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StatisticalProcessMonitoring

Statistical Process Monitoring in Julia

https://github.com/dedzago/statisticalprocessmonitoring.jl

Science Score: 31.0%

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
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    .zenodo.json file
  • ○
    DOI references
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    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (12.4%) to scientific vocabulary

Keywords

anomaly-detection change-detection control-chart spc spm sqc statistical-process-control statistical-process-monitoring
Last synced: 4 months ago · JSON representation ·

Repository

Statistical Process Monitoring in Julia

Basic Info
  • Host: GitHub
  • Owner: DedZago
  • License: other
  • Language: Julia
  • Default Branch: main
  • Homepage:
  • Size: 2.52 MB
Statistics
  • Stars: 3
  • Watchers: 1
  • Forks: 1
  • Open Issues: 7
  • Releases: 5
Topics
anomaly-detection change-detection control-chart spc spm sqc statistical-process-control statistical-process-monitoring
Created over 2 years ago · Last pushed over 1 year ago
Metadata Files
Readme License Citation

README.md

StatisticalProcessMonitoring.jl: Statistical Process Monitoring in Julia

| Build | Coverage | Documentation | |-------|----------|---------------| | Build status| codecov| dev|

Overview

StatisticalProcessMonitoring.jl is a comprehensive package for Statistical Process Monitoring, which provides users with tools for monitoring the stability of sequential processes.

Package Features

This package implements a number of univariate and multivariate control charts, as well as control charts for monitoring partially-observed processes, profiles, and support for multi-chart designs.

Various type of control limits are implemented, with dedicated algorithms for estimating their values based on common metrics such as in-control average run length and in-control run length quantiles.

Hyperparameter tuning is supported with a native grid search implementation, as well as black-box optimization.

To ensure the package loads quickly, two extensions are conditionally loaded only if needed:

  • PlottingSPM.jl: functionalities for plotting the results of applying a control chart to a dataset. This extension can be loaded by running using Plots after loading the StatisticalProcessMonitoring.jl package.
  • NLoptSPM.jl: functionalities for hyperparameter tuning using the NLopt package. This extension can be loaded by running using NLopt after loading the StatisticalProcessMonitoring.jl package.

The package is highly extensible and can incorporate custom monitoring statistics.

Owner

  • Name: Daniele Zago
  • Login: DedZago
  • Kind: user
  • Location: Padova, Italy
  • Company: Università degli Studi di Padova

Citation (CITATION.bib) 

@misc{SPM.jl,
	author  = {Daniele Zago},
	title   = {StatisticalProcessMonitoring.jl: Statistical Process Monitoring in Julia},
	url     = {https://github.com/DedZago/StatisticalProcessMonitoring.jl},
	version = {v0.1.0},
	year    = {2023},
	month   = {5}
}

GitHub Events

Total
Last Year

Committers

Last synced: over 1 year ago

All Time
  • Total Commits: 298
  • Total Committers: 5
  • Avg Commits per committer: 59.6
  • Development Distribution Score (DDS): 0.054
Past Year
  • Commits: 155
  • Committers: 4
  • Avg Commits per committer: 38.75
  • Development Distribution Score (DDS): 0.097
Top Committers
Name Email Commits
Daniele Zago - ST z****9@g****m 282
Daniele Zago z****n@g****m 12
CompatHelper Julia c****y@j****g 2
Daniele Zago d****o@l****c 1
Daniele Zago d****o@l****c 1
Committer Domains (Top 20 + Academic)
login4.ufhpc: 1 login3.ufhpc: 1 julialang.org: 1

Issues and Pull Requests

Last synced: 5 months ago

All Time
  • Total issues: 4
  • Total pull requests: 6
  • Average time to close issues: less than a minute
  • Average time to close pull requests: about 2 months
  • Total issue authors: 3
  • Total pull request authors: 1
  • Average comments per issue: 7.75
  • Average comments per pull request: 0.0
  • Merged pull requests: 2
  • Bot issues: 0
  • Bot pull requests: 6
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • caxelrud (2)
  • DedZago (1)
  • github-actions[bot] (1)
  • JuliaTagBot (1)
Pull Request Authors
  • github-actions[bot] (10)
Top Labels
Issue Labels
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • julia 2 total
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 5
juliahub.com: StatisticalProcessMonitoring

Statistical Process Monitoring in Julia

  • Versions: 5
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 2 Total
Rankings
Dependent repos count: 10.1%
Dependent packages count: 40.4%
Average: 44.2%
Forks count: 52.8%
Stargazers count: 73.6%
Last synced: 5 months ago

Dependencies

.github/workflows/CI.yml actions
  • actions/checkout v2 composite
  • codecov/codecov-action v3 composite
  • julia-actions/cache v1 composite
  • julia-actions/julia-buildpkg v1 composite
  • julia-actions/julia-docdeploy v1 composite
  • julia-actions/julia-processcoverage v1 composite
  • julia-actions/julia-runtest v1 composite
  • julia-actions/setup-julia v1 composite
.github/workflows/CompatHelper.yml actions
.github/workflows/TagBot.yml actions
  • JuliaRegistries/TagBot v1 composite