Package: PINNProgCens 0.1.0
PINNProgCens: Physics-Informed Neural Networks for Progressive Censoring
Implementation of Physics-Informed Neural Networks ('PINN') for lifetime estimation under progressive Type-II censoring schemes. Combines parametric baseline hazards with physical differential degradation models.
Authors:
PINNProgCens_0.1.0.tar.gz
PINNProgCens_0.1.0.zip(r-4.7-any)PINNProgCens_0.1.0.zip(r-4.6-any)PINNProgCens_0.1.0.zip(r-4.5-any)
PINNProgCens_0.1.0.tgz(r-4.6-any)PINNProgCens_0.1.0.tgz(r-4.5-any)
PINNProgCens_0.1.0.tar.gz(r-4.7-any)PINNProgCens_0.1.0.tar.gz(r-4.6-any)
PINNProgCens_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
PINNProgCens/json (API)
| # Install 'PINNProgCens' in R: |
| install.packages('PINNProgCens', repos = c('https://obulezi-oj.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:bbd5d7cf4e. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 88 | ||
| source / vignettes | OK | 150 | ||
| linux-release | OK | 84 | ||
| macos-release | OK | 92 | ||
| macos-oldrel | OK | 79 | ||
| windows-devel | OK | 64 | ||
| windows-release | OK | 58 | ||
| windows-oldrel | OK | 71 | ||
| wasm-release | OK | 86 |
Exports:compute_ode_residualsdefault_ode_systemfit_pinn_progcens_mleinterpolate_statepinn_hazardpinn_progcens_losssoftplussolve_ode_trajectory
Dependencies:deSolve
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Physics Residuals at Collocation Points | compute_ode_residuals |
| Default Physical ODE System (Degradation Process) | default_ode_system |
| Maximum Likelihood Estimation via PINN Optimization | fit_pinn_progcens_mle |
| Interpolate Trajectory State | interpolate_state |
| Physics-Regularized Hazard Rate Mapping | pinn_hazard |
| Combined Structural Loss (Censored Likelihood + Physics Residual) | pinn_progcens_loss |
| Softplus Activation Function | softplus |
| Forward State Trajectory Integration | solve_ode_trajectory |