Tool Condition Monitoring on AMRC Tool1
99AccuracyWhisper
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| WhisperTraining Tool=Tool2, Methodology Paradigm=PSM-based2026.04 | 99 | 98 | 97 | 97 | 1 | 5.93 | |
| Traditional StatisticsTraining Tool=Tool1, Methodology Paradigm=Traditional Statistics2026.04 | 98 | 100 | 91 | 95 | 0 | 1.21 | |
| LoRMBackbone=GPT2, Pre-training status=Pretrained, Training Tool=Tool2, Methodology Paradigm=PLM-based2026.04 | 97 | 100 | 86 | 92 | 0 | 1.96 | |
| Traditional StatisticsTraining Tool=Tool2, Methodology Paradigm=Traditional Statistics2026.04 | 96 | 100 | 79 | 88 | 0 | 5.62 | |
| GPT2 (Scratch)Backbone=GPT2, Pre-training status=Scratch, Training Tool=Tool1, Methodology Paradigm=PLM-based2026.04 | 92 | 73 | 100 | 84 | 11 | 15.65 | |
| BERTBackbone=BERT, Training Tool=Tool1, Methodology Paradigm=PLM-based2026.04 | 91 | 72 | 100 | 84 | 11 | 15.65 | |
| T5Backbone=T5, Training Tool=Tool1, Methodology Paradigm=PLM-based2026.04 | 91 | 72 | 100 | 84 | 11 | 15.65 | |
| LoRMBackbone=GPT2, Pre-training status=Pretrained, Training Tool=Tool1, Methodology Paradigm=PLM-based2026.04 | 90 | 68 | 100 | 81 | 13 | 23.99 | |
| WhisperTraining Tool=Tool1, Methodology Paradigm=PSM-based2026.04 | 90 | 68 | 100 | 81 | 13 | 23.99 | |
| WhisperTraining Tool=Tool3, Methodology Paradigm=PSM-based2026.04 | 86 | 100 | 37 | 54 | 0 | 14.78 | |
| LoRMBackbone=GPT2, Pre-training status=Pretrained, Training Tool=Tool3, Methodology Paradigm=PLM-based2026.04 | 84 | 100 | 27 | 42 | 0 | 7.51 | |
| Traditional StatisticsTraining Tool=Tool3, Methodology Paradigm=Traditional Statistics2026.04 | 79 | 0 | 0 | 0 | 1 | 185.95 | |
| BERTBackbone=BERT, Training Tool=Tool3, Methodology Paradigm=PLM-based2026.04 | 78 | 0 | 0 | 0 | 0 | — | |
| T5Backbone=T5, Training Tool=Tool3, Methodology Paradigm=PLM-based2026.04 | 78 | 0 | 0 | 0 | 0 | — | |
| GPT2 (Scratch)Backbone=GPT2, Pre-training status=Scratch, Training Tool=Tool3, Methodology Paradigm=PLM-based2026.04 | 78 | 0 | 0 | 0 | 0 | — | |
| GPT4TSTraining Tool=Tool1, Methodology Paradigm=Time-series2026.04 | 78 | 50 | 100 | 67 | 28 | 72.36 | |
| BERTBackbone=BERT, Training Tool=Tool2, Methodology Paradigm=PLM-based2026.04 | 77 | 49 | 83 | 62 | 24 | 153.88 | |
| GPT2 (Scratch)Backbone=GPT2, Pre-training status=Scratch, Training Tool=Tool2, Methodology Paradigm=PLM-based2026.04 | 77 | 45 | 27 | 34 | 9 | 153.88 | |
| T5Backbone=T5, Training Tool=Tool2, Methodology Paradigm=PLM-based2026.04 | 75 | 46 | 69 | 55 | 24 | 153.88 | |
| GPT4TSTraining Tool=Tool3, Methodology Paradigm=Time-series2026.04 | 57 | 17 | 23 | 19 | 33 | 174.62 | |
| GPT4TSTraining Tool=Tool2, Methodology Paradigm=Time-series2026.04 | 51 | 31 | 100 | 47 | 63 | 165.03 |