Tool Condition Monitoring on AMRC Tool3
99AccuracyTraditional Statistics
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Traditional StatisticsTraining Tool=Tool3, Methodology Paradigm=Traditional Statistics2026.04 | 99 | 100 | 95 | 97 | 0 | 1.15 | |
| Traditional StatisticsTraining Tool=Tool2, Methodology Paradigm=Traditional Statistics2026.04 | 98 | 100 | 94 | 97 | 0 | 11.26 | |
| LoRMBackbone=GPT2, Pre-training status=Pretrained, Training Tool=Tool3, Methodology Paradigm=PLM-based2026.04 | 98 | 94 | 99 | 96 | 3 | 1.15 | |
| GPT2 (Scratch)Backbone=GPT2, Pre-training status=Scratch, Training Tool=Tool3, Methodology Paradigm=PLM-based2026.04 | 98 | 94 | 99 | 96 | 3 | 1.15 | |
| WhisperTraining Tool=Tool2, Methodology Paradigm=PSM-based2026.04 | 97 | 93 | 95 | 94 | 3 | 9.21 | |
| BERTBackbone=BERT, Training Tool=Tool3, Methodology Paradigm=PLM-based2026.04 | 96 | 90 | 97 | 93 | 4 | 9.21 | |
| T5Backbone=T5, Training Tool=Tool2, Methodology Paradigm=PLM-based2026.04 | 95 | 84 | 100 | 91 | 7 | 14.39 | |
| WhisperTraining Tool=Tool3, Methodology Paradigm=PSM-based2026.04 | 95 | 89 | 94 | 91 | 5 | 9.21 | |
| GPT4TSTraining Tool=Tool3, Methodology Paradigm=Time-series2026.04 | 95 | 87 | 97 | 92 | 6 | 9.21 | |
| T5Backbone=T5, Training Tool=Tool3, Methodology Paradigm=PLM-based2026.04 | 94 | 93 | 86 | 89 | 3 | 1.15 | |
| LoRMBackbone=GPT2, Pre-training status=Pretrained, Training Tool=Tool1, Methodology Paradigm=PLM-based2026.04 | 93 | 82 | 97 | 89 | 9 | 14.39 | |
| T5Backbone=T5, Training Tool=Tool1, Methodology Paradigm=PLM-based2026.04 | 93 | 91 | 81 | 86 | 3 | 9.21 | |
| BERTBackbone=BERT, Training Tool=Tool2, Methodology Paradigm=PLM-based2026.04 | 92 | 90 | 80 | 85 | 3 | 86.42 | |
| Traditional StatisticsTraining Tool=Tool1, Methodology Paradigm=Traditional Statistics2026.04 | 88 | 100 | 53 | 70 | 0 | 66.23 | |
| BERTBackbone=BERT, Training Tool=Tool1, Methodology Paradigm=PLM-based2026.04 | 87 | 71 | 92 | 80 | 15 | 55.75 | |
| WhisperTraining Tool=Tool1, Methodology Paradigm=PSM-based2026.04 | 81 | 100 | 34 | 50 | 0 | 46.23 | |
| LoRMBackbone=GPT2, Pre-training status=Pretrained, Training Tool=Tool2, Methodology Paradigm=PLM-based2026.04 | 79 | 100 | 25 | 40 | 0 | 11.26 | |
| GPT4TSTraining Tool=Tool1, Methodology Paradigm=Time-series2026.04 | 77 | 55 | 100 | 71 | 31 | 42.33 | |
| GPT4TSTraining Tool=Tool2, Methodology Paradigm=Time-series2026.04 | 77 | 55 | 100 | 71 | 31 | 42.33 | |
| GPT2 (Scratch)Backbone=GPT2, Pre-training status=Scratch, Training Tool=Tool1, Methodology Paradigm=PLM-based2026.04 | 72 | 0 | 0 | 0 | 0 | — | |
| GPT2 (Scratch)Backbone=GPT2, Pre-training status=Scratch, Training Tool=Tool2, Methodology Paradigm=PLM-based2026.04 | 72 | 0 | 0 | 0 | 0 | — |