Table 4 Output category division.

From: Artificial intelligence CNN for information system optimization and decision support model

Category number

Category name

Number of samples (training/testing)

0

Regular service

4800/1200

1

Task delay

1200/300

2

Resource bottleneck

1000/250

3

Abnormal load

800/200

4

System failure or abnormal alarm

600/150