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Table 2 Features description

From: Anomaly prediction of CT equipment based on IoMT data

Feature

Description

Window size

Time lag

\(AOT_{Max}\)

Maximum \(AOT\) data in the time window

\(n_{1}\)

1

\(AAV_{Max}\)

Maximum \(AAV\) data in the time window

\(n_{2}\)

1

\(I_{Max}\)

Maximum \(I\) data in the time window

\(n_{3}\)

1

\(IDLE\)

\(IDLE = 1\) if there is at least one day IoMT receives no data from the equipment in the time window. Otherwise, \(IDLE = 0\)

\(n_{4}\)

1

\(AOT_{dMax}\)

\(AOT_{dMax} = 1\) If the maximum absolute value of \(AOT_{d}\) is greater than a threshold \(a\) in time window. Otherwise, \(AOT_{dMax} = 0\)

\(n_{5}\)

1

\(AAV_{dMax}\)

\(AAV_{dMax} = 1\) If the maximum absolute value of \(AAV_{d}\) is greater than a threshold \(b\) in time window. Otherwise, \(AAV_{dMax} = 0\)

\(n_{6}\)

1

\(I_{dMax}\)

\(I_{dMax} = 1\) If the maximum absolute value of \(I_{d}\) is greater than a threshold \(c\) in time window. Otherwise, \(I_{dMax} = 0\)

\(n_{7}\)

1

\(Arcing_{w}\)

\(Arcing_{w} = 1\) if there is at least one day IoMT receives the observation of arcs in the tube from the equipment in the time window. Otherwise, \(Arcing_{w} = 0\)

\(n_{8}\)

1