| Date: | 2021-09-03 |
| Title: | Commercial Modular Aero-Propulsion System Simulation Data Set |
| Version: | 0.1.1 |
| Description: | Contains the Commercial Modular Aero-Propulsion System Simulation (C-MAPSS) data set. |
| License: | GPL-3 |
| Imports: | Rdpack |
| RdMacros: | Rdpack |
| Depends: | R (≥ 4.0.0) |
| Encoding: | UTF-8 |
| LazyData: | true |
| LazyDataCompression: | bzip2 |
| RoxygenNote: | 7.1.1 |
| NeedsCompilation: | yes |
| Packaged: | 2021-09-07 03:27:11 UTC; Amini |
| Author: | Morteza Amini [aut, cre, cph], Afarin Bayat [aut] |
| Maintainer: | Morteza Amini <morteza.amini@ut.ac.ir> |
| Repository: | CRAN |
| Date/Publication: | 2021-09-09 08:50:02 UTC |
CMAPSS data set
Description
Commercial Modular Aero-Propulsion System Simulation (C-MAPSS) Data Set.
Usage
data("CMAPSS")
Format
A list of the following 2 objects:
-
traina list of class "hhsmm.data" as the train dataset -
testa list of class "hhsmm.data" as the test dataset -
subsetsa matrix containig the number of units in each subset of the CMAPSS data set (FD001-FD004) for the train and test datasets
Details
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.
Author(s)
Morteza Amini, morteza.amini@ut.ac.ir, Afarin Bayat, aftbayat@gmail.com
References
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.
Examples
data(CMAPSS)
str(CMAPSS$train)
str(CMAPSS$test)
CMAPSS$subsets