical University of Munich, Munich, Germany., Yamada T; Graduate School of Information Science and Technology, The University of Tokyo, Tokyo, Japan., Hirayama T; Graduate School of Informatics and Engineering, The University of Electro-Communications, Tokyo, Japan., Morin FO; Robotics, Artificial Intelligence and Real-Time Systems, Faculty of Informatics, Technical University of Munich, Munich, Germany., Igarashi J; Computational Engineering Applications Unit, Head Office for Information Systems and Cybersecurity, RIKEN, Saitama, Japan.; Center for Computational Science, RIKEN, Hyogo, Japan., Doya K; Neural Computation Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa, Japan., Yamazaki T; Graduate School of Informatics and Engineering, The University of Electro-Communications, Tokyo, Japan.
Jazyk: angličtina
Zdroj: Frontiers in neurorobotics [Front Neurorobot] 2023 Oct 05; Vol. 17, pp. 1269848. Date of Electronic Publication: 2023 Oct 05 (Print Publication: 2023).
DOI: 10.3389/fnbot.2023.1269848
Abstrakt: Embodied simulation with a digital brain model and a realistic musculoskeletal body model provides a means to understand animal behavior and behavioral change. Such simulation can be too large and complex to conduct on a single computer, and so distributed simulation across multiple computers over the Internet is necessary. In this study, we report our joint effort on developing a spiking brain model and a mouse body model, connecting over the Internet, and conducting bidirectional simulation while synchronizing them. Specifically, the brain model consisted of multiple regions including secondary motor cortex, primary motor and somatosensory cortices, basal ganglia, cerebellum and thalamus, whereas the mouse body model, provided by the Neurorobotics Platform of the Human Brain Project, had a movable forelimb with three joints and six antagonistic muscles to act in a virtual environment. Those were simulated in a distributed manner across multiple computers including the supercomputer Fugaku, which is the flagship supercomputer in Japan, while communicating via Robot Operating System (ROS). To incorporate models written in C/C++ in the distributed simulation, we developed a C++ version of the rosbridge library from scratch, which has been released under an open source license. These results provide necessary tools for distributed embodied simulation, and demonstrate its possibility and usefulness toward understanding animal behavior and behavioral change.
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 © 2023 Kuniyoshi, Kuriyama, Omura, Gutierrez, Sun, Feldotto, Albanese, Knoll, Yamada, Hirayama, Morin, Igarashi, Doya and Yamazaki.)
Databáze: MEDLINE