Figure 1.
Figure 2.
Figure 3.
Figure 4.
Figure 5.
Figure 6.
Figure 7.
Results of data processing of test records
| Xh | Czry | Jcry | Wlh | Bbh | Mc | Ms |
|---|---|---|---|---|---|---|
| 5 | 0 | 0 | 0 | 0 | 0 | 1 |
| 3 | 1 | 1 | 1 | 0 | 1 | 0 |
| 3 | 2 | 1 | 0 | 0 | 1 | 0 |
| 5 | 3 | 2 | 2 | 0 | 0 | 0 |
| 5 | 4 | 0 | 0 | 0 | 0 | 1 |
| 3 | 3 | 1 | 1 | 0 | 1 | 0 |
| 3 | 5 | 1 | 3 | 0 | 1 | 0 |
| 3 | 5 | 1 | 3 | 0 | 1 | 0 |
| 5 | 6 | 3 | 3 | 0 | 0 | 0 |
| 5 | 5 | 4 | 2 | 0 | 0 | 0 |
| 3 | 5 | 1 | 3 | 0 | 1 | 0 |
| 3 | 5 | 1 | 3 | 0 | 1 | 0 |
| 5 | 7 | 0 | 1 | 0 | 0 | 0 |
| 3 | 2 | 1 | 0 | 0 | 1 | 0 |
| 5 | 8 | 5 | 2 | 0 | 0 | 1 |
| 3 | 6 | 1 | 1 | 0 | 1 | 0 |
| 3 | 5 | 1 | 3 | 0 | 1 | 0 |
Comparison of network model accuracy (%)
| Network Model | 1 | 2 | 3 |
|---|---|---|---|
| CNN-STACK LSTM | 92.33 | 92.50 | 92.78 |
| INCEPTION-GRU | 92.6 | 93.50 | 93.28 |
| INCEPTION-Casual LSTM | 83.83 | 79.67 | 94.25 |
Data structure of test records
| Field | Annotation | Data Type | Is The Pk |
|---|---|---|---|
| id | Self-adding id | Int (32) | yes |
| txm | barcode | varchar (40) | no |
| probbh_id | Product version id | Int (32) | no |
| cpjcjd_id | Product process id | Int (32) | no |
| lx | types | Int (2) | no |
| xh | Work serial number | Int (2) | no |
| czry | debuggers | varchar (20) | no |
| jcry | Testers | varchar (20) | no |
| wlh | Material number | varchar (20) | no |
| wlms | Material Description | varchar (200) | no |
| dd | Order Number | varchar (30) | no |
| bbh | version number | varchar (50) | no |
| mc | Name of work process | varchar (30) | no |
| ms | description | varchar (60) | no |
| create_date | Creation time | date | no |
| create_username | Create User | varchar (60) | no |