Table 2.
Health monitoring recognition of EDLMOA-CHM model under distinct epochs.
| Classes |
|
|
|
|
|
|
|---|---|---|---|---|---|---|
| Epoch − 500 | ||||||
| Unhealthy | 96.46 | 96.46 | 96.46 | 95.40 | 96.46 | 91.86 |
| Healthy | 95.40 | 95.40 | 95.40 | 96.46 | 95.40 | 91.86 |
| Average | 95.93 | 95.93 | 95.93 | 95.93 | 95.93 | 91.86 |
| Epoch − 1000 | ||||||
| Unhealthy | 96.46 | 97.32 | 96.46 | 96.55 | 96.89 | 92.89 |
| Healthy | 96.55 | 95.45 | 96.55 | 96.46 | 96.00 | 92.89 |
| Average | 96.51 | 96.39 | 96.51 | 96.51 | 96.44 | 92.89 |
| Epoch − 1500 | ||||||
| Unhealthy | 96.46 | 99.09 | 96.46 | 98.85 | 97.76 | 94.98 |
| Healthy | 98.85 | 95.56 | 98.85 | 96.46 | 97.18 | 94.98 |
| Average | 97.66 | 97.32 | 97.66 | 97.66 | 97.47 | 94.98 |
| Epoch − 2000 | ||||||
| Unhealthy | 96.46 | 100.00 | 96.46 | 100.00 | 98.20 | 96.03 |
| Healthy | 100.00 | 95.60 | 100.00 | 96.46 | 97.75 | 96.03 |
| Average | 98.23 | 97.80 | 98.23 | 98.23 | 97.98 | 96.03 |
| Epoch − 2500 | ||||||
| Unhealthy | 97.35 | 100.00 | 97.35 | 100.00 | 98.65 | 97.01 |
| Healthy | 100.00 | 96.67 | 100.00 | 97.35 | 98.31 | 97.01 |
| Average | 98.67 | 98.33 | 98.67 | 98.67 | 98.48 | 97.01 |
| Epoch − 3000 | ||||||
| Unhealthy | 99.12 | 100.00 | 99.12 | 100.00 | 99.56 | 98.99 |
| Healthy | 100.00 | 98.86 | 100.00 | 99.12 | 99.43 | 98.99 |
| Average | 99.56 | 99.43 | 99.56 | 99.56 | 99.49 | 98.99 |





