Merge PR #101-#109 (EPIC #5 模型框架 8 子任务：recipe/feature/quality/anomaly/cross-process/pipeline/registry/PoC，命名空间化整合)

2026-08-05 08:26:02 +08:00
parent a0b21866fe
commit 8a407fc0ad
27 changed files with 7750 additions and 17 deletions
@@ -0,0 +1,24 @@
+{
+  "name": "resin-reactor-anomaly",
+  "backbone": "iforest",
+  "industry": "吸附树脂（已终验化工新材料AI平台 baseline）",
+  "hyperparams": {
+    "n_estimators": 100,
+    "max_samples": "auto",
+    "contamination": "auto",
+    "random_state": 7
+  },
+  "feature_columns": [
+    "reactor_temp",
+    "reactor_pressure",
+    "flow_rate",
+    "ph_value",
+    "conversion_rate"
+  ],
+  "threshold_policy": "contamination",
+  "contamination": 0.05,
+  "sigma": 3.0,
+  "recall_floor": 0.95,
+  "false_alarm_ceil": 0.05,
+  "notes": "PRD 5.3 ③ 异常检测：树脂反应釜工况/质量异常预警，复用已交付化工AI平台 baseline 超参。"
+}
@@ -0,0 +1,26 @@
+{
+  "name": "ti-cl4-furnace-impurity-anomaly",
+  "backbone": "iforest",
+  "industry": "海绵钛氯化车间（Template-Ti 一期）",
+  "hyperparams": {
+    "n_estimators": 150,
+    "max_samples": "auto",
+    "contamination": "auto",
+    "random_state": 42
+  },
+  "feature_columns": [
+    "furnace_temp",
+    "furnace_pressure",
+    "cl2_flow",
+    "ti_feed_rate",
+    "impurity_fe",
+    "impurity_v",
+    "impurity_si"
+  ],
+  "threshold_policy": "contamination",
+  "contamination": 0.05,
+  "sigma": 3.0,
+  "recall_floor": 0.95,
+  "false_alarm_ceil": 0.05,
+  "notes": "PRD 5.3 ③ 异常检测：氯化车间炉层杂质/工况异常预警（关联 EPIC #10 炉层杂质预警），验收检出率≥95%、误报率≤5%（PRD 第6章里程碑）。一期数据门槛：≥6个月标注（DCS+LIMS对接后补标）。"
+}