{
    "data_id": "44969",
    "name": "naval_propulsion_plant",
    "exact_name": "naval_propulsion_plant",
    "version": 7,
    "version_label": null,
    "description": "**Data Description**\n\nData have been generated from a sophisticated simulator of a Gas Turbines (GT), mounted on a Frigate characterized by a COmbined Diesel eLectric And Gas (CODLAG) propulsion plant type.\n\nThe propulsion system behaviour has been described with this parameters:\n- Ship speed (linear function of the lever position lp).\n- Compressor degradation coefficient kMc.\n- Turbine degradation coefficient kMt.\nso that each possible degradation state can be described by a combination of this triple (lp,kMt,kMc).\n\nA series of measures (16 features) which indirectly represents the state of the system subject to performance decay has been acquired and stored in the dataset over the parameter's space.\n\nThe goal is to estimate gt_compressor_decay_state_coefficient from the given measurements.\n\nThe columns gt_compressor_inlet_air_pressure, gt_compressor_inlet_air_temperature from the original dataset were\nremoved because they have constant values.\n\n\n**Attribute Description**\n\n1. *lever_position*\n2. *ship_speed*\n3. *gas_turbine_shaft_torque*\n4. *gas_turbine_rate_of_revolutions*\n5. *gas_generator_rate_of_revolutions*\n6. *starboard_propeller_torque*\n7. *port_propeller_torque*\n8. *hp_turbine_exit_temperature*\n9. *gt_compressor_inlet_air_temperature*\n10. *gt_compressor_outlet_air_temperature*\n11. *hp_turbine_exit_pressure*\n12. *gt_compressor_inlet_air_pressure*\n13. *gt_compressor_outlet_air_pressure*\n14. *gas_turbine_exhaust_gas_pressure*\n15. *turbine_injecton_control*\n16. *fuel_flow*\n17. *gt_compressor_decay_state_coefficient* - target feature\n18. *gt_turbine_decay_state_coefficient* - alternate target feature",
    "format": "arff",
    "uploader": "Sebastian Fischer",
    "uploader_id": 30127,
    "visibility": "public",
    "creator": null,
    "contributor": null,
    "date": "2022-12-22 16:13:04",
    "update_comment": null,
    "last_update": "2022-12-22 16:13:04",
    "licence": "CC BY 4.0",
    "status": "active",
    "error_message": null,
    "url": "https:\/\/api.openml.org\/data\/download\/22111833\/file22f162f4771e7.arff",
    "kaggle_url": null,
    "default_target_attribute": "gt_compressor_decay_state_coefficient",
    "row_id_attribute": null,
    "ignore_attribute": "\"gt_turbine_decay_state_coefficient\"",
    "runs": 0,
    "suggest": {
        "input": [
            "naval_propulsion_plant",
            "Data have been generated from a sophisticated simulator of a Gas Turbines (GT), mounted on a Frigate characterized by a COmbined Diesel eLectric And Gas (CODLAG) propulsion plant type. The propulsion system behaviour has been described with this parameters: - Ship speed (linear function of the lever position lp). - Compressor degradation coefficient kMc. - Turbine degradation coefficient kMt. so that each possible degradation state can be described by a combination of this triple (lp,kMt,kMc). A "
        ],
        "weight": 5
    },
    "qualities": {
        "NumberOfInstances": 11934,
        "NumberOfFeatures": 15,
        "NumberOfClasses": 0,
        "NumberOfMissingValues": 0,
        "NumberOfInstancesWithMissingValues": 0,
        "NumberOfNumericFeatures": 15,
        "NumberOfSymbolicFeatures": 0,
        "PercentageOfBinaryFeatures": 0,
        "PercentageOfInstancesWithMissingValues": 0,
        "PercentageOfMissingValues": 0,
        "AutoCorrelation": 0.9999958099388252,
        "PercentageOfNumericFeatures": 100,
        "Dimensionality": 0.001256913021618904,
        "PercentageOfSymbolicFeatures": 0,
        "MajorityClassPercentage": null,
        "MajorityClassSize": null,
        "MinorityClassPercentage": null,
        "MinorityClassSize": null,
        "NumberOfBinaryFeatures": 0
    },
    "tags": [],
    "features": [
        {
            "name": "gt_compressor_decay_state_coefficient",
            "index": "14",
            "type": "numeric",
            "distinct": "51",
            "missing": "0",
            "target": "1",
            "min": "1",
            "max": "1",
            "mean": "1",
            "stdev": "0"
        },
        {
            "name": "lever_position",
            "index": "0",
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            "distinct": "9",
            "missing": "0",
            "min": "1",
            "max": "9",
            "mean": "5",
            "stdev": "3"
        },
        {
            "name": "ship_speed",
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            "type": "numeric",
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            "missing": "0",
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            "max": "27",
            "mean": "15",
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        },
        {
            "name": "gas_turbine_shaft_torque",
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        },
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            "type": "numeric",
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            "max": "3561",
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        },
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            "mean": "8201",
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        },
        {
            "name": "starboard_propeller_torque",
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            "missing": "0",
            "min": "5",
            "max": "645",
            "mean": "227",
            "stdev": "200"
        },
        {
            "name": "port_propeller_torque",
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            "distinct": "4286",
            "missing": "0",
            "min": "5",
            "max": "645",
            "mean": "227",
            "stdev": "200"
        },
        {
            "name": "hp_turbine_exit_temperature",
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            "type": "numeric",
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            "missing": "0",
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        },
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        {
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        },
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        },
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            "name": "turbine_injecton_control",
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        },
        {
            "name": "fuel_flow",
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            "mean": "1",
            "stdev": "1"
        },
        {
            "name": "gt_turbine_decay_state_coefficient",
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            "missing": "0",
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        }
    ],
    "nr_of_issues": 0,
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}