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UncertaintyQuantification

Uncertainty Quantification in Julia

https://github.com/friesischscott/uncertaintyquantification.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 3 DOI reference(s) in README
  • ✓
    Academic publication links
    Links to: zenodo.org
  • ✓
    Committers with academic emails
    2 of 10 committers (20.0%) from academic institutions
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (6.5%) to scientific vocabulary

Keywords

julia metamodeling monte-carlo-simulation reliability-analysis sensitivity-analysis uncertainty-quantification

Keywords from Contributors

reliability survival-signature
Last synced: 6 months ago · JSON representation ·

Repository

Uncertainty Quantification in Julia

Basic Info
  • Host: GitHub
  • Owner: FriesischScott
  • License: mit
  • Language: Julia
  • Default Branch: master
  • Homepage:
  • Size: 48.2 MB
Statistics
  • Stars: 44
  • Watchers: 4
  • Forks: 13
  • Open Issues: 31
  • Releases: 21
Topics
julia metamodeling monte-carlo-simulation reliability-analysis sensitivity-analysis uncertainty-quantification
Created over 6 years ago · Last pushed 6 months ago
Metadata Files
Readme License Citation

README.md

UncertaintyQuantification.jl

Build Status Coverage Status DOI

A Julia package for uncertainty quantification. Current functionality includes:

  • Simulation-based reliability analysis
    • Monte Carlo simulation
    • Quasi Monte Carlo simulation (Sobol, Halton)
    • (Advanced) Line Sampling
    • Subset Simulation
  • Sensitivity analysis
    • Gradients
    • Sobol indices
  • Metamodeling
    • Polyharmonic splines
    • Response Surface
    • Polynomial Chaos Expansion
  • Bayesian Updating
  • Third-party solvers
    • Connect to any solver by injecting random samples into source files
    • HPC interfacing with slurm
  • Stochastic Dynamics
    • Power Spectral Density Estimation
    • Stochastic Process Generation

Owner

  • Name: Jasper Behrensdorf
  • Login: FriesischScott
  • Kind: user
  • Location: Hannover, Germany
  • Company: Leibniz University Hannover

Citation (CITATION.bib) 

@inproceedings{behrensdorfUncertaintyQuantificationjlNewFramework2023,
  title      = {{{UncertaintyQuantification}}.jl.: {{A New Framework}} for {{Uncertainty Quantification}} in {{Julia}}},
  booktitle  = {Proceedings of the 5th {{ECCOMAS Thematic Conference}} on {{Uncertainty Quantification}} in {{Computational Sciences}} and {{Engineering}} ({{UNCECOMP}} 2023)},
  author     = {Behrensdorf, Jasper and Gray, Ander and Broggi, Matteo and Beer, Michael},
  editor     = {Papadrakakis, M. and Papadopoulos, V. and Stefanou, G.},
  date       = {2023-06},
  location   = {Athens, Greece},
  doi        = {10.7712/120223.10347.19810},
  eventtitle = {{{UNCECOMP}} 2023}
}

GitHub Events

Total
  • Create event: 16
  • Commit comment event: 5
  • Release event: 1
  • Issues event: 24
  • Watch event: 12
  • Delete event: 18
  • Issue comment event: 53
  • Push event: 223
  • Pull request review event: 33
  • Pull request review comment event: 25
  • Pull request event: 38
  • Fork event: 1
Last Year
  • Create event: 16
  • Commit comment event: 5
  • Release event: 1
  • Issues event: 24
  • Watch event: 12
  • Delete event: 18
  • Issue comment event: 53
  • Push event: 223
  • Pull request review event: 33
  • Pull request review comment event: 25
  • Pull request event: 38
  • Fork event: 1

Committers

Last synced: almost 3 years ago

All Time
  • Total Commits: 239
  • Total Committers: 10
  • Avg Commits per committer: 23.9
  • Development Distribution Score (DDS): 0.234
Top Committers
Name Email Commits
Jasper Behrensdorf b****f@i****e 183
github-actions[bot] 4****]@u****m 18
Ander Gray a****y@l****k 15
Jasper Behrensdorf j****f@g****m 11
Jasper Behrensdorf j****r@b****e 7
Gopal Agarwal 7****9@u****m 1
GOPAL AGARWAL g****9@g****m 1
andreaperin a****2@g****m 1
sitoryu 6****u@u****m 1
mlsuh 1****h@u****m 1
Committer Domains (Top 20 + Academic)
behrensdorf.de: 1 liverpool.ac.uk: 1 irz.uni-hannover.de: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 93
  • Total pull requests: 129
  • Average time to close issues: 6 months
  • Average time to close pull requests: about 1 month
  • Total issue authors: 12
  • Total pull request authors: 15
  • Average comments per issue: 1.44
  • Average comments per pull request: 1.53
  • Merged pull requests: 107
  • Bot issues: 0
  • Bot pull requests: 35
Past Year
  • Issues: 37
  • Pull requests: 41
  • Average time to close issues: about 2 months
  • Average time to close pull requests: 14 days
  • Issue authors: 9
  • Pull request authors: 12
  • Average comments per issue: 1.03
  • Average comments per pull request: 1.61
  • Merged pull requests: 36
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • FriesischScott (55)
  • AnderGray (18)
  • andreaperin (6)
  • teobros (4)
  • mbvoyager (4)
  • jgrashorn (2)
  • fbelik (1)
  • marcobehrendt (1)
  • mlsuh (1)
  • potthastT (1)
  • JuliaTagBot (1)
  • Tarocca (1)
Pull Request Authors
  • FriesischScott (75)
  • github-actions[bot] (37)
  • AnderGray (16)
  • andreaperin (8)
  • lukasfritsch (6)
  • mlsuh (5)
  • teobros (3)
  • Gopal1259 (3)
  • sitoryu (3)
  • Cr0gan (2)
  • jgrashorn (2)
  • fbelik (1)
  • Mira253 (1)
  • mbvoyager (1)
  • yyimingucl (1)
Top Labels
Issue Labels
feature (34) enhancement (14) good first issue (7) bug (7) discussion (7) housekeeping (6) documentation (5) research (1)
Pull Request Labels
feature (33) enhancement (25) documentation (14) bug (3) housekeeping (3)

Packages

  • Total packages: 1
  • Total downloads:
    • julia 3 total
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 21
juliahub.com: UncertaintyQuantification

Uncertainty Quantification in Julia

  • Versions: 21
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 3 Total
Rankings
Dependent repos count: 9.9%
Forks count: 21.7%
Average: 26.1%
Stargazers count: 34.1%
Dependent packages count: 38.9%
Last synced: 6 months ago

Dependencies

.github/workflows/CompatHelper.yml actions
  • julia-actions/setup-julia v1 composite
.github/workflows/Documentation.yml actions
  • actions/checkout v2 composite
  • julia-actions/setup-julia latest composite
.github/workflows/TagBot.yml actions
  • JuliaRegistries/TagBot v1 composite
.github/workflows/ci.yml actions
  • actions/checkout v2 composite
  • codecov/codecov-action v1 composite
  • julia-actions/julia-processcoverage v1 composite
  • julia-actions/julia-runtest latest composite
  • julia-actions/setup-julia v1 composite
.github/workflows/DemoFilesUpToDate.yml actions
  • actions/checkout v3 composite
  • julia-actions/setup-julia latest composite