Datasets:
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Browse files- schema.json +87 -0
schema.json
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{
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"factorynet_version": "1.0",
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"description": "Unified schema for industrial robot time-series data",
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"minimum_viable_episode": {
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"required": [">=1 setpoint signal", ">=1 effort signal"],
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"rationale": "Enables causal analysis: command → response"
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},
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"causal_structure": {
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"intent": "setpoint_* (what robot was commanded)",
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"action": "effort_* (how robot responded)",
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"outcome": "feedback_* (what actually happened)"
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},
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"tiers": {
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"universal": {
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"description": "Required for all datasets (Tier 1)",
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"columns": [
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{"name": "setpoint_pos_{axis}", "type": "float64", "unit": "rad", "role": "setpoint"},
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{"name": "effort_torque_{axis}", "type": "float64", "unit": "Nm", "role": "effort"},
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{"name": "effort_current_{axis}", "type": "float64", "unit": "A", "role": "effort"},
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{"name": "feedback_pos_{axis}", "type": "float64", "unit": "rad", "role": "feedback"},
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{"name": "timestamp", "type": "float64", "unit": "s", "role": "metadata"},
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{"name": "episode_id", "type": "string", "role": "metadata"}
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]
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},
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"common": {
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"description": "Present in >=50% of datasets (Tier 2)",
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"columns": [
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{"name": "setpoint_vel_{axis}", "type": "float64", "unit": "rad/s", "role": "setpoint"},
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{"name": "feedback_vel_{axis}", "type": "float64", "unit": "rad/s", "role": "feedback"},
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{"name": "effort_force_{x|y|z}", "type": "float64", "unit": "N", "role": "effort"},
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{"name": "ctx_temp_{axis}", "type": "float64", "unit": "degC", "role": "context"}
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]
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},
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"specific": {
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"description": "Dataset-specific extensions (Tier 3)",
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"examples": {
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"aursad": ["effort_tool_torque", "feedback_tool_pos"],
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"voraus": ["effort_torque_sensor_{axis}_a", "effort_torque_sensor_{axis}_b"],
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"phm2010": ["aux_acoustic_emission", "aux_vibration_{axis}"]
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}
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}
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},
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"fault_types": {
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"normal": "Normal operation",
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"stiff_joint": "Increased friction or binding",
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"collision": "Contact with unexpected obstacle",
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"phantom_load": "Effort without corresponding command",
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"grip_failure": "Gripper malfunction",
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"missing_part": "Expected component absent",
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"tool_wear": "Progressive degradation",
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"sensor_fault": "Sensor malfunction or drift",
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"other": "Unclassified anomaly"
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},
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"naming_convention": {
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"pattern": "{role}_{signal}_{axis}",
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"roles": ["setpoint", "effort", "feedback", "aux", "ctx"],
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"examples": [
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"setpoint_pos_0 → commanded position of axis 0",
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"effort_torque_3 → motor torque of axis 3",
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"feedback_vel_5 → actual velocity of axis 5"
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]
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},
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"datasets": {
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"aursad": {
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"source": "https://zenodo.org/records/4487073",
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"robot": "UR3e",
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"dof": 6,
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"task": "screwdriving",
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"episodes": 4094,
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"sampling_rate_hz": 100
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},
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"voraus": {
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"source": "https://github.com/vorausrobotik/voraus-ad-dataset",
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"robot": "Yu-Cobot",
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"dof": 6,
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"task": "pick-and-place",
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"episodes": 2122,
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"sampling_rate_hz": 100
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}
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}
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}
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