{ "code": { "converter": "forge_model/XJTU/convert_xjtu.py", "evidence_gate": { "conflict_rule": "weak kept only if computed_verdict in {label, normal}", "perception": "confirmed + weak-nonconflict", "reasoning": [ "confirmed" ] }, "excluded_labels": [ "cage" ], "forge_agent_commit": "250c7e5f893bf76aa359dd32549e023903e4f6b5", "forge_model_commit": "229ee98152d6588a07ce2ee9251d199bd2a88def", "pipeline": "forge_agent/examples/xjtu/convert.py", "query_pool": { "reshaped": 30, "scalogram": 30, "spectrogram": 30, "spectrum": 30, "waveform": 30 } }, "dataset": "XJTU-perception", "generated_at": "2026-07-14T21:06:57", "raw_form_provenance": { "evidence_tier_by_class": { "cage": { "absent": 290, "confirmed": 30, "weak": 390 }, "inner_race": { "absent": 95, "confirmed": 695, "weak": 95 }, "normal": { "confirmed": 2080, "weak": 215 }, "outer_race": { "absent": 210, "confirmed": 1760, "weak": 145 } }, "files_used": 1201, "generation": { "forge_agent_commit": "250c7e5f893bf76aa359dd32549e023903e4f6b5", "generated_at": "2026-07-14T07:46:00", "params": { "channel": "horizontal", "excluded_compound": { "Bearing1_5": "inner_race+outer_race", "Bearing3_2": "inner_race+ball+cage+outer_race" }, "fault_onset": { "detected_frac_by_bearing": { "Bearing1_1": 0.61, "Bearing1_2": 0.248, "Bearing1_3": 0.411, "Bearing1_4": 0.656, "Bearing1_5": 0.308, "Bearing2_1": 0.91, "Bearing2_2": 0.28, "Bearing2_3": 0.298, "Bearing2_4": 0.643, "Bearing2_5": 0.354, "Bearing3_1": 0.927, "Bearing3_2": 0.622, "Bearing3_3": 0.911, "Bearing3_4": 0.931, "Bearing3_5": 0.096 }, "ladder": { "relaxed": { "baseline_frac": 0.25, "k": 6.0, "persist": 2, "smooth": 3 }, "shortbase": { "baseline_frac": 0.1, "k": 4.0, "persist": 2, "smooth": 3 }, "strict": { "baseline_frac": 0.25, "k": 6.0, "persist": 8, "smooth": 7 } }, "method": "trend_changepoint on rms health trend (adaptive stride; retry ladder strict->relaxed->shortbase)", "pass_by_bearing": { "Bearing1_1": "strict", "Bearing1_2": "strict-floor", "Bearing1_3": "strict", "Bearing1_4": "strict", "Bearing1_5": "strict", "Bearing2_1": "strict", "Bearing2_2": "strict", "Bearing2_3": "strict", "Bearing2_4": "strict", "Bearing2_5": "strict", "Bearing3_1": "strict", "Bearing3_2": "strict", "Bearing3_3": "strict", "Bearing3_4": "strict", "Bearing3_5": "shortbase-floor" } }, "fault_per_bearing": { "cage": 100, "inner_race": 100, "outer_race": 60 }, "fs": 25600.0, "gold": "documented teardown failure element (Table 3); normal=early files (before min(healthy_frac, onset)) of ALL bearings", "healthy_frac": 0.3, "normal_per_bearing": 40, "representations": [ "spectrum", "spectrogram", "scalogram", "waveform", "reshaped" ], "spectrum_fmax": 650.0, "speed": { "mean_abs_offset_frac": 0.01256, "method": "estimate_speed; scored under {nominal, refined}, best wins", "refined_used_frac": 0.721 }, "split": { "rule": "bearing-wise holdout", "test_bearings": [ "Bearing1_3", "Bearing2_3", "Bearing2_5", "Bearing3_3" ] }, "win_seconds": 1.28 }, "source": "XJTU-SY accelerated-life bearing datasets (XJTU + Changxing Sumyoung); 15 LDK UER204 run-to-failure bearings, 3 conditions. Cite: Wang et al., IEEE Trans. Reliability 2018 (10.1109/TR.2018.2882682); gold labels = Table 3 of Lei et al., J. Mech. Eng. 55(16) 2019 (10.3901/JME.2019.16.001)", "tool": "forge_agent/examples/xjtu/convert.py" }, "gold_conflicts": { "cage->outer_race": 57, "inner_race->ball": 1, "normal->cage": 3, "normal->inner_race": 39, "normal->outer_race": 1, "outer_race->ball": 1, "outer_race->inner_race": 2 }, "labels": { "cage": 710, "inner_race": 885, "normal": 2295, "outer_race": 2115 }, "records": 6005, "splits": { "test": 2065, "train": 3940 } }, "schema": "unified 7-field SFT (cate=C, task=T-C1)", "source": "XJTU-SY accelerated-life bearing datasets (XJTU + Changxing Sumyoung); 15 LDK UER204 run-to-failure bearings, 3 conditions", "stats": { "reshaped": { "evidence_tier": { "confirmed": 907, "weak": 44 }, "labels": { "inner_race": 157, "normal": 416, "outer_race": 378 }, "splits": { "test": 242, "train": 709 }, "total": 951 }, "scalogram": { "evidence_tier": { "confirmed": 907, "weak": 44 }, "labels": { "inner_race": 157, "normal": 416, "outer_race": 378 }, "splits": { "test": 242, "train": 709 }, "total": 951 }, "spectrogram": { "evidence_tier": { "confirmed": 907, "weak": 44 }, "labels": { "inner_race": 157, "normal": 416, "outer_race": 378 }, "splits": { "test": 242, "train": 709 }, "total": 951 }, "waveform": { "evidence_tier": { "confirmed": 907, "weak": 44 }, "labels": { "inner_race": 157, "normal": 416, "outer_race": 378 }, "splits": { "test": 242, "train": 709 }, "total": 951 } } }