Upload demo-required model artefacts
Browse files- .gitattributes +2 -0
- anomaly_shared/feature_meta.json +83 -0
- anomaly_shared/feature_scaler.pkl +3 -0
- isolation_forest/isolation_forest.pkl +3 -0
- per_chemistry/LCO/xgboost_soh_audited.json +0 -0
- per_chemistry/LFP/xgboost_soh_audited.json +0 -0
- per_chemistry/NCA/xgboost_soh_audited.json +0 -0
- per_chemistry/NMC/xgboost_soh_audited.json +3 -0
- per_chemistry/Na-ion/xgboost_soh_audited.json +0 -0
- per_chemistry/Zn-ion/xgboost_soh_audited.json +0 -0
- per_chemistry/feature_names.json +34 -0
- per_chemistry/feature_scaler.pkl +3 -0
- per_chemistry/other/xgboost_soh_audited.json +0 -0
- per_chemistry/router_manifest.json +65 -0
- tcn_rul/best.pt +3 -0
- tcn_rul/feature_meta.json +66 -0
- tcn_rul/feature_scaler.pkl +3 -0
- vae_anomaly/best.pt +3 -0
- xgboost_rul/feature_names_audited_uncensored.json +34 -0
- xgboost_rul/feature_scaler_audited_uncensored.pkl +3 -0
- xgboost_rul/xgboost_rul_audited_uncensored.json +0 -0
- xgboost_soh/feature_names_audited.json +34 -0
- xgboost_soh/feature_scaler_audited.pkl +3 -0
- xgboost_soh/xgboost_soh_audited.json +3 -0
.gitattributes
CHANGED
|
@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 36 |
+
per_chemistry/NMC/xgboost_soh_audited.json filter=lfs diff=lfs merge=lfs -text
|
| 37 |
+
xgboost_soh/xgboost_soh_audited.json filter=lfs diff=lfs merge=lfs -text
|
anomaly_shared/feature_meta.json
ADDED
|
@@ -0,0 +1,83 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"numeric_features": [
|
| 3 |
+
"nominal_Ah",
|
| 4 |
+
"capacity_Ah",
|
| 5 |
+
"v_min",
|
| 6 |
+
"v_max",
|
| 7 |
+
"v_mean",
|
| 8 |
+
"i_min",
|
| 9 |
+
"i_max",
|
| 10 |
+
"i_mean",
|
| 11 |
+
"charge_time_s",
|
| 12 |
+
"discharge_time_s",
|
| 13 |
+
"coulombic_eff",
|
| 14 |
+
"capacity_delta",
|
| 15 |
+
"capacity_roll5_mean",
|
| 16 |
+
"capacity_roll5_std",
|
| 17 |
+
"capacity_roll20_mean",
|
| 18 |
+
"capacity_roll20_std",
|
| 19 |
+
"cycle_count_so_far",
|
| 20 |
+
"v_peak_dqdv_charge",
|
| 21 |
+
"dqdv_peak_height_charge",
|
| 22 |
+
"dqdv_peak_width_charge",
|
| 23 |
+
"v_peak_dqdv_discharge",
|
| 24 |
+
"dqdv_peak_height_discharge",
|
| 25 |
+
"dqdv_peak_width_discharge",
|
| 26 |
+
"q_at_v_lo",
|
| 27 |
+
"q_at_v_hi"
|
| 28 |
+
],
|
| 29 |
+
"categories": {
|
| 30 |
+
"chemistry": [
|
| 31 |
+
"LCO",
|
| 32 |
+
"LFP",
|
| 33 |
+
"NCA",
|
| 34 |
+
"NMC",
|
| 35 |
+
"Na-ion",
|
| 36 |
+
"Zn-ion",
|
| 37 |
+
"other"
|
| 38 |
+
],
|
| 39 |
+
"form_factor": [
|
| 40 |
+
"18650",
|
| 41 |
+
"21700",
|
| 42 |
+
"cylindrical_other",
|
| 43 |
+
"other",
|
| 44 |
+
"pouch",
|
| 45 |
+
"prismatic"
|
| 46 |
+
]
|
| 47 |
+
},
|
| 48 |
+
"feature_medians": {
|
| 49 |
+
"nominal_Ah": 0.25,
|
| 50 |
+
"capacity_Ah": 0.24092939496040344,
|
| 51 |
+
"v_min": 3.3615,
|
| 52 |
+
"v_max": 4.1998,
|
| 53 |
+
"v_mean": 3.853393822966554,
|
| 54 |
+
"i_min": -0.4561,
|
| 55 |
+
"i_max": 0.4992,
|
| 56 |
+
"i_mean": -0.0009873990532790803,
|
| 57 |
+
"charge_time_s": 1098.0,
|
| 58 |
+
"discharge_time_s": 2212.0,
|
| 59 |
+
"coulombic_eff": 0.9992069534284272,
|
| 60 |
+
"capacity_delta": -7.005555555555931e-05,
|
| 61 |
+
"capacity_roll5_mean": 0.2409576952457428,
|
| 62 |
+
"capacity_roll5_std": 0.0003149152685504717,
|
| 63 |
+
"capacity_roll20_mean": 0.24124374538660048,
|
| 64 |
+
"capacity_roll20_std": 0.0007345486073061041,
|
| 65 |
+
"cycle_count_so_far": 1632.0,
|
| 66 |
+
"v_peak_dqdv_charge": 4.1992,
|
| 67 |
+
"dqdv_peak_height_charge": 20.619235993318057,
|
| 68 |
+
"dqdv_peak_width_charge": 0.0010893421713258356,
|
| 69 |
+
"v_peak_dqdv_discharge": 3.7369,
|
| 70 |
+
"dqdv_peak_height_discharge": 0.695990740740811,
|
| 71 |
+
"dqdv_peak_width_discharge": 0.12330000000000041,
|
| 72 |
+
"q_at_v_lo": 0.32362910857056704,
|
| 73 |
+
"q_at_v_hi": 0.08668444934474055
|
| 74 |
+
},
|
| 75 |
+
"feature_dim": 38,
|
| 76 |
+
"fit_source": "load_feature_bundle()-equivalent on full (non-audited) train split",
|
| 77 |
+
"consumed_by": [
|
| 78 |
+
"isolation_forest",
|
| 79 |
+
"vae_anomaly"
|
| 80 |
+
],
|
| 81 |
+
"n_train_rows": 2238950,
|
| 82 |
+
"n_train_batteries": 1144
|
| 83 |
+
}
|
anomaly_shared/feature_scaler.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:acaa2d108a0812e408597ccd7fb792e0fdbb31c6ca095e8885adee307b999587
|
| 3 |
+
size 1527
|
isolation_forest/isolation_forest.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f6349030468ab53f8739942046423efaf820cf735d57e61b586801b8850d32f2
|
| 3 |
+
size 2055433
|
per_chemistry/LCO/xgboost_soh_audited.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
per_chemistry/LFP/xgboost_soh_audited.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
per_chemistry/NCA/xgboost_soh_audited.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
per_chemistry/NMC/xgboost_soh_audited.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:69dd0bba09de326f0cc621bf1a7c08d9a0c6c5962022a5778dd10e2de44e65ab
|
| 3 |
+
size 39460898
|
per_chemistry/Na-ion/xgboost_soh_audited.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
per_chemistry/Zn-ion/xgboost_soh_audited.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
per_chemistry/feature_names.json
ADDED
|
@@ -0,0 +1,34 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
"nominal_Ah",
|
| 3 |
+
"v_min",
|
| 4 |
+
"v_max",
|
| 5 |
+
"v_mean",
|
| 6 |
+
"i_min",
|
| 7 |
+
"i_max",
|
| 8 |
+
"i_mean",
|
| 9 |
+
"charge_time_s",
|
| 10 |
+
"discharge_time_s",
|
| 11 |
+
"coulombic_eff",
|
| 12 |
+
"cycle_count_so_far",
|
| 13 |
+
"v_peak_dqdv_charge",
|
| 14 |
+
"dqdv_peak_height_charge",
|
| 15 |
+
"dqdv_peak_width_charge",
|
| 16 |
+
"v_peak_dqdv_discharge",
|
| 17 |
+
"dqdv_peak_height_discharge",
|
| 18 |
+
"dqdv_peak_width_discharge",
|
| 19 |
+
"q_at_v_lo",
|
| 20 |
+
"q_at_v_hi",
|
| 21 |
+
"chemistry_LCO",
|
| 22 |
+
"chemistry_LFP",
|
| 23 |
+
"chemistry_NCA",
|
| 24 |
+
"chemistry_NMC",
|
| 25 |
+
"chemistry_Na-ion",
|
| 26 |
+
"chemistry_Zn-ion",
|
| 27 |
+
"chemistry_other",
|
| 28 |
+
"form_factor_18650",
|
| 29 |
+
"form_factor_21700",
|
| 30 |
+
"form_factor_cylindrical_other",
|
| 31 |
+
"form_factor_other",
|
| 32 |
+
"form_factor_pouch",
|
| 33 |
+
"form_factor_prismatic"
|
| 34 |
+
]
|
per_chemistry/feature_scaler.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:862f6956ca5d5737eb0d1323d126ea06ba2185754069bd6c9323386c7ca7fc4d
|
| 3 |
+
size 1383
|
per_chemistry/other/xgboost_soh_audited.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
per_chemistry/router_manifest.json
ADDED
|
@@ -0,0 +1,65 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"iter": 3,
|
| 3 |
+
"feature_excludes_capacity": true,
|
| 4 |
+
"shared_scaler": "models/per_chemistry/feature_scaler.pkl",
|
| 5 |
+
"shared_feature_names": "models/per_chemistry/feature_names.json",
|
| 6 |
+
"chemistries": [
|
| 7 |
+
{
|
| 8 |
+
"chemistry": "LCO",
|
| 9 |
+
"model_path": "models/per_chemistry/LCO/xgboost_soh_audited.json",
|
| 10 |
+
"n_train": 20205,
|
| 11 |
+
"test_r2": 0.8431545495986938,
|
| 12 |
+
"test_rmse": 7.026510446876073,
|
| 13 |
+
"test_grade_acc": 0.8564385150812065
|
| 14 |
+
},
|
| 15 |
+
{
|
| 16 |
+
"chemistry": "LFP",
|
| 17 |
+
"model_path": "models/per_chemistry/LFP/xgboost_soh_audited.json",
|
| 18 |
+
"n_train": 718887,
|
| 19 |
+
"test_r2": 0.9599400758743286,
|
| 20 |
+
"test_rmse": 1.7098519003463908,
|
| 21 |
+
"test_grade_acc": 0.9816473672711383
|
| 22 |
+
},
|
| 23 |
+
{
|
| 24 |
+
"chemistry": "NCA",
|
| 25 |
+
"model_path": "models/per_chemistry/NCA/xgboost_soh_audited.json",
|
| 26 |
+
"n_train": 30605,
|
| 27 |
+
"test_r2": 0.9971741437911987,
|
| 28 |
+
"test_rmse": 0.7547562309227797,
|
| 29 |
+
"test_grade_acc": 0.9799205899035734
|
| 30 |
+
},
|
| 31 |
+
{
|
| 32 |
+
"chemistry": "NMC",
|
| 33 |
+
"model_path": "models/per_chemistry/NMC/xgboost_soh_audited.json",
|
| 34 |
+
"n_train": 1391168,
|
| 35 |
+
"test_r2": 0.998636782169342,
|
| 36 |
+
"test_rmse": 1.2618513008148156,
|
| 37 |
+
"test_grade_acc": 0.9743686320878409
|
| 38 |
+
},
|
| 39 |
+
{
|
| 40 |
+
"chemistry": "Na-ion",
|
| 41 |
+
"model_path": "models/per_chemistry/Na-ion/xgboost_soh_audited.json",
|
| 42 |
+
"n_train": 8593,
|
| 43 |
+
"test_r2": 0.9969881176948547,
|
| 44 |
+
"test_rmse": 0.26066405307901813,
|
| 45 |
+
"test_grade_acc": 0.9955201592832255
|
| 46 |
+
},
|
| 47 |
+
{
|
| 48 |
+
"chemistry": "Zn-ion",
|
| 49 |
+
"model_path": "models/per_chemistry/Zn-ion/xgboost_soh_audited.json",
|
| 50 |
+
"n_train": 50950,
|
| 51 |
+
"test_r2": 0.9587161540985107,
|
| 52 |
+
"test_rmse": 4.070584513238725,
|
| 53 |
+
"test_grade_acc": 0.9234517336346303
|
| 54 |
+
},
|
| 55 |
+
{
|
| 56 |
+
"chemistry": "other",
|
| 57 |
+
"model_path": "models/per_chemistry/other/xgboost_soh_audited.json",
|
| 58 |
+
"n_train": 18542,
|
| 59 |
+
"test_r2": 0.9999472498893738,
|
| 60 |
+
"test_rmse": 0.03964121070309957,
|
| 61 |
+
"test_grade_acc": 0.9986114325387642
|
| 62 |
+
}
|
| 63 |
+
],
|
| 64 |
+
"fallback_global_model": "models/xgboost_soh/xgboost_soh_audited.json"
|
| 65 |
+
}
|
tcn_rul/best.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5677bae6ff620cb0fbd6868f49f673f7a8cf78d1ee12d3c4b271c29ad7db812e
|
| 3 |
+
size 268177
|
tcn_rul/feature_meta.json
ADDED
|
@@ -0,0 +1,66 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"numeric_features": [
|
| 3 |
+
"nominal_Ah",
|
| 4 |
+
"v_min",
|
| 5 |
+
"v_max",
|
| 6 |
+
"v_mean",
|
| 7 |
+
"i_min",
|
| 8 |
+
"i_max",
|
| 9 |
+
"i_mean",
|
| 10 |
+
"charge_time_s",
|
| 11 |
+
"discharge_time_s",
|
| 12 |
+
"coulombic_eff",
|
| 13 |
+
"cycle_count_so_far",
|
| 14 |
+
"v_peak_dqdv_charge",
|
| 15 |
+
"dqdv_peak_height_charge",
|
| 16 |
+
"dqdv_peak_width_charge",
|
| 17 |
+
"v_peak_dqdv_discharge",
|
| 18 |
+
"dqdv_peak_height_discharge",
|
| 19 |
+
"dqdv_peak_width_discharge",
|
| 20 |
+
"q_at_v_lo",
|
| 21 |
+
"q_at_v_hi"
|
| 22 |
+
],
|
| 23 |
+
"categories": {
|
| 24 |
+
"chemistry": [
|
| 25 |
+
"LCO",
|
| 26 |
+
"LFP",
|
| 27 |
+
"NCA",
|
| 28 |
+
"NMC",
|
| 29 |
+
"Na-ion",
|
| 30 |
+
"Zn-ion",
|
| 31 |
+
"other"
|
| 32 |
+
],
|
| 33 |
+
"form_factor": [
|
| 34 |
+
"18650",
|
| 35 |
+
"21700",
|
| 36 |
+
"cylindrical_other",
|
| 37 |
+
"other",
|
| 38 |
+
"pouch",
|
| 39 |
+
"prismatic"
|
| 40 |
+
]
|
| 41 |
+
},
|
| 42 |
+
"feature_medians": {
|
| 43 |
+
"nominal_Ah": 0.25,
|
| 44 |
+
"v_min": 3.3615,
|
| 45 |
+
"v_max": 4.1998,
|
| 46 |
+
"v_mean": 3.853393822966554,
|
| 47 |
+
"i_min": -0.4561,
|
| 48 |
+
"i_max": 0.4992,
|
| 49 |
+
"i_mean": -0.0009873990532790803,
|
| 50 |
+
"charge_time_s": 1098.0,
|
| 51 |
+
"discharge_time_s": 2212.0,
|
| 52 |
+
"coulombic_eff": 0.9992069534284272,
|
| 53 |
+
"cycle_count_so_far": 1632.0,
|
| 54 |
+
"v_peak_dqdv_charge": 4.1992,
|
| 55 |
+
"dqdv_peak_height_charge": 20.619235993318057,
|
| 56 |
+
"dqdv_peak_width_charge": 0.0010893421713258356,
|
| 57 |
+
"v_peak_dqdv_discharge": 3.7369,
|
| 58 |
+
"dqdv_peak_height_discharge": 0.695990740740811,
|
| 59 |
+
"dqdv_peak_width_discharge": 0.12330000000000041,
|
| 60 |
+
"q_at_v_lo": 0.32362910857056704,
|
| 61 |
+
"q_at_v_hi": 0.08668444934474055
|
| 62 |
+
},
|
| 63 |
+
"fit_source": "load_battery_sequences-equivalent on audited train split",
|
| 64 |
+
"n_train_rows": 2238950,
|
| 65 |
+
"n_train_batteries": 1144
|
| 66 |
+
}
|
tcn_rul/feature_scaler.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:908e6e2a3c30295c5e81b16a61286c8ef5fef861b01a1ed0586222deace5275c
|
| 3 |
+
size 1055
|
vae_anomaly/best.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:75c1dbe04a8c96302053e0fa36af5d9dafb2fefb0005a55994de2f6a16cecf2c
|
| 3 |
+
size 150757
|
xgboost_rul/feature_names_audited_uncensored.json
ADDED
|
@@ -0,0 +1,34 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
"nominal_Ah",
|
| 3 |
+
"v_min",
|
| 4 |
+
"v_max",
|
| 5 |
+
"v_mean",
|
| 6 |
+
"i_min",
|
| 7 |
+
"i_max",
|
| 8 |
+
"i_mean",
|
| 9 |
+
"charge_time_s",
|
| 10 |
+
"discharge_time_s",
|
| 11 |
+
"coulombic_eff",
|
| 12 |
+
"cycle_count_so_far",
|
| 13 |
+
"v_peak_dqdv_charge",
|
| 14 |
+
"dqdv_peak_height_charge",
|
| 15 |
+
"dqdv_peak_width_charge",
|
| 16 |
+
"v_peak_dqdv_discharge",
|
| 17 |
+
"dqdv_peak_height_discharge",
|
| 18 |
+
"dqdv_peak_width_discharge",
|
| 19 |
+
"q_at_v_lo",
|
| 20 |
+
"q_at_v_hi",
|
| 21 |
+
"chemistry_LCO",
|
| 22 |
+
"chemistry_LFP",
|
| 23 |
+
"chemistry_NCA",
|
| 24 |
+
"chemistry_NMC",
|
| 25 |
+
"chemistry_Na-ion",
|
| 26 |
+
"chemistry_Zn-ion",
|
| 27 |
+
"chemistry_other",
|
| 28 |
+
"form_factor_18650",
|
| 29 |
+
"form_factor_21700",
|
| 30 |
+
"form_factor_cylindrical_other",
|
| 31 |
+
"form_factor_other",
|
| 32 |
+
"form_factor_pouch",
|
| 33 |
+
"form_factor_prismatic"
|
| 34 |
+
]
|
xgboost_rul/feature_scaler_audited_uncensored.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d08fa375aaa2dbc16f9c412194ba052542e9918807b77bb5556ede60fbad7feb
|
| 3 |
+
size 1383
|
xgboost_rul/xgboost_rul_audited_uncensored.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
xgboost_soh/feature_names_audited.json
ADDED
|
@@ -0,0 +1,34 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
"nominal_Ah",
|
| 3 |
+
"v_min",
|
| 4 |
+
"v_max",
|
| 5 |
+
"v_mean",
|
| 6 |
+
"i_min",
|
| 7 |
+
"i_max",
|
| 8 |
+
"i_mean",
|
| 9 |
+
"charge_time_s",
|
| 10 |
+
"discharge_time_s",
|
| 11 |
+
"coulombic_eff",
|
| 12 |
+
"cycle_count_so_far",
|
| 13 |
+
"v_peak_dqdv_charge",
|
| 14 |
+
"dqdv_peak_height_charge",
|
| 15 |
+
"dqdv_peak_width_charge",
|
| 16 |
+
"v_peak_dqdv_discharge",
|
| 17 |
+
"dqdv_peak_height_discharge",
|
| 18 |
+
"dqdv_peak_width_discharge",
|
| 19 |
+
"q_at_v_lo",
|
| 20 |
+
"q_at_v_hi",
|
| 21 |
+
"chemistry_LCO",
|
| 22 |
+
"chemistry_LFP",
|
| 23 |
+
"chemistry_NCA",
|
| 24 |
+
"chemistry_NMC",
|
| 25 |
+
"chemistry_Na-ion",
|
| 26 |
+
"chemistry_Zn-ion",
|
| 27 |
+
"chemistry_other",
|
| 28 |
+
"form_factor_18650",
|
| 29 |
+
"form_factor_21700",
|
| 30 |
+
"form_factor_cylindrical_other",
|
| 31 |
+
"form_factor_other",
|
| 32 |
+
"form_factor_pouch",
|
| 33 |
+
"form_factor_prismatic"
|
| 34 |
+
]
|
xgboost_soh/feature_scaler_audited.pkl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:862f6956ca5d5737eb0d1323d126ea06ba2185754069bd6c9323386c7ca7fc4d
|
| 3 |
+
size 1383
|
xgboost_soh/xgboost_soh_audited.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:eb3232afde0b16f140bcc36c3f3cf569a16090924467f38166ebb570342b9c71
|
| 3 |
+
size 48223598
|