Evidence map›Paper›PMID 37867618›Full record

ArticleFrontiers in neurorobotics2023

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.

Yusuke Kuniyoshi, Rin Kuriyama, Shu Omura, Carlos Enrique Gutierrez, Zhe Sun, Benedikt Feldotto, Ugo Albanese, Alois C Knoll, Taiki Yamada, Tomoya Hirayama and 4 more

Open access · goldAbstract read
In one paragraph

Article in Frontiers in neurorobotics, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
1.2field-weighted citation impact, top 21% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed, 7 citations in OpenAlex.

  1. Article
  2. Abnormal activity in the brainstem affects gait in a neuromusculoskeletal model.Journal of neuroengineering and rehabilitation · 2025
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

14 authors at 7 institutions in 3 countries.

Yusuke KuniyoshiGraduate School of Informatics and Engineering, The University of Electro-Communications, Tokyo, Japan.
Rin KuriyamaGraduate School of Informatics and Engineering, The University of Electro-Communications, Tokyo, Japan.
Shu OmuraGraduate School of Informatics and Engineering, The University of Electro-Communications, Tokyo, Japan.
Carlos Enrique GutierrezNeural Computation Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa, Japan.
Zhe SunImage Processing Research Team, Center for Advanced Photonics, RIKEN, Saitama, Japan.
Benedikt FeldottoRobotics, Artificial Intelligence and Real-Time Systems, Faculty of Informatics, Technical University of Munich, Munich, Germany.
Ugo AlbaneseDepartment of Excellence in Robotics and AI, The BioRobotics Institute, Scuola Superiore Sant'Anna, Pontedera, Italy.
Alois C KnollRobotics, Artificial Intelligence and Real-Time Systems, Faculty of Informatics, Technical University of Munich, Munich, Germany.
Taiki YamadaGraduate School of Information Science and Technology, The University of Tokyo, Tokyo, Japan.
Tomoya HirayamaGraduate School of Informatics and Engineering, The University of Electro-Communications, Tokyo, Japan.
Fabrice O MorinRobotics, Artificial Intelligence and Real-Time Systems, Faculty of Informatics, Technical University of Munich, Munich, Germany.
Jun IgarashiComputational Engineering Applications Unit, Head Office for Information Systems and Cybersecurity, RIKEN, Saitama, Japan.
Kenji DoyaNeural Computation Unit, Okinawa Institute of Science and Technology Graduate University, Okinawa, Japan.
Tadashi YamazakiGraduate School of Informatics and Engineering, The University of Electro-Communications, Tokyo, Japan.
University of Electro-Communications · JPTechnical University of Munich · DEOkinawa Institute of Science and Technology Graduate University · JPRIKEN Center for Advanced Photonics · JPRIKEN Center for Computational Science · JPScuola Superiore Sant'Anna · ITThe University of Tokyo · JP

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

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.

Indexed as

distributed simulationFugakumusculoskeletal modelNeurorobotics PlatformROSspiking neural networks

Identifiers

PMID37867618
PMCPMC10585105
OpenAlexW4387366789

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.