networkdynamics.jl

Julia package for simulating Dynamics on Networks

https://github.com/juliadynamics/networkdynamics.jl

Science Score: 77.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
    Found 8 DOI reference(s) in README
  • Academic publication links
    Links to: zenodo.org
  • Committers with academic emails
    1 of 21 committers (4.8%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (13.2%) to scientific vocabulary

Keywords

dae differential-algebraic-equations differential-equations dynamical-systems julialang networks nonlinear ode timeseries-generation

Keywords from Contributors

matrix-exponential pdes data-structures numerical fluxes polytope estimation energy-systems automatic-differentiation interface
Last synced: 6 months ago · JSON representation ·

Repository

Julia package for simulating Dynamics on Networks

Basic Info
Statistics
  • Stars: 144
  • Watchers: 7
  • Forks: 14
  • Open Issues: 28
  • Releases: 47
Topics
dae differential-algebraic-equations differential-equations dynamical-systems julialang networks nonlinear ode timeseries-generation
Created about 7 years ago · Last pushed 6 months ago
Metadata Files
Readme Changelog License Citation Zenodo

README.md

NetworkDynamics.jl

DOI

A package for working with dynamical systems on complex networks. NetworkDynamics.jl provides an interface between Graphs.jl and DifferentialEquations.jl. It allows modeling of dynamical processes on networks using a modular approach: meaning that the overall network dynamics are composed based on dynamical models for the nodes and the edges. The dynamical behavior of those components are described by differential algebraic equations with inputs and outputs.

Typical usecases for this modeling appraoch are diffusion processes, oscillator networks or power grids.

Getting started

Check out our documentation. A good place to start is the page on the mathematical model. For a more hands-on approach check out the getting started example.

An introductory talk for an older version of this package was recorded for JuliaCon2020. Be aware that the API change significantly since then, but it can still give some insights into usecases of the package.

Benchmarks

In our benchmark on the Kuramoto model NetworkDynamics.jl + DifferentialEquations.jl proved to be an especially performant solution, see https://github.com/PIK-ICoNe/NetworkDynamicsBenchmarks.

PowerDynamics.jl

PowerDynamics.jl is an open-source framework for dynamic power grid modeling and analysis build on top of NetworkDynamics.jl.

Citations

If you use NetworkDynamics.jl in your research publications, please cite our paper.

latex @article{NetworkDynamics.jl-2021, author = {Lindner, Michael and Lincoln, Lucas and Drauschke, Fenja and Koulen, Julia M. and Würfel, Hans and Plietzsch, Anton and Hellmann, Frank}, doi = {10.1063/5.0051387}, eprint = { https://doi.org/10.1063/5.0051387 }, journal = {Chaos: An Interdisciplinary Journal of Nonlinear Science}, number = {6}, pages = {063133}, title = {NetworkDynamics.jl—Composing and simulating complex networks in Julia}, url = { https://doi.org/10.1063/5.0051387 }, volume = {31}, year = {2021} }

Funding

Development of this project was in part funded by the German Federal Ministry for Economic Affairs and Climate Action as part of the OpPoDyn-Project (Project ID 01258425/1, 2024-2027).

Owner

  • Name: JuliaDynamics
  • Login: JuliaDynamics
  • Kind: organization

A Julia-based software organization for dynamical systems, nonlinear dynamics, complex systems and the complexities of the scientific life

Citation (CITATION.bib)

@article{NetworkDynamics.jl-2021,
	author = {Lindner, Michael and Lincoln, Lucas and Drauschke, Fenja and Koulen, Julia M. and Würfel, Hans and Plietzsch, Anton and Hellmann, Frank},
	doi = {10.1063/5.0051387},
	eprint = { https://doi.org/10.1063/5.0051387 },
	journal = {Chaos: An Interdisciplinary Journal of Nonlinear Science},
	number = {6},
	pages = {063133},
	title = {NetworkDynamics.jl—Composing and simulating complex networks in Julia},
	url = { https://doi.org/10.1063/5.0051387 },
	volume = {31},
	year = {2021}
}

GitHub Events

Total
  • Create event: 110
  • Commit comment event: 58
  • Release event: 19
  • Issues event: 61
  • Watch event: 11
  • Delete event: 88
  • Issue comment event: 202
  • Push event: 681
  • Pull request review event: 12
  • Pull request review comment event: 8
  • Pull request event: 181
  • Fork event: 1
Last Year
  • Create event: 110
  • Commit comment event: 58
  • Release event: 19
  • Issues event: 61
  • Watch event: 11
  • Delete event: 88
  • Issue comment event: 202
  • Push event: 681
  • Pull request review event: 12
  • Pull request review comment event: 8
  • Pull request event: 181
  • Fork event: 1

Committers

Last synced: 9 months ago

All Time
  • Total Commits: 1,185
  • Total Committers: 21
  • Avg Commits per committer: 56.429
  • Development Distribution Score (DDS): 0.472
Past Year
  • Commits: 602
  • Committers: 4
  • Avg Commits per committer: 150.5
  • Development Distribution Score (DDS): 0.101
Top Committers
Name Email Commits
Hans Würfel g****t@w****o 626
lindnemi m****r@p****e 349
Benchmark Bot b****t@e****m 56
Frank Hellmann h****n@p****e 51
Alex Penner a****p@g****m 25
JolandaKeule j****n@h****m 17
drauschk d****k@p****e 13
koulen k****n@p****e 12
Anton Plietzsch p****h@p****e 8
Jan Lisse j****e@p****e 6
CompatHelper Julia c****y@j****g 4
Paul Schultz p****z@p****e 3
antonplietzsch 4****h 3
Oskar Pfeffer o****r@p****e 3
github-actions[bot] 4****] 2
Jan Lisse j****e@g****m 2
Bowen S. Zhu b****3@s****l 1
David Weingut d****3@w****e 1
Julia TagBot 5****t 1
Michael Lindner m****a@l****x 1
kafu16 2****6 1
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 56
  • Total pull requests: 194
  • Average time to close issues: 5 months
  • Average time to close pull requests: about 1 month
  • Total issue authors: 9
  • Total pull request authors: 10
  • Average comments per issue: 2.05
  • Average comments per pull request: 1.03
  • Merged pull requests: 101
  • Bot issues: 0
  • Bot pull requests: 73
Past Year
  • Issues: 38
  • Pull requests: 174
  • Average time to close issues: 25 days
  • Average time to close pull requests: 9 days
  • Issue authors: 3
  • Pull request authors: 5
  • Average comments per issue: 0.05
  • Average comments per pull request: 1.03
  • Merged pull requests: 85
  • Bot issues: 0
  • Bot pull requests: 72
Top Authors
Issue Authors
  • hexaeder (41)
  • FHell (9)
  • lindnemi (9)
  • kafu16 (4)
  • janlisse (2)
  • pennerale96 (1)
  • Datseris (1)
  • JuliaTagBot (1)
  • antonplietzsch (1)
Pull Request Authors
  • hexaeder (129)
  • github-actions[bot] (71)
  • lindnemi (8)
  • janlisse (3)
  • ThePurox (2)
  • kafu16 (2)
  • FHell (2)
  • acejolanda (1)
  • imgbot[bot] (1)
  • JuliaTagBot (1)
Top Labels
Issue Labels
Pull Request Labels
enhancement (1)

Dependencies

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