| Title: | Commercial Modular Aero-Propulsion System Simulation Data Set |
|---|---|
| Description: | Contains the Commercial Modular Aero-Propulsion System Simulation (C-MAPSS) data set. |
| Authors: | Morteza Amini [aut, cre, cph], Afarin Bayat [aut] |
| Maintainer: | Morteza Amini <[email protected]> |
| License: | GPL-3 |
| Version: | 0.1.1 |
| Built: | 2025-02-12 05:41:10 UTC |
| Source: | https://github.com/cran/CMAPSS |
Commercial Modular Aero-Propulsion System Simulation (C-MAPSS) Data Set.
data("CMAPSS")data("CMAPSS")
A list of the following 2 objects:
train a list of class "hhsmm.data" as the train dataset
test a list of class "hhsmm.data" as the test dataset
subsets a matrix containig the number of units in each subset of the CMAPSS data set (FD001-FD004) for the train and test datasets
The turbofan engine data is from the Prognostic Center of Excellence
(PCoE) of NASA Ames Research Center, which is simulated by the Commercial Modular Aero-Propulsion
System Simulation (C-MAPSS). Only 14 out of 21 variables, by a method mentioned by Li, et al. (2019)
are selected. The train and test lists are of class "hhsmm.data", which is used
in the hhsmm package.
Morteza Amini, [email protected], Afarin Bayat, [email protected]
Frederick, D. K., DeCastro, J. A., & Litt, J. S. (2007). User's guide for the commercial modular aero-propulsion system simulation (C-MAPSS).
Saxena, A., Goebel, K., Simon, D., & Eklund, N. (2008, October). Damage propagation modeling for aircraft engine run-to-failure simulation. In 2008 international conference on prognostics and health management (pp. 1-9). IEEE.
Li, J., Li, X., & He, D. (2019). A directed acyclic graph network combined with CNN and LSTM for remaining useful life prediction. IEEE Access, 7, 75464-75475.
data(CMAPSS) str(CMAPSS$train) str(CMAPSS$test) CMAPSS$subsetsdata(CMAPSS) str(CMAPSS$train) str(CMAPSS$test) CMAPSS$subsets