Software FZJ-2020-02149

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ODE-toolbox: Automatic selection and generation of integration schemes for systems of ordinary differential equations

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2020

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Abstract: Choosing the optimal solver for systems of ordinary differential equations (ODEs) is a critical step in dynamical systems simulation. ODE-toolbox is a Python package that assists in solver benchmarking, and recommends solvers on the basis of a set of user-configurable heuristics. For all dynamical equations that admit an analytic solution, ODE-toolbox generates propagator matrices that allow the solution to be calculated at machine precision. For all others, first-order update expressions are returned based on the Jacobian matrix.In addition to continuous dynamics, discrete events can be used to model instantaneous changes in system state, such as a neuronal action potential. These can be generated by the system under test as well as applied as external stimuli, making ODE-toolbox particularly well-suited for applications in computational neuroscience.


Contributing Institute(s):
  1. Jülich Supercomputing Center (JSC)
  2. Computational and Systems Neuroscience (INM-6)
  3. Theoretical Neuroscience (IAS-6)
  4. Jara-Institut Brain structure-function relationships (INM-10)
Research Program(s):
  1. 574 - Theory, modelling and simulation (POF3-574) (POF3-574)
  2. 511 - Computational Science and Mathematical Methods (POF3-511) (POF3-511)
  3. SMHB - Supercomputing and Modelling for the Human Brain (HGF-SMHB-2013-2017) (HGF-SMHB-2013-2017)
  4. HBP SGA1 - Human Brain Project Specific Grant Agreement 1 (720270) (720270)
  5. HBP SGA2 - Human Brain Project Specific Grant Agreement 2 (785907) (785907)
  6. SLNS - SimLab Neuroscience (Helmholtz-SLNS) (Helmholtz-SLNS)
  7. PhD no Grant - Doktorand ohne besondere Förderung (PHD-NO-GRANT-20170405) (PHD-NO-GRANT-20170405)

Appears in the scientific report 2020
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The record appears in these collections:
Document types > Other Resources > Software
Institute Collections > INM > INM-10
Institute Collections > IAS > IAS-6
Institute Collections > INM > INM-6
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Institute Collections > JSC
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 Record created 2020-05-29, last modified 2024-03-13


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