Research Article

An Approach to Integrating Tactical Decision-Making in Industrial Maintenance Balance Scorecards Using Principal Components Analysis and Machine Learning

Table 2

Original attributes of the manufacturing report (production database).

ID_MACHINEAlpha numerical
MONTHNumerical categorical
NON_PLASTERED_PRODUCTIONNumerical
PLASTERED_PRODUCTIONNumerical
VOLUME_PLASTERED_PRODUCTIONNumerical
TOTAL_PRODUCTIONNumerical
WORKS_DAYSNumerical
DAILY_PRODUCTION_TONNumerical
CUTOUT_PRODUCTIONNumerical
DAILY_CUTOUT_PRODUCTION_TONNumerical
DECREASE_MACHINE_%Numerical
AVAILABLE_HOURSNumerical
IDLE_TIME_EXTERNAL_CAUSESNumerical
MAINTENANCENumerical
SCHEDULEDNumerical
BREAKSNumerical
PRODUCTION_RESTNumerical
TOTAL_IDLENumerical
DAILY_IDLE_TIMENumerical
OEENumerical
START_NUMBERSNumerical
CUTOUT_TIME_CHANGESNumerical
AVERAGE_PAPER_WEIGHTSNumerical
AVERAGE_REAL_WIDTHNumerical
AVERAGE_SPEEDNumerical
AVERAGE BUDGETED WIDTHNumerical
WIDTH_DECREASE_CMSNumerical
WIDTH_DECREASE_TONNumerical
CAPE_PRODUCTIONNumerical
COSTNumerical
COST/TONNumerical
INTERVENTIONS_NUMBERNumerical
MEAN TIME BETWEEN FAILURESNumerical
MEAN TIME TO REPAIRNumerical
MEAN TIME TO FAILURENumerical