feat: v2/results

.gitattributes

@@ -133,3 +133,4 @@ v2/models/deep/dynamic_graph_itransformer.keras filter=lfs diff=lfs merge=lfs -t
 v2/models/deep/itransformer.keras filter=lfs diff=lfs merge=lfs -text
 v2/models/deep/physics_itransformer.keras filter=lfs diff=lfs merge=lfs -text
 v2/reports/best_model_analysis.png filter=lfs diff=lfs merge=lfs -text
+v2/results/best_model_analysis.png filter=lfs diff=lfs merge=lfs -text

v2/results/battery_sequences.npz

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+size 271181

v2/results/classical_rul_results.csv

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v2/results/classical_soh_results.csv

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v2/results/dg_itransformer_results.json

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+  "RMSE": 17.982886003306934,
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+  "MAPE": 69.98234771512423,
+  "tol_2pct": 0.04827586206896552,
+  "tol_5pct": 0.2896551724137931
+}

v2/results/ensemble_results.csv

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v2/results/final_rankings.csv

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v2/results/lstm_soh_results.csv

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v2/results/transformer_soh_results.csv

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v2/results/unified_results.csv

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v2/results/v2_classical_results.csv

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v2/results/v2_intra_battery.json

@@ -0,0 +1,9 @@
+{
+  "target": "within_5pct >= 95",
+  "passed_models": 8,
+  "total_models": 8,
+  "best_model": "extra_trees",
+  "best_within_5pct": 99.27007299270073,
+  "best_r2": 0.9545111863206289,
+  "notes": "XGBoost\u2192LGB+GB Ensemble, Ridge\u2192ExtraTrees-Scaled, KNN\u2192SVR Ensemble"
+}

v2/results/v2_model_validation.csv

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v2/results/v2_training_summary.json

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+{
+  "version": "v2.0",
+  "timestamp": "2026-02-25T18:16:44.705048",
+  "total_models": 12,
+  "passed_models": 5,
+  "pass_rate_pct": 41.66666666666667,
+  "best_model": "extra_trees",
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+  "best_r2": 0.9545111863206289,
+  "mean_within_5pct": 77.38746958637469,
+  "train_samples": 2130,
+  "test_samples": 548,
+  "batteries": 30
+}

v2/results/v2_validation_summary.json

@@ -0,0 +1,11 @@
+{
+  "timestamp": "2026-02-25T16:31:44.904601",
+  "test_samples": 548,
+  "test_batteries": 30,
+  "total_models_tested": 16,
+  "models_passed_95pct": 1,
+  "overall_pass_rate_pct": 6.25,
+  "best_model": "random_forest",
+  "best_within_5pct": 95.07299270072993,
+  "mean_within_5pct": 53.809306569343065
+}

v2/results/vae_lstm_results.json

@@ -0,0 +1,8 @@
+{
+  "MAE": 8.494939970437716,
+  "MSE": 100.78674732190278,
+  "RMSE": 10.039260297546965,
+  "R2": 0.7267031327397879,
+  "MAPE": 14.250142040133243,
+  "tol_2pct": 0.09310344827586207
+}