FEFF_fFailurePredictionG (cdf)

version: 0.9
framework class: feff
input data format: internal analytics database
data processing: internal analytics database
data output: internal analytics database
deploy format: microservice
scientific team: [UA.ER] [UA.JPS]
conception team: [UA.DC] [UA.ER] [UA.DC] [BTT.DA] [BTT.PR]

1. Input Data

Input data is obtained from table [FEFF_DinSDL].

2. Output Data

Output data is kept in the internal analytics database to be used by the framework FEFF_maFailurePredictionG (cdf).

3. sbroETL information

— f{NN}F: Fit {NN} framework (inFiles: sbroFMK-f{NN}F.yml, class: DMAIC/project, class: DMAIC/project)

[exec sys_install/sys] (Re)create needed tables
[exec f{NN}F_main] Execution of the fit framework
[run] exec f{NN}F_main

4. Components

Identification: fFailurePredictionG_ANN01
Description: Find the last (reduced) windowed anomalies by COPOD
Implementation team: [UA.DC] [UA.ER]
Plugins: The following are the plugins used

x04_DC1_FEFFann

Identification: fFailurePredictionG_TRAIN01
Description: Train some machine learning models for failure forecasting
Implementation team: [UA.DC]
Plugins: The following are the plugins used

x05_DC_FEFFtrain

Identification: fFailurePredictionG_TRAIN02
Description: Train some machine learning models for failure forecasting
Implementation team: [UA.ER]
Plugins: The following are the plugins used

tb01_generalClassifier_train