fix: v3

v1/models.json

@@ -5,9 +5,18 @@
   "split_strategy": "cross-battery group split (80/20 batteries)",
   "features": 12,
   "feature_set": [
-    "cycle_number", "ambient_temperature", "peak_voltage", "min_voltage",
-    "voltage_range", "avg_current", "avg_temp", "temp_rise",
-    "cycle_duration", "Re", "Rct", "delta_capacity"
+    "cycle_number",
+    "ambient_temperature",
+    "peak_voltage",
+    "min_voltage",
+    "voltage_range",
+    "avg_current",
+    "avg_temp",
+    "temp_rise",
+    "cycle_duration",
+    "Re",
+    "Rct",
+    "delta_capacity"
   ],
   "dataset": "NASA PCoE Li-ion 18650 (30 batteries, 2678 cycles)",
   "default_model": "best_ensemble",
@@ -20,7 +29,9 @@
       "r2": 0.72,
       "mae": 5.57,
       "requires_scaling": true,
-      "file": "models/classical/ridge.joblib"
+      "file": "models/classical/ridge.joblib",
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     "lasso": {
       "display_name": "Lasso",
@@ -30,7 +41,9 @@
       "r2": 0.52,
       "mae": 5.59,
       "requires_scaling": true,
-      "file": "models/classical/lasso.joblib"
+      "file": "models/classical/lasso.joblib",
+      "sha256": "eb91ca21c6dad3cee731eb50aadbf133e99db0602b1a94c31550ffc6a33205d1",
+      "bytes": 728
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     "elasticnet": {
       "display_name": "ElasticNet",
@@ -40,7 +53,9 @@
       "r2": 0.52,
       "mae": 5.59,
       "requires_scaling": true,
-      "file": "models/classical/elasticnet.joblib"
+      "file": "models/classical/elasticnet.joblib",
+      "sha256": "24613abf048daf5a603abd6f10e7eb00929740e30846e191fd76edc47055bfc8",
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     "knn_k5": {
       "display_name": "KNN (k=5)",
@@ -48,9 +63,11 @@
       "algorithm": "KNeighborsRegressor",
       "version": "1.0",
       "r2": 0.72,
-      "mae": 2.40,
+      "mae": 2.4,
       "requires_scaling": true,
-      "file": "models/classical/knn_k5.joblib"
+      "file": "models/classical/knn_k5.joblib",
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     "knn_k10": {
       "display_name": "KNN (k=10)",
@@ -60,7 +77,9 @@
       "r2": 0.724,
       "mae": 2.69,
       "requires_scaling": true,
-      "file": "models/classical/knn_k10.joblib"
+      "file": "models/classical/knn_k10.joblib",
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     "knn_k20": {
       "display_name": "KNN (k=20)",
@@ -70,7 +89,9 @@
       "r2": 0.717,
       "mae": 3.19,
       "requires_scaling": true,
-      "file": "models/classical/knn_k20.joblib"
+      "file": "models/classical/knn_k20.joblib",
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     "svr": {
       "display_name": "SVR (RBF)",
@@ -80,7 +101,9 @@
       "r2": 0.805,
       "mae": 7.56,
       "requires_scaling": true,
-      "file": "models/classical/svr.joblib"
+      "file": "models/classical/svr.joblib",
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     "random_forest": {
       "display_name": "Random Forest",
@@ -90,7 +113,9 @@
       "r2": 0.957,
       "mae": 4.78,
       "requires_scaling": false,
-      "file": "models/classical/random_forest.joblib"
+      "file": "models/classical/random_forest.joblib",
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     "xgboost": {
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@@ -100,7 +125,9 @@
       "r2": 0.847,
       "mae": 8.06,
       "requires_scaling": false,
-      "file": "models/classical/xgboost.joblib"
+      "file": "models/classical/xgboost.joblib",
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     "lightgbm": {
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@@ -110,7 +137,9 @@
       "r2": 0.928,
       "mae": 5.53,
       "requires_scaling": false,
-      "file": "models/classical/lightgbm.joblib"
+      "file": "models/classical/lightgbm.joblib",
+      "sha256": "7e292179a2c5e62cdacb21e754ade346342394c9adb1d76be3430c091068d252",
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     "best_ensemble": {
       "display_name": "Best Ensemble (RF+XGB+LGB)",
@@ -120,7 +149,11 @@
       "r2": 0.886,
       "mae": 3.89,
       "requires_scaling": false,
-      "components": ["random_forest", "xgboost", "lightgbm"],
+      "components": [
+        "random_forest",
+        "xgboost",
+        "lightgbm"
+      ],
       "file": null
     }
   },
@@ -130,5 +163,102 @@
   },
   "champion": "random_forest",
   "training_date": "2025-12-01",
-  "framework": ["scikit-learn", "xgboost", "lightgbm"]
+  "framework": [
+    "scikit-learn",
+    "xgboost",
+    "lightgbm"
+  ],
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 }

v2/models.json

@@ -5,9 +5,18 @@
   "split_strategy": "intra-battery chronological split (80/20 per battery)",
   "features": 12,
   "feature_set": [
-    "cycle_number", "ambient_temperature", "peak_voltage", "min_voltage",
-    "voltage_range", "avg_current", "avg_temp", "temp_rise",
-    "cycle_duration", "Re", "Rct", "delta_capacity"
+    "cycle_number",
+    "ambient_temperature",
+    "peak_voltage",
+    "min_voltage",
+    "voltage_range",
+    "avg_current",
+    "avg_temp",
+    "temp_rise",
+    "cycle_duration",
+    "Re",
+    "Rct",
+    "delta_capacity"
   ],
   "sequence_length": 32,
   "dataset": "NASA PCoE Li-ion 18650 (30 batteries, 2678 cycles, 1734 sequences)",
@@ -22,7 +31,9 @@
       "mae": 1.17,
       "within_5pct": 99.1,
       "requires_scaling": false,
-      "file": "models/classical/extra_trees.joblib"
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     "lightgbm": {
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@@ -33,7 +44,9 @@
       "mae": 1.38,
       "within_5pct": 98.4,
       "requires_scaling": false,
-      "file": "models/classical/lightgbm.joblib"
+      "file": "models/classical/lightgbm.joblib",
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     "gradient_boosting": {
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@@ -44,7 +57,9 @@
       "mae": 1.46,
       "within_5pct": 98.4,
       "requires_scaling": false,
-      "file": "models/classical/gradient_boosting.joblib"
+      "file": "models/classical/gradient_boosting.joblib",
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     "random_forest": {
       "display_name": "Random Forest",
@@ -55,7 +70,9 @@
       "mae": 1.89,
       "within_5pct": 94.0,
       "requires_scaling": false,
-      "file": "models/classical/random_forest.joblib"
+      "file": "models/classical/random_forest.joblib",
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     "xgboost": {
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@@ -66,7 +83,9 @@
       "mae": 3.59,
       "within_5pct": 89.6,
       "requires_scaling": false,
-      "file": "models/classical/xgboost.joblib"
+      "file": "models/classical/xgboost.joblib",
+      "sha256": "415e497fab79dad35648435d5d71b48eb2f0a3892c5ab32b54a33547a640e6de",
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     "svr": {
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@@ -77,7 +96,9 @@
       "mae": 1.67,
       "within_5pct": 95.1,
       "requires_scaling": true,
-      "file": "models/classical/svr.joblib"
+      "file": "models/classical/svr.joblib",
+      "sha256": "fbeacb67245b695abf56c2f98716d4829018485869823d371bec136a6904f097",
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     "ridge": {
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@@ -87,7 +108,9 @@
       "r2": 0.5281,
       "mae": 5.57,
       "requires_scaling": true,
-      "file": "models/classical/ridge.joblib"
+      "file": "models/classical/ridge.joblib",
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     "knn_k5": {
       "display_name": "KNN (k=5)",
@@ -95,10 +118,12 @@
       "algorithm": "KNeighborsRegressor",
       "version": "2.0",
       "r2": 0.8995,
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v3/models.json

@@ -5,20 +5,25 @@
   "split_strategy": "cross-battery grouped split (no data leakage)",
   "features": 18,
   "feature_set": [
-    "cycle_number", "ambient_temperature", "peak_voltage", "min_voltage",
-    "voltage_range", "avg_current", "avg_temp", "temp_rise",
-    "cycle_duration", "Re", "Rct", "delta_capacity",
-    "capacity_retention", "cumulative_energy",
-    "dRe_dn", "dRct_dn", "soh_rolling_mean", "voltage_slope"
+    "cycle_number",
+    "ambient_temperature",
+    "peak_voltage",
+    "min_voltage",
+    "voltage_range",
+    "avg_current",
+    "avg_temp",
+    "temp_rise",
+    "cycle_duration",
+    "Re",
+    "Rct",
+    "delta_capacity",
+    "capacity_retention",
+    "cumulative_energy",
+    "dRe_dn",
+    "dRct_dn",
+    "soh_rolling_mean",
+    "voltage_slope"
   ],
-  "engineered_features": {
-    "capacity_retention": "Current capacity / initial capacity ratio",
-    "cumulative_energy": "Cumulative energy throughput (Wh)",
-    "dRe_dn": "Rate of change of electrolyte resistance per cycle",
-    "dRct_dn": "Rate of change of charge-transfer resistance per cycle",
-    "soh_rolling_mean": "Rolling mean SOH over 5-cycle window",
-    "voltage_slope": "Slope of voltage curve during discharge"
-  },
   "sequence_length": 32,
   "dataset": "NASA PCoE Li-ion 18650 (30 batteries, 2678 cycles)",
   "default_model": "best_ensemble",
@@ -28,256 +33,407 @@
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+    },
+    "generated_at_utc": "2026-03-10T18:10:44.760892+00:00"
+  },
+  "verification": {
+    "hash_algorithm": "sha256",
+    "required": true,
+    "notes": "Verify checksums before serving or deploying artifacts.",
+    "last_verified_utc": "2026-03-10T18:10:44.760892+00:00"
+  },
+  "engineered_features": {
+    "capacity_retention": "Current capacity / initial capacity ratio",
+    "cumulative_energy": "Cumulative energy throughput (Wh)",
+    "dRe_dn": "Rate of change of electrolyte resistance per cycle",
+    "dRct_dn": "Rate of change of charge-transfer resistance per cycle",
+    "soh_rolling_mean": "Rolling mean SOH over 5-cycle window",
+    "voltage_slope": "Slope of voltage curve during discharge"
   },
-  "champion": "xgboost",
-  "training_date": "2026-03-01",
-  "framework": ["scikit-learn", "xgboost", "lightgbm", "pytorch", "tensorflow"],
   "improvements_over_v2": [
     "Cross-battery grouped split eliminates data leakage",
     "18 features (6 new physics-informed) vs 12 in v2",
     "Proper NaN imputation (ffill/bfill/median vs fillna(0))",
     "Optimized hyperparameters for all classical models",
-    "XGBoost R² improved from 0.567 to 0.987"
+    "XGBoost R\u00b2 improved from 0.567 to 0.987"
   ]
 }

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