Package: degradr 1.0.1
degradr: Estimating Remaining Useful Life with Linear Mixed Effects Models
Provides tools for estimating the Remaining Useful Life (RUL) of degrading systems using linear mixed-effects models and creating a health index. It supports both univariate and multivariate degradation signals. For multivariate inputs, the signals are merged into a univariate health index prior to modeling. Linear and exponential degradation trajectories are supported (the latter using a log transformation). Remaining Useful Life (RUL) distributions are estimated using Bayesian updating for new units, enabling on-site predictive maintenance. Based on the methodology of Liu and Huang (2016) <doi:10.1109/TASE.2014.2349733>.
Authors:
degradr_1.0.1.tar.gz
degradr_1.0.1.zip(r-4.7-any)degradr_1.0.1.zip(r-4.6-any)degradr_1.0.1.zip(r-4.5-any)
degradr_1.0.1.tgz(r-4.6-any)degradr_1.0.1.tgz(r-4.5-any)
degradr_1.0.1.tar.gz(r-4.7-any)degradr_1.0.1.tar.gz(r-4.6-any)
degradr_1.0.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
degradr/json (API)
| # Install 'degradr' in R: |
| install.packages('degradr', repos = c('https://abraham1011.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/abraham1011/degradr/issues
- filter_test - Test data for filter degradation and RUL prediction
- filter_train - Training Data for Filter Degradation and RUL Prediction
- RUL_FD001 - Remaining Useful Life (RUL) Ground Truth for FD001 Dataset
- test_FD001 - NASA Turbofan Engine Degradation Simulation Test Data
- train_FD001 - NASA Turbofan Engine Degradation Simulation Data
Last updated from:b349c1eced. Checks:7 NOTE, 2 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | NOTE | 138 | ||
| source / vignettes | OK | 227 | ||
| linux-release-x86_64 | NOTE | 144 | ||
| macos-release-arm64 | NOTE | 86 | ||
| macos-oldrel-arm64 | NOTE | 84 | ||
| windows-devel | NOTE | 115 | ||
| windows-release | NOTE | 125 | ||
| windows-oldrel | NOTE | 91 | ||
| wasm-release | OK | 102 |
Exports:compute_healthindexfit_healthindexfit_modelplot_degradrpredict_rulprulqrul
Dependencies:clicpp11dplyrfarvergenericsggplot2gluegtableisobandlabelinglatticelifecyclemagrittrnlmepillarpkgconfigquadprogR6RColorBrewerrlangS7scalestibbletidyselectutf8vctrsviridisLitewithr
