Preprint FZJ-2020-05102

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Usage and scaling of an open-source spiking multi-area model of monkey cortex

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2020

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Abstract: We are entering an age of ‘big’ computational neuroscience, in which neural network models are increasing in size and in numbers of underlying data sets. Consolidating the zoo of models into large-scale models simultaneously consistent with a wide range of data is only possible through the effort of large teams, which can be spread across multiple research institutions. To ensure that computational neuroscientists can build on each other’s work, it is important to make models publicly available as well-documented code. This chapter describes such an open-source model, which relates the connectivity structure of all vision-related cortical areas of the macaque monkey with their resting-state dynamics. We give a brief overview of how to use the executable model specification, which employs NEST as simulation engine, and show its runtime scaling. The solutions found serve as an example for organizing the workflow of future models from the raw experimental data to the visualization of the results, expose the challenges, and give guidance for the construction of ICT infrastructure for neuroscience.


Contributing Institute(s):
  1. Computational and Systems Neuroscience (INM-6)
  2. Theoretical Neuroscience (IAS-6)
  3. Jara-Institut Brain structure-function relationships (INM-10)
Research Program(s):
  1. 574 - Theory, modelling and simulation (POF3-574) (POF3-574)
  2. 571 - Connectivity and Activity (POF3-571) (POF3-571)
  3. HBP SGA3 - Human Brain Project Specific Grant Agreement 3 (945539) (945539)
  4. HBP SGA2 - Human Brain Project Specific Grant Agreement 2 (785907) (785907)
  5. SPP 2041 347572269 - Integration von Multiskalen-Konnektivität und Gehirnarchitektur in einem supercomputergestützten Modell der menschlichen Großhirnrinde (347572269) (347572269)
  6. Brain-Scale Simulations (jinb33_20121101) (jinb33_20121101)
  7. HBP SGA1 - Human Brain Project Specific Grant Agreement 1 (720270) (720270)
  8. Advanced Computing Architectures (aca_20190115) (aca_20190115)

Appears in the scientific report 2020
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OpenAccess
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The record appears in these collections:
Institute Collections > INM > INM-10
Institute Collections > IAS > IAS-6
Institute Collections > INM > INM-6
Document types > Reports > Preprints
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Open Access

 Record created 2020-12-09, last modified 2024-03-13


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