دورية أكاديمية

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

التفاصيل البيبلوغرافية
العنوان: 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
المؤلفون: Yusuke Kuniyoshi, Rin Kuriyama, Shu Omura, Carlos Enrique Gutierrez, Zhe Sun, Benedikt Feldotto, Ugo Albanese, Alois C. Knoll, Taiki Yamada, Tomoya Hirayama, Fabrice O. Morin, Jun Igarashi, Kenji Doya, Tadashi Yamazaki
المصدر: Frontiers in Neurorobotics, Vol 17 (2023)
بيانات النشر: Frontiers Media S.A., 2023.
سنة النشر: 2023
المجموعة: LCC:Neurosciences. Biological psychiatry. Neuropsychiatry
مصطلحات موضوعية: spiking neural networks, musculoskeletal model, distributed simulation, Fugaku, Neurorobotics Platform, ROS, Neurosciences. Biological psychiatry. Neuropsychiatry, RC321-571
الوصف: 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.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 1662-5218
Relation: https://www.frontiersin.org/articles/10.3389/fnbot.2023.1269848/full; https://doaj.org/toc/1662-5218
DOI: 10.3389/fnbot.2023.1269848
URL الوصول: https://doaj.org/article/509650e08bfd4a1c872b9a9850627b04
رقم الأكسشن: edsdoj.509650e08bfd4a1c872b9a9850627b04
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:16625218
DOI:10.3389/fnbot.2023.1269848