表 5. Patient monitor fault diagnosis results based on different models.
基于不同模型的监护仪故障诊断结果
| 模型 | 评价 指标 |
监护仪故障诊断数据集 | M-F1 | ||||||||
| 电源模块 相关 |
屏幕模块 相关 |
编码器 相关 |
无创血压 模块相关 |
有创血压 模块相关 |
血氧饱和度 模块相关 |
心电模块 相关 |
二氧化碳 模块相关 |
主控板 相关 |
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| TF-IDF + BP | P | 83.64% | 88.14% | 95.65% | 85.41% | 89.16% | 87.95% | 88.08% | 74.60% | 50.93% | 76.74% |
| R | 91.29% | 95.71% | 33.85% | 97.84% | 78.72% | 95.42% | 96.22% | 55.95% | 31.98% | ||
| F1 | 87.30% | 91.76% | 50.00% | 91.21% | 83.62% | 91.54% | 91.97% | 63.95% | 39.29% | ||
| Word2vec模型 + MCNN | P | 83.46% | 89.08% | 96.67% | 90.46% | 93.42% | 88.96% | 91.60% | 98.72% | 69.39% | 87.32% |
| R | 93.42% | 94.51% | 87.88% | 96.61% | 88.75% | 94.63% | 96.62% | 90.59% | 38.20% | ||
| F1 | 88.16% | 91.72% | 92.06% | 93.43% | 91.03% | 91.71% | 94.05% | 94.48% | 49.28% | ||
| FMNN | P | 89.82% | 93.96% | 93.44% | 90.97% | 97.67% | 93.06% | 90.53% | 96.15% | 58.33% | 88.77% |
| R | 91.44% | 96.07% | 93.44% | 97.21% | 97.67% | 95.47% | 96.49% | 89.29% | 40.70% | ||
| F1 | 90.62% | 95.00% | 93.44% | 93.99% | 97.67% | 94.25% | 93.42% | 92.59% | 47.95% | ||
| LERT-IBiGRU-Att | P | 89.26% | 92.02% | 95.31% | 93.79% | 98.84% | 94.98% | 90.40% | 90.80% | 83.17% | 91.11% |
| R | 96.43% | 98.30% | 96.83% | 97.76% | 97.70% | 97.12% | 98.26% | 91.86% | 47.73% | ||
| F1 | 92.70% | 95.05% | 96.06% | 95.74% | 98.27% | 96.04% | 94.17% | 91.33% | 60.65% | ||