feat: add synthetic UR5e degradation dataset
Browse files
data/synthetic/ur5e_degradation.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:a71c9eca47bcfd96d71fd3bd1fbbf3c13f94784905948243500990f0e0a2dcd2
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size 2968852
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data/synthetic/ur5e_degradation_meta.json
ADDED
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{
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"n_runs": 108,
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"cycles_per_run": 300,
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"total_rows": 32400,
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"rul_cap": 300,
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"n_features": 14,
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| 7 |
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"feature_cols": [
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"j1_vel",
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| 9 |
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"j2_vel",
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| 10 |
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"j3_vel",
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"j4_vel",
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"j5_vel",
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"j6_vel",
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"j1_trq",
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"j2_trq",
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"j3_trq",
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"j4_trq",
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"j5_trq",
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"j6_trq",
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"payload_norm",
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"speed_norm"
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],
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"metadata_cols": [
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"unit_id",
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"cycle",
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"rul",
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"rul_norm",
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"wear_state",
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"degraded_joint",
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"fault_mode",
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"severity",
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"condition_id"
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],
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"fault_modes": [
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"friction",
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"backlash",
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"stiffness"
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],
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"severities": [
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2.0,
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5.0,
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10.0
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],
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"conditions": [
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{
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"condition_id": 0,
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"payload_norm": 0.2,
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"speed_norm": 0.3,
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"description": "light payload, slow speed"
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},
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{
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"condition_id": 1,
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"payload_norm": 0.8,
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"speed_norm": 0.8,
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"description": "heavy payload, fast speed"
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}
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],
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"n_joints": 6,
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"robot": "UR5e",
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"mjcf_source": "MuJoCo Menagerie (BSD-3-Clause)",
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"physics_params": {
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"baseline_frictionloss_Nm": [
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0.8,
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1.2,
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0.9,
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0.4,
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0.3,
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0.25
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],
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"baseline_damping_Nms_rad": [
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0.3,
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0.4,
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0.3,
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0.15,
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0.12,
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0.1
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],
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"baseline_gainprm_Nm_rad": [
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500.0,
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500.0,
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400.0,
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| 82 |
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200.0,
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200.0,
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150.0
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| 85 |
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],
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| 86 |
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"reference": "Robotica 2024, DOI:10.1017/S0263574724000833"
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| 87 |
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},
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| 88 |
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"quick": false
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| 89 |
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}
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