Literature DB >> 27655341

Automating NEURON Simulation Deployment in Cloud Resources.

David B Stockton1, Fidel Santamaria2.   

Abstract

Simulations in neuroscience are performed on local servers or High Performance Computing (HPC) facilities. Recently, cloud computing has emerged as a potential computational platform for neuroscience simulation. In this paper we compare and contrast HPC and cloud resources for scientific computation, then report how we deployed NEURON, a widely used simulator of neuronal activity, in three clouds: Chameleon Cloud, a hybrid private academic cloud for cloud technology research based on the OpenStack software; Rackspace, a public commercial cloud, also based on OpenStack; and Amazon Elastic Cloud Computing, based on Amazon's proprietary software. We describe the manual procedures and how to automate cloud operations. We describe extending our simulation automation software called NeuroManager (Stockton and Santamaria, Frontiers in Neuroinformatics, 2015), so that the user is capable of recruiting private cloud, public cloud, HPC, and local servers simultaneously with a simple common interface. We conclude by performing several studies in which we examine speedup, efficiency, total session time, and cost for sets of simulations of a published NEURON model.

Entities:  

Keywords:  Cloud computing; Computational neuroscience; Computer simulation; Grid computing; NEURON (RRID:SCR_005393); NeuroManager

Mesh:

Year:  2017        PMID: 27655341      PMCID: PMC5669366          DOI: 10.1007/s12021-016-9315-8

Source DB:  PubMed          Journal:  Neuroinformatics        ISSN: 1539-2791


  18 in total

1.  ModelDB: making models publicly accessible to support computational neuroscience.

Authors:  Michele Migliore; Thomas M Morse; Andrew P Davison; Luis Marenco; Gordon M Shepherd; Michael L Hines
Journal:  Neuroinformatics       Date:  2003

Review 2.  Simulation of networks of spiking neurons: a review of tools and strategies.

Authors:  Romain Brette; Michelle Rudolph; Ted Carnevale; Michael Hines; David Beeman; James M Bower; Markus Diesmann; Abigail Morrison; Philip H Goodman; Frederick C Harris; Milind Zirpe; Thomas Natschläger; Dejan Pecevski; Bard Ermentrout; Mikael Djurfeldt; Anders Lansner; Olivier Rochel; Thierry Vieville; Eilif Muller; Andrew P Davison; Sami El Boustani; Alain Destexhe
Journal:  J Comput Neurosci       Date:  2007-07-12       Impact factor: 1.621

Review 3.  Cloud computing in medical imaging.

Authors:  George C Kagadis; Christos Kloukinas; Kevin Moore; Jim Philbin; Panagiotis Papadimitroulas; Christos Alexakos; Paul G Nagy; Dimitris Visvikis; William R Hendee
Journal:  Med Phys       Date:  2013-07       Impact factor: 4.071

4.  Fully implicit parallel simulation of single neurons.

Authors:  Michael L Hines; Henry Markram; Felix Schürmann
Journal:  J Comput Neurosci       Date:  2008-04-01       Impact factor: 1.621

5.  In silico research in the era of cloud computing.

Authors:  Joel T Dudley; Atul J Butte
Journal:  Nat Biotechnol       Date:  2010-11       Impact factor: 54.908

6.  Low-threshold potassium channels and a low-threshold calcium channel regulate Ca2+ spike firing in the dendrites of cerebellar Purkinje neurons: a modeling study.

Authors:  T Miyasho; H Takagi; H Suzuki; S Watanabe; M Inoue; Y Kudo; H Miyakawa
Journal:  Brain Res       Date:  2001-02-09       Impact factor: 3.252

7.  Neuron splitting in compute-bound parallel network simulations enables runtime scaling with twice as many processors.

Authors:  Michael L Hines; Hubert Eichner; Felix Schürmann
Journal:  J Comput Neurosci       Date:  2008-01-23       Impact factor: 1.621

8.  Early experiences in developing and managing the neuroscience gateway.

Authors:  Subhashini Sivagnanam; Amit Majumdar; Kenneth Yoshimoto; Vadim Astakhov; Anita Bandrowski; MaryAnn Martone; Nicholas T Carnevale
Journal:  Concurr Comput       Date:  2015-02-01       Impact factor: 1.536

9.  NeuroManager: a workflow analysis based simulation management engine for computational neuroscience.

Authors:  David B Stockton; Fidel Santamaria
Journal:  Front Neuroinform       Date:  2015-10-13       Impact factor: 4.081

10.  Power-Law Dynamics of Membrane Conductances Increase Spiking Diversity in a Hodgkin-Huxley Model.

Authors:  Wondimu Teka; David Stockton; Fidel Santamaria
Journal:  PLoS Comput Biol       Date:  2016-03-03       Impact factor: 4.475

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  2 in total

1.  Integrating the Allen Brain Institute Cell Types Database into Automated Neuroscience Workflow.

Authors:  David B Stockton; Fidel Santamaria
Journal:  Neuroinformatics       Date:  2017-10

2.  ARACHNE: A neural-neuroglial network builder with remotely controlled parallel computing.

Authors:  Sergey G Aleksin; Kaiyu Zheng; Dmitri A Rusakov; Leonid P Savtchenko
Journal:  PLoS Comput Biol       Date:  2017-03-31       Impact factor: 4.475

  2 in total

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