{ "version": "v2", "count": 106, "files": [ { "path": "datamap.json", "bytes": 9381 }, { "path": "figures/best_actual_vs_pred.png", "bytes": 85409 }, { "path": "figures/best_ensemble_prediction.png", "bytes": 82546 }, { "path": "figures/capacity_and_rul.png", "bytes": 232099 }, { "path": "figures/capacity_distribution_by_temp.png", "bytes": 99250 }, { "path": "figures/capacity_fade_all_batteries.png", "bytes": 458444 }, { "path": "figures/capacity_fade_by_temperature.png", "bytes": 362906 }, { "path": "figures/capacity_fade_interactive.html", "bytes": 4968881 }, { "path": "figures/ced_curves.png", "bytes": 190362 }, { "path": "figures/classical_best_actual_vs_pred.png", "bytes": 79251 }, { "path": "figures/classical_best_actual_vs_pred_v2.png", "bytes": 102074 }, { "path": "figures/classical_best_residuals.png", "bytes": 96587 }, { "path": "figures/classical_best_residuals_v2.png", "bytes": 77949 }, { "path": "figures/classical_soh_comparison.png", "bytes": 76642 }, { "path": "figures/classical_soh_comparison_v2.png", "bytes": 83189 }, { "path": "figures/classical_top8.png", "bytes": 47619 }, { "path": "figures/classification_confusion_matrices.png", "bytes": 77877 }, { "path": "figures/classification_confusion_matrices_v2.png", "bytes": 67326 }, { "path": "figures/degradation_state_distribution.png", "bytes": 76237 }, { "path": "figures/dg_itransformer_predictions.png", "bytes": 106928 }, { "path": "figures/dg_itransformer_training.png", "bytes": 86833 }, { "path": "figures/ensemble_comparison.png", "bytes": 70915 }, { "path": "figures/ensemble_weights.png", "bytes": 29535 }, { "path": "figures/feature_correlation_heatmap.png", "bytes": 234463 }, { "path": "figures/impedance_evolution.png", "bytes": 392599 }, { "path": "figures/lstm_actual_vs_predicted.png", "bytes": 196258 }, { "path": "figures/lstm_training_curves.png", "bytes": 211821 }, { "path": "figures/mc_dropout_uncertainty_lstm.png", "bytes": 210684 }, { "path": "figures/per_battery_mae_heatmap_v2.png", "bytes": 394916 }, { "path": "figures/radar_top6.png", "bytes": 137885 }, { "path": "figures/re_vs_rct_scatter.png", "bytes": 202116 }, { "path": "figures/shap_rf_soh_v2.png", "bytes": 62157 }, { "path": "figures/shap_xgboost_soh.png", "bytes": 98844 }, { "path": "figures/shap_xgboost_soh_v2.png", "bytes": 104883 }, { "path": "figures/soc_coulomb_counting_demo.png", "bytes": 95334 }, { "path": "figures/soh_degradation_trends.png", "bytes": 276516 }, { "path": "figures/soh_distribution.png", "bytes": 169578 }, { "path": "figures/transformer_pt_training_curves.png", "bytes": 89921 }, { "path": "figures/transformer_tf_training_curves.png", "bytes": 82294 }, { "path": "figures/unified_model_comparison.png", "bytes": 191781 }, { "path": "figures/vae_anomaly_detection.png", "bytes": 103210 }, { "path": "figures/vae_latent_umap.png", "bytes": 207072 }, { "path": "figures/vae_lstm_prediction.png", "bytes": 133550 }, { "path": "figures/voltage_surface_3d.png", "bytes": 517017 }, { "path": "figures/voltage_surface_3d_interactive.html", "bytes": 4890532 }, { "path": "models/classical/best_rul_model.joblib", "bytes": 52675969 }, { "path": "models/classical/elasticnet.joblib", "bytes": 728 }, { "path": "models/classical/extra_trees.joblib", "bytes": 129434065 }, { "path": "models/classical/gradient_boosting.joblib", "bytes": 5329994 }, { "path": "models/classical/knn_k10.joblib", "bytes": 472806 }, { "path": "models/classical/knn_k20.joblib", "bytes": 472806 }, { "path": "models/classical/knn_k5.joblib", "bytes": 430772 }, { "path": "models/classical/lasso.joblib", "bytes": 728 }, { "path": "models/classical/lightgbm.joblib", "bytes": 9016891 }, { "path": "models/classical/lightgbm_best_params.joblib", "bytes": 202 }, { "path": "models/classical/random_forest.joblib", "bytes": 84496273 }, { "path": "models/classical/rf_classifier.joblib", "bytes": 11774841 }, { "path": "models/classical/ridge.joblib", "bytes": 348607297 }, { "path": "models/classical/svr.joblib", "bytes": 133966 }, { "path": "models/classical/xgb_classifier.joblib", "bytes": 2311949 }, { "path": "models/classical/xgboost.joblib", "bytes": 11282160 }, { "path": "models/classical/xgboost_best_params.joblib", "bytes": 186 }, { "path": "models/deep/attention_lstm.pt", "bytes": 1451025 }, { "path": "models/deep/batterygpt.pt", "bytes": 430498 }, { "path": "models/deep/bidirectional_lstm.pt", "bytes": 2167009 }, { "path": "models/deep/dynamic_graph_itransformer.keras", "bytes": 1716519 }, { "path": "models/deep/gru.pt", "bytes": 617208 }, { "path": "models/deep/itransformer.keras", "bytes": 1703636 }, { "path": "models/deep/physics_itransformer.keras", "bytes": 1750974 }, { "path": "models/deep/tft.pt", "bytes": 3743692 }, { "path": "models/deep/vae_lstm.pt", "bytes": 3288250 }, { "path": "models/deep/vanilla_lstm.pt", "bytes": 822199 }, { "path": "models.json", "bytes": 20184 }, { "path": "reports/best_model_analysis.png", "bytes": 125589 }, { "path": "reports/model_validation.csv", "bytes": 1357 }, { "path": "reports/per_battery_accuracy.png", "bytes": 78343 }, { "path": "reports/r2_vs_accuracy.png", "bytes": 60668 }, { "path": "reports/validation_accuracy_bars.png", "bytes": 79762 }, { "path": "reports/validation_report.html", "bytes": 0 }, { "path": "reports/validation_summary.json", "bytes": 312 }, { "path": "results/battery_features.csv", "bytes": 679465 }, { "path": "results/battery_sequences.npz", "bytes": 271181 }, { "path": "results/best_model_analysis.png", "bytes": 112639 }, { "path": "results/classical_results.csv", "bytes": 555 }, { "path": "results/classical_rul_results.csv", "bytes": 421 }, { "path": "results/classical_soh_results.csv", "bytes": 1255 }, { "path": "results/dg_itransformer_results.json", "bytes": 225 }, { "path": "results/ensemble_results.csv", "bytes": 1064 }, { "path": "results/final_rankings.csv", "bytes": 2818 }, { "path": "results/intra_battery.json", "bytes": 287 }, { "path": "results/lstm_soh_results.csv", "bytes": 561 }, { "path": "results/model_validation.csv", "bytes": 1787 }, { "path": "results/per_battery_accuracy.png", "bytes": 80454 }, { "path": "results/r2_vs_accuracy.png", "bytes": 71259 }, { "path": "results/training_summary.json", "bytes": 376 }, { "path": "results/transformer_soh_results.csv", "bytes": 539 }, { "path": "results/unified_results.csv", "bytes": 2818 }, { "path": "results/vae_lstm_results.json", "bytes": 189 }, { "path": "results/validation_accuracy_bars.png", "bytes": 94297 }, { "path": "results/validation_report.html", "bytes": 0 }, { "path": "results/validation_summary.json", "bytes": 310 }, { "path": "scalers/features_minmax.joblib", "bytes": 1143 }, { "path": "scalers/features_standard.joblib", "bytes": 871 }, { "path": "scalers/linear_scaler.joblib", "bytes": 871 }, { "path": "scalers/sequence_scaler.joblib", "bytes": 871 }, { "path": "scalers/standard_scaler.joblib", "bytes": 871 } ] }