Commit ·
710d76b
1
Parent(s): 33f7627
added figures
Browse files- models/classical/rf_classifier.joblib +3 -0
- models/classical/ridge.joblib +3 -0
- v1/figures.json +307 -0
- v2/figures.json +398 -0
- v3/figures.json +196 -0
models/classical/rf_classifier.joblib
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version https://git-lfs.github.com/spec/v1
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oid sha256:c3287f76f810707e16bb5657e082ab8031d8a87211b848e2389b6431328bec49
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size 9097
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models/classical/ridge.joblib
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version https://git-lfs.github.com/spec/v1
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oid sha256:0ea694de9cb528f8cf481e9611642375f6c39a0f2e55a8e2215e1745bb53a88d
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size 561
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v1/figures.json
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| 1 |
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{
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"version": "v1",
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"figures": [
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{
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"name": "best ensemble prediction",
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| 6 |
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"tags": [
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"best",
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"ensemble",
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| 9 |
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"prediction"
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],
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| 11 |
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"location": "best_ensemble_prediction.png"
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| 12 |
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},
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{
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| 14 |
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"name": "capacity and rul",
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| 15 |
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"tags": [
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"capacity",
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| 17 |
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"and",
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| 18 |
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"rul"
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],
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| 20 |
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"location": "capacity_and_rul.png"
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| 21 |
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},
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| 22 |
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{
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| 23 |
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"name": "capacity distribution by temp",
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| 24 |
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"tags": [
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"capacity",
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| 26 |
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"distribution",
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| 27 |
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"by",
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"temp"
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],
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"location": "capacity_distribution_by_temp.png"
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},
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{
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| 33 |
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"name": "capacity fade all batteries",
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| 34 |
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"tags": [
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"capacity",
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"fade",
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"all",
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"batteries"
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],
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| 40 |
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"location": "capacity_fade_all_batteries.png"
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},
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| 42 |
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{
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| 43 |
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"name": "capacity fade by temperature",
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| 44 |
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"tags": [
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| 45 |
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"capacity",
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| 46 |
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"fade",
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| 47 |
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"by",
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| 48 |
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"temperature"
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| 49 |
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],
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| 50 |
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"location": "capacity_fade_by_temperature.png"
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| 51 |
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},
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| 52 |
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{
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| 53 |
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"name": "ced curves",
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| 54 |
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"tags": [
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"ced",
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"curves"
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],
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| 58 |
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"location": "ced_curves.png"
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},
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{
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"name": "classical best actual vs pred",
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"tags": [
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"classical",
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"best",
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"actual",
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"vs",
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"pred"
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],
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"location": "classical_best_actual_vs_pred.png"
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},
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{
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"name": "classical best residuals",
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"tags": [
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"classical",
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"best",
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"residuals"
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],
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"location": "classical_best_residuals.png"
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},
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{
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"name": "classical soh comparison",
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"tags": [
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"classical",
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"soh",
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"comparison"
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],
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"location": "classical_soh_comparison.png"
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},
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{
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"name": "classification confusion matrices",
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"tags": [
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"classification",
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"confusion",
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"matrices"
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],
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"location": "classification_confusion_matrices.png"
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},
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| 98 |
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{
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| 99 |
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"name": "degradation state distribution",
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"tags": [
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"degradation",
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"state",
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| 103 |
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"distribution"
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],
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| 105 |
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"location": "degradation_state_distribution.png"
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},
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| 107 |
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{
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| 108 |
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"name": "dg itransformer predictions",
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| 109 |
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"tags": [
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| 110 |
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"dg",
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| 111 |
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"itransformer",
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| 112 |
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"predictions"
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| 113 |
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],
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| 114 |
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"location": "dg_itransformer_predictions.png"
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| 115 |
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},
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| 116 |
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{
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| 117 |
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"name": "dg itransformer training",
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| 118 |
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"tags": [
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| 119 |
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"dg",
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| 120 |
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"itransformer",
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| 121 |
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"training"
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],
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| 123 |
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"location": "dg_itransformer_training.png"
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},
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| 125 |
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{
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| 126 |
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"name": "ensemble comparison",
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| 127 |
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"tags": [
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| 128 |
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"ensemble",
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| 129 |
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"comparison"
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],
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| 131 |
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"location": "ensemble_comparison.png"
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| 132 |
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},
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| 133 |
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{
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| 134 |
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"name": "ensemble weights",
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| 135 |
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"tags": [
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"ensemble",
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"weights"
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],
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| 139 |
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"location": "ensemble_weights.png"
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},
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| 141 |
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{
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| 142 |
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"name": "feature correlation heatmap",
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| 143 |
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"tags": [
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| 144 |
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"feature",
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| 145 |
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"correlation",
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| 146 |
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"heatmap"
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],
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| 148 |
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"location": "feature_correlation_heatmap.png"
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| 149 |
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},
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| 150 |
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{
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| 151 |
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"name": "impedance evolution",
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| 152 |
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"tags": [
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"impedance",
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| 154 |
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"evolution"
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],
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| 156 |
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"location": "impedance_evolution.png"
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| 157 |
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},
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| 158 |
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{
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| 159 |
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"name": "lstm actual vs predicted",
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| 160 |
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"tags": [
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| 161 |
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"lstm",
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| 162 |
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"actual",
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| 163 |
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"vs",
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"predicted"
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],
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"location": "lstm_actual_vs_predicted.png"
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},
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{
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"name": "lstm training curves",
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"tags": [
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"lstm",
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"training",
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"curves"
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],
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"location": "lstm_training_curves.png"
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},
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| 177 |
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{
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| 178 |
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"name": "mc dropout uncertainty lstm",
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| 179 |
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"tags": [
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"mc",
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| 181 |
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"dropout",
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| 182 |
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"uncertainty",
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"lstm"
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],
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| 185 |
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"location": "mc_dropout_uncertainty_lstm.png"
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},
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| 187 |
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{
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| 188 |
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"name": "radar top6",
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| 189 |
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"tags": [
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"radar",
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"top6"
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],
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"location": "radar_top6.png"
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},
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{
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| 196 |
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"name": "re vs rct scatter",
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"tags": [
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"re",
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| 199 |
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"vs",
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"rct",
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"scatter"
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],
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| 203 |
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"location": "re_vs_rct_scatter.png"
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| 204 |
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},
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| 205 |
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{
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| 206 |
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"name": "shap xgboost soh",
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| 207 |
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"tags": [
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| 208 |
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"shap",
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| 209 |
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"xgboost",
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| 210 |
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"soh"
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],
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| 212 |
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"location": "shap_xgboost_soh.png"
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| 213 |
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},
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| 214 |
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{
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| 215 |
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"name": "soc coulomb counting demo",
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| 216 |
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"tags": [
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| 217 |
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"soc",
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| 218 |
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"coulomb",
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| 219 |
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"counting",
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| 220 |
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"demo"
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],
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| 222 |
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"location": "soc_coulomb_counting_demo.png"
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},
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| 224 |
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{
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| 225 |
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"name": "soh degradation trends",
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| 226 |
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"tags": [
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"soh",
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| 228 |
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"degradation",
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"trends"
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],
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| 231 |
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"location": "soh_degradation_trends.png"
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},
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| 233 |
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{
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| 234 |
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"name": "soh distribution",
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| 235 |
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"tags": [
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| 236 |
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"soh",
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"distribution"
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| 238 |
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],
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| 239 |
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"location": "soh_distribution.png"
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| 240 |
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},
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| 241 |
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{
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| 242 |
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"name": "transformer pt training curves",
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| 243 |
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"tags": [
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| 244 |
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"transformer",
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| 245 |
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"pt",
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| 246 |
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"training",
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| 247 |
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"curves"
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| 248 |
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],
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| 249 |
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"location": "transformer_pt_training_curves.png"
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},
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| 251 |
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{
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| 252 |
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"name": "transformer tf training curves",
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| 253 |
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"tags": [
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"transformer",
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"tf",
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"training",
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"curves"
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],
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"location": "transformer_tf_training_curves.png"
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},
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{
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| 262 |
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"name": "unified model comparison",
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| 263 |
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"tags": [
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"unified",
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| 265 |
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"model",
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| 266 |
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"comparison"
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],
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| 268 |
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"location": "unified_model_comparison.png"
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},
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| 270 |
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{
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| 271 |
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"name": "vae anomaly detection",
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"tags": [
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| 273 |
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"vae",
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| 274 |
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"anomaly",
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"detection"
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],
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| 277 |
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"location": "vae_anomaly_detection.png"
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},
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| 279 |
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{
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| 280 |
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"name": "vae latent umap",
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| 281 |
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"tags": [
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| 282 |
+
"vae",
|
| 283 |
+
"latent",
|
| 284 |
+
"umap"
|
| 285 |
+
],
|
| 286 |
+
"location": "vae_latent_umap.png"
|
| 287 |
+
},
|
| 288 |
+
{
|
| 289 |
+
"name": "vae lstm prediction",
|
| 290 |
+
"tags": [
|
| 291 |
+
"vae",
|
| 292 |
+
"lstm",
|
| 293 |
+
"prediction"
|
| 294 |
+
],
|
| 295 |
+
"location": "vae_lstm_prediction.png"
|
| 296 |
+
},
|
| 297 |
+
{
|
| 298 |
+
"name": "voltage surface 3d",
|
| 299 |
+
"tags": [
|
| 300 |
+
"voltage",
|
| 301 |
+
"surface",
|
| 302 |
+
"3d"
|
| 303 |
+
],
|
| 304 |
+
"location": "voltage_surface_3d.png"
|
| 305 |
+
}
|
| 306 |
+
]
|
| 307 |
+
}
|
v2/figures.json
ADDED
|
@@ -0,0 +1,398 @@
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"version": "v2",
|
| 3 |
+
"figures": [
|
| 4 |
+
{
|
| 5 |
+
"name": "best actual vs pred",
|
| 6 |
+
"tags": [
|
| 7 |
+
"best",
|
| 8 |
+
"actual",
|
| 9 |
+
"vs",
|
| 10 |
+
"pred"
|
| 11 |
+
],
|
| 12 |
+
"location": "best_actual_vs_pred.png"
|
| 13 |
+
},
|
| 14 |
+
{
|
| 15 |
+
"name": "best ensemble prediction",
|
| 16 |
+
"tags": [
|
| 17 |
+
"best",
|
| 18 |
+
"ensemble",
|
| 19 |
+
"prediction"
|
| 20 |
+
],
|
| 21 |
+
"location": "best_ensemble_prediction.png"
|
| 22 |
+
},
|
| 23 |
+
{
|
| 24 |
+
"name": "capacity and rul",
|
| 25 |
+
"tags": [
|
| 26 |
+
"capacity",
|
| 27 |
+
"and",
|
| 28 |
+
"rul"
|
| 29 |
+
],
|
| 30 |
+
"location": "capacity_and_rul.png"
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"name": "capacity distribution by temp",
|
| 34 |
+
"tags": [
|
| 35 |
+
"capacity",
|
| 36 |
+
"distribution",
|
| 37 |
+
"by",
|
| 38 |
+
"temp"
|
| 39 |
+
],
|
| 40 |
+
"location": "capacity_distribution_by_temp.png"
|
| 41 |
+
},
|
| 42 |
+
{
|
| 43 |
+
"name": "capacity fade all batteries",
|
| 44 |
+
"tags": [
|
| 45 |
+
"capacity",
|
| 46 |
+
"fade",
|
| 47 |
+
"all",
|
| 48 |
+
"batteries"
|
| 49 |
+
],
|
| 50 |
+
"location": "capacity_fade_all_batteries.png"
|
| 51 |
+
},
|
| 52 |
+
{
|
| 53 |
+
"name": "capacity fade by temperature",
|
| 54 |
+
"tags": [
|
| 55 |
+
"capacity",
|
| 56 |
+
"fade",
|
| 57 |
+
"by",
|
| 58 |
+
"temperature"
|
| 59 |
+
],
|
| 60 |
+
"location": "capacity_fade_by_temperature.png"
|
| 61 |
+
},
|
| 62 |
+
{
|
| 63 |
+
"name": "ced curves",
|
| 64 |
+
"tags": [
|
| 65 |
+
"ced",
|
| 66 |
+
"curves"
|
| 67 |
+
],
|
| 68 |
+
"location": "ced_curves.png"
|
| 69 |
+
},
|
| 70 |
+
{
|
| 71 |
+
"name": "classical best actual vs pred",
|
| 72 |
+
"tags": [
|
| 73 |
+
"classical",
|
| 74 |
+
"best",
|
| 75 |
+
"actual",
|
| 76 |
+
"vs",
|
| 77 |
+
"pred"
|
| 78 |
+
],
|
| 79 |
+
"location": "classical_best_actual_vs_pred.png"
|
| 80 |
+
},
|
| 81 |
+
{
|
| 82 |
+
"name": "classical best actual vs pred v2",
|
| 83 |
+
"tags": [
|
| 84 |
+
"classical",
|
| 85 |
+
"best",
|
| 86 |
+
"actual",
|
| 87 |
+
"vs",
|
| 88 |
+
"pred",
|
| 89 |
+
"v2"
|
| 90 |
+
],
|
| 91 |
+
"location": "classical_best_actual_vs_pred_v2.png"
|
| 92 |
+
},
|
| 93 |
+
{
|
| 94 |
+
"name": "classical best residuals",
|
| 95 |
+
"tags": [
|
| 96 |
+
"classical",
|
| 97 |
+
"best",
|
| 98 |
+
"residuals"
|
| 99 |
+
],
|
| 100 |
+
"location": "classical_best_residuals.png"
|
| 101 |
+
},
|
| 102 |
+
{
|
| 103 |
+
"name": "classical best residuals v2",
|
| 104 |
+
"tags": [
|
| 105 |
+
"classical",
|
| 106 |
+
"best",
|
| 107 |
+
"residuals",
|
| 108 |
+
"v2"
|
| 109 |
+
],
|
| 110 |
+
"location": "classical_best_residuals_v2.png"
|
| 111 |
+
},
|
| 112 |
+
{
|
| 113 |
+
"name": "classical soh comparison",
|
| 114 |
+
"tags": [
|
| 115 |
+
"classical",
|
| 116 |
+
"soh",
|
| 117 |
+
"comparison"
|
| 118 |
+
],
|
| 119 |
+
"location": "classical_soh_comparison.png"
|
| 120 |
+
},
|
| 121 |
+
{
|
| 122 |
+
"name": "classical soh comparison v2",
|
| 123 |
+
"tags": [
|
| 124 |
+
"classical",
|
| 125 |
+
"soh",
|
| 126 |
+
"comparison",
|
| 127 |
+
"v2"
|
| 128 |
+
],
|
| 129 |
+
"location": "classical_soh_comparison_v2.png"
|
| 130 |
+
},
|
| 131 |
+
{
|
| 132 |
+
"name": "classical top8",
|
| 133 |
+
"tags": [
|
| 134 |
+
"classical",
|
| 135 |
+
"top8"
|
| 136 |
+
],
|
| 137 |
+
"location": "classical_top8.png"
|
| 138 |
+
},
|
| 139 |
+
{
|
| 140 |
+
"name": "classification confusion matrices",
|
| 141 |
+
"tags": [
|
| 142 |
+
"classification",
|
| 143 |
+
"confusion",
|
| 144 |
+
"matrices"
|
| 145 |
+
],
|
| 146 |
+
"location": "classification_confusion_matrices.png"
|
| 147 |
+
},
|
| 148 |
+
{
|
| 149 |
+
"name": "classification confusion matrices v2",
|
| 150 |
+
"tags": [
|
| 151 |
+
"classification",
|
| 152 |
+
"confusion",
|
| 153 |
+
"matrices",
|
| 154 |
+
"v2"
|
| 155 |
+
],
|
| 156 |
+
"location": "classification_confusion_matrices_v2.png"
|
| 157 |
+
},
|
| 158 |
+
{
|
| 159 |
+
"name": "degradation state distribution",
|
| 160 |
+
"tags": [
|
| 161 |
+
"degradation",
|
| 162 |
+
"state",
|
| 163 |
+
"distribution"
|
| 164 |
+
],
|
| 165 |
+
"location": "degradation_state_distribution.png"
|
| 166 |
+
},
|
| 167 |
+
{
|
| 168 |
+
"name": "dg itransformer predictions",
|
| 169 |
+
"tags": [
|
| 170 |
+
"dg",
|
| 171 |
+
"itransformer",
|
| 172 |
+
"predictions"
|
| 173 |
+
],
|
| 174 |
+
"location": "dg_itransformer_predictions.png"
|
| 175 |
+
},
|
| 176 |
+
{
|
| 177 |
+
"name": "dg itransformer training",
|
| 178 |
+
"tags": [
|
| 179 |
+
"dg",
|
| 180 |
+
"itransformer",
|
| 181 |
+
"training"
|
| 182 |
+
],
|
| 183 |
+
"location": "dg_itransformer_training.png"
|
| 184 |
+
},
|
| 185 |
+
{
|
| 186 |
+
"name": "ensemble comparison",
|
| 187 |
+
"tags": [
|
| 188 |
+
"ensemble",
|
| 189 |
+
"comparison"
|
| 190 |
+
],
|
| 191 |
+
"location": "ensemble_comparison.png"
|
| 192 |
+
},
|
| 193 |
+
{
|
| 194 |
+
"name": "ensemble weights",
|
| 195 |
+
"tags": [
|
| 196 |
+
"ensemble",
|
| 197 |
+
"weights"
|
| 198 |
+
],
|
| 199 |
+
"location": "ensemble_weights.png"
|
| 200 |
+
},
|
| 201 |
+
{
|
| 202 |
+
"name": "feature correlation heatmap",
|
| 203 |
+
"tags": [
|
| 204 |
+
"feature",
|
| 205 |
+
"correlation",
|
| 206 |
+
"heatmap"
|
| 207 |
+
],
|
| 208 |
+
"location": "feature_correlation_heatmap.png"
|
| 209 |
+
},
|
| 210 |
+
{
|
| 211 |
+
"name": "impedance evolution",
|
| 212 |
+
"tags": [
|
| 213 |
+
"impedance",
|
| 214 |
+
"evolution"
|
| 215 |
+
],
|
| 216 |
+
"location": "impedance_evolution.png"
|
| 217 |
+
},
|
| 218 |
+
{
|
| 219 |
+
"name": "lstm actual vs predicted",
|
| 220 |
+
"tags": [
|
| 221 |
+
"lstm",
|
| 222 |
+
"actual",
|
| 223 |
+
"vs",
|
| 224 |
+
"predicted"
|
| 225 |
+
],
|
| 226 |
+
"location": "lstm_actual_vs_predicted.png"
|
| 227 |
+
},
|
| 228 |
+
{
|
| 229 |
+
"name": "lstm training curves",
|
| 230 |
+
"tags": [
|
| 231 |
+
"lstm",
|
| 232 |
+
"training",
|
| 233 |
+
"curves"
|
| 234 |
+
],
|
| 235 |
+
"location": "lstm_training_curves.png"
|
| 236 |
+
},
|
| 237 |
+
{
|
| 238 |
+
"name": "mc dropout uncertainty lstm",
|
| 239 |
+
"tags": [
|
| 240 |
+
"mc",
|
| 241 |
+
"dropout",
|
| 242 |
+
"uncertainty",
|
| 243 |
+
"lstm"
|
| 244 |
+
],
|
| 245 |
+
"location": "mc_dropout_uncertainty_lstm.png"
|
| 246 |
+
},
|
| 247 |
+
{
|
| 248 |
+
"name": "per battery mae heatmap v2",
|
| 249 |
+
"tags": [
|
| 250 |
+
"per",
|
| 251 |
+
"battery",
|
| 252 |
+
"mae",
|
| 253 |
+
"heatmap",
|
| 254 |
+
"v2"
|
| 255 |
+
],
|
| 256 |
+
"location": "per_battery_mae_heatmap_v2.png"
|
| 257 |
+
},
|
| 258 |
+
{
|
| 259 |
+
"name": "radar top6",
|
| 260 |
+
"tags": [
|
| 261 |
+
"radar",
|
| 262 |
+
"top6"
|
| 263 |
+
],
|
| 264 |
+
"location": "radar_top6.png"
|
| 265 |
+
},
|
| 266 |
+
{
|
| 267 |
+
"name": "re vs rct scatter",
|
| 268 |
+
"tags": [
|
| 269 |
+
"re",
|
| 270 |
+
"vs",
|
| 271 |
+
"rct",
|
| 272 |
+
"scatter"
|
| 273 |
+
],
|
| 274 |
+
"location": "re_vs_rct_scatter.png"
|
| 275 |
+
},
|
| 276 |
+
{
|
| 277 |
+
"name": "shap rf soh v2",
|
| 278 |
+
"tags": [
|
| 279 |
+
"shap",
|
| 280 |
+
"rf",
|
| 281 |
+
"soh",
|
| 282 |
+
"v2"
|
| 283 |
+
],
|
| 284 |
+
"location": "shap_rf_soh_v2.png"
|
| 285 |
+
},
|
| 286 |
+
{
|
| 287 |
+
"name": "shap xgboost soh",
|
| 288 |
+
"tags": [
|
| 289 |
+
"shap",
|
| 290 |
+
"xgboost",
|
| 291 |
+
"soh"
|
| 292 |
+
],
|
| 293 |
+
"location": "shap_xgboost_soh.png"
|
| 294 |
+
},
|
| 295 |
+
{
|
| 296 |
+
"name": "shap xgboost soh v2",
|
| 297 |
+
"tags": [
|
| 298 |
+
"shap",
|
| 299 |
+
"xgboost",
|
| 300 |
+
"soh",
|
| 301 |
+
"v2"
|
| 302 |
+
],
|
| 303 |
+
"location": "shap_xgboost_soh_v2.png"
|
| 304 |
+
},
|
| 305 |
+
{
|
| 306 |
+
"name": "soc coulomb counting demo",
|
| 307 |
+
"tags": [
|
| 308 |
+
"soc",
|
| 309 |
+
"coulomb",
|
| 310 |
+
"counting",
|
| 311 |
+
"demo"
|
| 312 |
+
],
|
| 313 |
+
"location": "soc_coulomb_counting_demo.png"
|
| 314 |
+
},
|
| 315 |
+
{
|
| 316 |
+
"name": "soh degradation trends",
|
| 317 |
+
"tags": [
|
| 318 |
+
"soh",
|
| 319 |
+
"degradation",
|
| 320 |
+
"trends"
|
| 321 |
+
],
|
| 322 |
+
"location": "soh_degradation_trends.png"
|
| 323 |
+
},
|
| 324 |
+
{
|
| 325 |
+
"name": "soh distribution",
|
| 326 |
+
"tags": [
|
| 327 |
+
"soh",
|
| 328 |
+
"distribution"
|
| 329 |
+
],
|
| 330 |
+
"location": "soh_distribution.png"
|
| 331 |
+
},
|
| 332 |
+
{
|
| 333 |
+
"name": "transformer pt training curves",
|
| 334 |
+
"tags": [
|
| 335 |
+
"transformer",
|
| 336 |
+
"pt",
|
| 337 |
+
"training",
|
| 338 |
+
"curves"
|
| 339 |
+
],
|
| 340 |
+
"location": "transformer_pt_training_curves.png"
|
| 341 |
+
},
|
| 342 |
+
{
|
| 343 |
+
"name": "transformer tf training curves",
|
| 344 |
+
"tags": [
|
| 345 |
+
"transformer",
|
| 346 |
+
"tf",
|
| 347 |
+
"training",
|
| 348 |
+
"curves"
|
| 349 |
+
],
|
| 350 |
+
"location": "transformer_tf_training_curves.png"
|
| 351 |
+
},
|
| 352 |
+
{
|
| 353 |
+
"name": "unified model comparison",
|
| 354 |
+
"tags": [
|
| 355 |
+
"unified",
|
| 356 |
+
"model",
|
| 357 |
+
"comparison"
|
| 358 |
+
],
|
| 359 |
+
"location": "unified_model_comparison.png"
|
| 360 |
+
},
|
| 361 |
+
{
|
| 362 |
+
"name": "vae anomaly detection",
|
| 363 |
+
"tags": [
|
| 364 |
+
"vae",
|
| 365 |
+
"anomaly",
|
| 366 |
+
"detection"
|
| 367 |
+
],
|
| 368 |
+
"location": "vae_anomaly_detection.png"
|
| 369 |
+
},
|
| 370 |
+
{
|
| 371 |
+
"name": "vae latent umap",
|
| 372 |
+
"tags": [
|
| 373 |
+
"vae",
|
| 374 |
+
"latent",
|
| 375 |
+
"umap"
|
| 376 |
+
],
|
| 377 |
+
"location": "vae_latent_umap.png"
|
| 378 |
+
},
|
| 379 |
+
{
|
| 380 |
+
"name": "vae lstm prediction",
|
| 381 |
+
"tags": [
|
| 382 |
+
"vae",
|
| 383 |
+
"lstm",
|
| 384 |
+
"prediction"
|
| 385 |
+
],
|
| 386 |
+
"location": "vae_lstm_prediction.png"
|
| 387 |
+
},
|
| 388 |
+
{
|
| 389 |
+
"name": "voltage surface 3d",
|
| 390 |
+
"tags": [
|
| 391 |
+
"voltage",
|
| 392 |
+
"surface",
|
| 393 |
+
"3d"
|
| 394 |
+
],
|
| 395 |
+
"location": "voltage_surface_3d.png"
|
| 396 |
+
}
|
| 397 |
+
]
|
| 398 |
+
}
|
v3/figures.json
ADDED
|
@@ -0,0 +1,196 @@
|
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|
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|
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|
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|
|
|
|
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"version": "v3",
|
| 3 |
+
"figures": [
|
| 4 |
+
{
|
| 5 |
+
"name": "best ensemble prediction",
|
| 6 |
+
"tags": [
|
| 7 |
+
"best",
|
| 8 |
+
"ensemble",
|
| 9 |
+
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|
| 10 |
+
],
|
| 11 |
+
"location": "best_ensemble_prediction.png"
|
| 12 |
+
},
|
| 13 |
+
{
|
| 14 |
+
"name": "capacity and rul",
|
| 15 |
+
"tags": [
|
| 16 |
+
"capacity",
|
| 17 |
+
"and",
|
| 18 |
+
"rul"
|
| 19 |
+
],
|
| 20 |
+
"location": "capacity_and_rul.png"
|
| 21 |
+
},
|
| 22 |
+
{
|
| 23 |
+
"name": "ced curves",
|
| 24 |
+
"tags": [
|
| 25 |
+
"ced",
|
| 26 |
+
"curves"
|
| 27 |
+
],
|
| 28 |
+
"location": "ced_curves.png"
|
| 29 |
+
},
|
| 30 |
+
{
|
| 31 |
+
"name": "degradation state distribution",
|
| 32 |
+
"tags": [
|
| 33 |
+
"degradation",
|
| 34 |
+
"state",
|
| 35 |
+
"distribution"
|
| 36 |
+
],
|
| 37 |
+
"location": "degradation_state_distribution.png"
|
| 38 |
+
},
|
| 39 |
+
{
|
| 40 |
+
"name": "dg itransformer predictions",
|
| 41 |
+
"tags": [
|
| 42 |
+
"dg",
|
| 43 |
+
"itransformer",
|
| 44 |
+
"predictions"
|
| 45 |
+
],
|
| 46 |
+
"location": "dg_itransformer_predictions.png"
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"name": "dg itransformer training",
|
| 50 |
+
"tags": [
|
| 51 |
+
"dg",
|
| 52 |
+
"itransformer",
|
| 53 |
+
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|
| 54 |
+
],
|
| 55 |
+
"location": "dg_itransformer_training.png"
|
| 56 |
+
},
|
| 57 |
+
{
|
| 58 |
+
"name": "ensemble comparison",
|
| 59 |
+
"tags": [
|
| 60 |
+
"ensemble",
|
| 61 |
+
"comparison"
|
| 62 |
+
],
|
| 63 |
+
"location": "ensemble_comparison.png"
|
| 64 |
+
},
|
| 65 |
+
{
|
| 66 |
+
"name": "ensemble confusion matrix",
|
| 67 |
+
"tags": [
|
| 68 |
+
"ensemble",
|
| 69 |
+
"confusion",
|
| 70 |
+
"matrix"
|
| 71 |
+
],
|
| 72 |
+
"location": "ensemble_confusion_matrix.png"
|
| 73 |
+
},
|
| 74 |
+
{
|
| 75 |
+
"name": "ensemble weights",
|
| 76 |
+
"tags": [
|
| 77 |
+
"ensemble",
|
| 78 |
+
"weights"
|
| 79 |
+
],
|
| 80 |
+
"location": "ensemble_weights.png"
|
| 81 |
+
},
|
| 82 |
+
{
|
| 83 |
+
"name": "feature correlation heatmap",
|
| 84 |
+
"tags": [
|
| 85 |
+
"feature",
|
| 86 |
+
"correlation",
|
| 87 |
+
"heatmap"
|
| 88 |
+
],
|
| 89 |
+
"location": "feature_correlation_heatmap.png"
|
| 90 |
+
},
|
| 91 |
+
{
|
| 92 |
+
"name": "lstm actual vs predicted",
|
| 93 |
+
"tags": [
|
| 94 |
+
"lstm",
|
| 95 |
+
"actual",
|
| 96 |
+
"vs",
|
| 97 |
+
"predicted"
|
| 98 |
+
],
|
| 99 |
+
"location": "lstm_actual_vs_predicted.png"
|
| 100 |
+
},
|
| 101 |
+
{
|
| 102 |
+
"name": "lstm training curves",
|
| 103 |
+
"tags": [
|
| 104 |
+
"lstm",
|
| 105 |
+
"training",
|
| 106 |
+
"curves"
|
| 107 |
+
],
|
| 108 |
+
"location": "lstm_training_curves.png"
|
| 109 |
+
},
|
| 110 |
+
{
|
| 111 |
+
"name": "mc dropout uncertainty lstm",
|
| 112 |
+
"tags": [
|
| 113 |
+
"mc",
|
| 114 |
+
"dropout",
|
| 115 |
+
"uncertainty",
|
| 116 |
+
"lstm"
|
| 117 |
+
],
|
| 118 |
+
"location": "mc_dropout_uncertainty_lstm.png"
|
| 119 |
+
},
|
| 120 |
+
{
|
| 121 |
+
"name": "soc coulomb counting demo",
|
| 122 |
+
"tags": [
|
| 123 |
+
"soc",
|
| 124 |
+
"coulomb",
|
| 125 |
+
"counting",
|
| 126 |
+
"demo"
|
| 127 |
+
],
|
| 128 |
+
"location": "soc_coulomb_counting_demo.png"
|
| 129 |
+
},
|
| 130 |
+
{
|
| 131 |
+
"name": "soh degradation trends",
|
| 132 |
+
"tags": [
|
| 133 |
+
"soh",
|
| 134 |
+
"degradation",
|
| 135 |
+
"trends"
|
| 136 |
+
],
|
| 137 |
+
"location": "soh_degradation_trends.png"
|
| 138 |
+
},
|
| 139 |
+
{
|
| 140 |
+
"name": "transformer pt training curves",
|
| 141 |
+
"tags": [
|
| 142 |
+
"transformer",
|
| 143 |
+
"pt",
|
| 144 |
+
"training",
|
| 145 |
+
"curves"
|
| 146 |
+
],
|
| 147 |
+
"location": "transformer_pt_training_curves.png"
|
| 148 |
+
},
|
| 149 |
+
{
|
| 150 |
+
"name": "transformer tf training curves",
|
| 151 |
+
"tags": [
|
| 152 |
+
"transformer",
|
| 153 |
+
"tf",
|
| 154 |
+
"training",
|
| 155 |
+
"curves"
|
| 156 |
+
],
|
| 157 |
+
"location": "transformer_tf_training_curves.png"
|
| 158 |
+
},
|
| 159 |
+
{
|
| 160 |
+
"name": "unified model comparison",
|
| 161 |
+
"tags": [
|
| 162 |
+
"unified",
|
| 163 |
+
"model",
|
| 164 |
+
"comparison"
|
| 165 |
+
],
|
| 166 |
+
"location": "unified_model_comparison.png"
|
| 167 |
+
},
|
| 168 |
+
{
|
| 169 |
+
"name": "vae anomaly detection",
|
| 170 |
+
"tags": [
|
| 171 |
+
"vae",
|
| 172 |
+
"anomaly",
|
| 173 |
+
"detection"
|
| 174 |
+
],
|
| 175 |
+
"location": "vae_anomaly_detection.png"
|
| 176 |
+
},
|
| 177 |
+
{
|
| 178 |
+
"name": "vae latent umap",
|
| 179 |
+
"tags": [
|
| 180 |
+
"vae",
|
| 181 |
+
"latent",
|
| 182 |
+
"umap"
|
| 183 |
+
],
|
| 184 |
+
"location": "vae_latent_umap.png"
|
| 185 |
+
},
|
| 186 |
+
{
|
| 187 |
+
"name": "vae lstm prediction",
|
| 188 |
+
"tags": [
|
| 189 |
+
"vae",
|
| 190 |
+
"lstm",
|
| 191 |
+
"prediction"
|
| 192 |
+
],
|
| 193 |
+
"location": "vae_lstm_prediction.png"
|
| 194 |
+
}
|
| 195 |
+
]
|
| 196 |
+
}
|