guanlan-src/outputs/rudong/m5_cms_tcm/fleet_model_result.json

{
 "meta": {
  "model": "fleet_vib_gainnorm (SOP §4.6 11闸, 白山/七台河法) 适配 TCM 谱库 v2 (增量审计修订)",
  "gates": "①去增益谱形 ②包络梳 ③唯一性(share<0.3, 峰型∨幅值≥2×fleet并计) ⑤⑦双侧liveness ⑥EM(4n阶) ⑧振幅归一+绝对幅值门(成员raw_x_fleet>=2, 防弱增益通道归一化放大) ⑩轨道轴rpm锚 风暴敏感性(storm_only/nostorm_no_data两态)",
  "candidate_rule": "shape_z>=2 且 唯一梳 max_x_fleet>=4 (成员全过raw>=2); shape_z>=3 无梳 = 离群未坐实(带excess/deficit标签, deficit=传感嫌疑)",
  "v2_audit_fixes": "34#类弱增益通道伪梳被绝对门拦截; share并用幅值比门堵非峰型抬升漏计; deficit/excess分流; storm两态语义"
 },
 "candidates": [
  {
   "turbine": "WTG16",
   "sensor": "Generator_DE",
   "regime": "low",
   "shape_z": 2.69,
   "shape_z_nostorm": 2.75,
   "shape_mode": "excess",
   "gain_x_fleet": 1.158,
   "storm_state": false,
   "comb": {
    "f0_hz": 134.938,
    "f0_order": 5.3975,
    "n_harmonics": 3,
    "members": [
     {
      "freq_hz": 134.938,
      "order": 5.3975,
      "amp_norm": 15.49,
      "x_fleet": 14.4,
      "raw_x_fleet": 49.5,
      "fleet_share": 0.08,
      "em": false,
      "named": null
     },
     {
      "freq_hz": 268.812,
      "order": 10.7525,
      "amp_norm": 5.27,
      "x_fleet": 5.7,
      "raw_x_fleet": 17.5,
      "fleet_share": 0.11,
      "em": false,
      "named": null
     },
     {
      "freq_hz": 403.75,
      "order": 16.15,
      "amp_norm": 5.84,
      "x_fleet": 6.8,
      "raw_x_fleet": 23.6,
      "fleet_share": 0.08,
      "em": false,
      "named": null
     }
    ],
    "nature": "非整阶=轴承族嫌疑",
    "max_x_fleet": 14.4,
    "max_raw_x_fleet": 49.5
   }
  },
  {
   "turbine": "WTG31",
   "sensor": "Gear_planet",
   "regime": "load",
   "shape_z": 3.71,
   "shape_z_nostorm": NaN,
   "shape_mode": "excess",
   "gain_x_fleet": 1.431,
   "storm_state": "nostorm_no_data",
   "comb": {
    "f0_hz": 49.938,
    "f0_order": 1.9975,
    "n_harmonics": 3,
    "members": [
     {
      "freq_hz": 49.938,
      "order": 1.9975,
      "amp_norm": 5.366,
      "x_fleet": 3.7,
      "raw_x_fleet": 8.8,
      "fleet_share": 0.22,
      "em": false,
      "named": null
     },
     {
      "freq_hz": 248.625,
      "order": 9.945,
      "amp_norm": 5.204,
      "x_fleet": 5.2,
      "raw_x_fleet": 12.0,
      "fleet_share": 0.17,
      "em": false,
      "named": null
     },
     {
      "freq_hz": 298.562,
      "order": 11.9425,
      "amp_norm": 6.541,
      "x_fleet": 6.2,
      "raw_x_fleet": 14.3,
      "fleet_share": 0.19,
      "em": false,
      "named": null
     }
    ],
    "nature": "整阶=不对中/松动/每转冲击",
    "max_x_fleet": 6.2,
    "max_raw_x_fleet": 14.3
   }
  },
  {
   "turbine": "WTG03",
   "sensor": "Generator_DE",
   "regime": "low",
   "shape_z": 2.01,
   "shape_z_nostorm": 2.02,
   "shape_mode": "excess",
   "gain_x_fleet": 1.534,
   "storm_state": false,
   "comb": {
    "f0_hz": 134.938,
    "f0_order": 5.3975,
    "n_harmonics": 2,
    "members": [
     {
      "freq_hz": 134.938,
      "order": 5.3975,
      "amp_norm": 6.503,
      "x_fleet": 6.1,
      "raw_x_fleet": 14.9,
      "fleet_share": 0.08,
      "em": false,
      "named": null
     },
     {
      "freq_hz": 268.812,
      "order": 10.7525,
      "amp_norm": 3.549,
      "x_fleet": 3.8,
      "raw_x_fleet": 8.5,
      "fleet_share": 0.11,
      "em": false,
      "named": null
     }
    ],
    "nature": "非整阶=轴承族嫌疑",
    "max_x_fleet": 6.1,
    "max_raw_x_fleet": 14.9
   }
  },
  {
   "turbine": "WTG01",
   "sensor": "Main_bearing_front",
   "regime": "low",
   "shape_z": 3.74,
   "shape_z_nostorm": 2.72,
   "shape_mode": "excess",
   "gain_x_fleet": 1.085,
   "storm_state": false,
   "comb": {
    "f0_hz": 6.51,
    "f0_order": 0.2604,
    "n_harmonics": 2,
    "members": [
     {
      "freq_hz": 6.51,
      "order": 0.2604,
      "amp_norm": 6.1,
      "x_fleet": 5.1,
      "raw_x_fleet": 3.7,
      "fleet_share": 0.28,
      "em": false,
      "named": null
     },
     {
      "freq_hz": 13.059,
      "order": 0.5223,
      "amp_norm": 3.508,
      "x_fleet": 3.6,
      "raw_x_fleet": 2.6,
      "fleet_share": 0.17,
      "em": false,
      "named": null
     }
    ],
    "nature": "非整阶=轴承族嫌疑",
    "max_x_fleet": 5.1,
    "max_raw_x_fleet": 3.7
   }
  },
  {
   "turbine": "WTG31",
   "sensor": "Gear_IMS",
   "regime": "load",
   "shape_z": 3.86,
   "shape_z_nostorm": NaN,
   "shape_mode": "excess",
   "gain_x_fleet": 1.815,
   "storm_state": "nostorm_no_data",
   "comb": {
    "f0_hz": 148.438,
    "f0_order": 5.9375,
    "n_harmonics": 3,
    "members": [
     {
      "freq_hz": 148.438,
      "order": 5.9375,
      "amp_norm": 4.22,
      "x_fleet": 4.1,
      "raw_x_fleet": 30.4,
      "fleet_share": 0.19,
      "em": false,
      "named": null
     },
     {
      "freq_hz": 298.438,
      "order": 11.9375,
      "amp_norm": 4.299,
      "x_fleet": 4.4,
      "raw_x_fleet": 30.6,
      "fleet_share": 0.22,
      "em": false,
      "named": null
     },
     {
      "freq_hz": 446.875,
      "order": 17.875,
      "amp_norm": 2.645,
      "x_fleet": 2.9,
      "raw_x_fleet": 20.7,
      "fleet_share": 0.17,
      "em": false,
      "named": null
     }
    ],
    "nature": "非整阶=轴承族嫌疑",
    "max_x_fleet": 4.4,
    "max_raw_x_fleet": 30.6
   }
  }
 ],
 "shape_outlier_no_comb": [
  {
   "turbine": "WTG01",
   "sensor": "Main_bearing_rear",
   "regime": "low",
   "shape_z": 9.23,
   "shape_z_nostorm": 4.45,
   "shape_mode": "excess",
   "gain_x_fleet": 1.251,
   "storm_state": false
  },
  {
   "turbine": "WTG07",
   "sensor": "Main_bearing_rear",
   "regime": "low",
   "shape_z": 7.04,
   "shape_z_nostorm": 4.3,
   "shape_mode": "excess",
   "gain_x_fleet": 1.236,
   "storm_state": false
  },
  {
   "turbine": "WTG07",
   "sensor": "Main_bearing_front",
   "regime": "low",
   "shape_z": 6.94,
   "shape_z_nostorm": 5.62,
   "shape_mode": "excess",
   "gain_x_fleet": 1.328,
   "storm_state": false
  },
  {
   "turbine": "WTG03",
   "sensor": "Main_bearing_rear",
   "regime": "low",
   "shape_z": 6.2,
   "shape_z_nostorm": 2.35,
   "shape_mode": "excess",
   "gain_x_fleet": 1.387,
   "storm_state": false
  },
  {
   "turbine": "WTG31",
   "sensor": "Gear_HS_generator_side",
   "regime": "low",
   "shape_z": 6.13,
   "shape_z_nostorm": 6.08,
   "shape_mode": "excess",
   "gain_x_fleet": 1.398,
   "storm_state": false
  },
  {
   "turbine": "WTG31",
   "sensor": "Gear_planet",
   "regime": "low",
   "shape_z": 5.72,
   "shape_z_nostorm": 3.73,
   "shape_mode": "excess",
   "gain_x_fleet": 0.745,
   "storm_state": false
  },
  {
   "turbine": "WTG31",
   "sensor": "Gear_HS_rotor_side",
   "regime": "load",
   "shape_z": 5.42,
   "shape_z_nostorm": NaN,
   "shape_mode": "excess",
   "gain_x_fleet": 1.375,
   "storm_state": "nostorm_no_data"
  },
  {
   "turbine": "WTG10",
   "sensor": "Main_bearing_rear",
   "regime": "low",
   "shape_z": 5.3,
   "shape_z_nostorm": -0.23,
   "shape_mode": "excess",
   "gain_x_fleet": 1.233,
   "storm_state": "storm_only"
  },
  {
   "turbine": "WTG34",
   "sensor": "Gear_HS_rotor_side",
   "regime": "low",
   "shape_z": 4.61,
   "shape_z_nostorm": 4.76,
   "shape_mode": "excess",
   "gain_x_fleet": 0.31,
   "storm_state": false
  },
  {
   "turbine": "WTG26",
   "sensor": "Main_bearing_rear",
   "regime": "low",
   "shape_z": 4.52,
   "shape_z_nostorm": 2.65,
   "shape_mode": "excess",
   "gain_x_fleet": 1.179,
   "storm_state": false
  },
  {
   "turbine": "WTG31",
   "sensor": "Gear_IMS",
   "regime": "low",
   "shape_z": 4.51,
   "shape_z_nostorm": 4.11,
   "shape_mode": "excess",
   "gain_x_fleet": 1.987,
   "storm_state": false
  },
  {
   "turbine": "WTG34",
   "sensor": "Gear_planet",
   "regime": "low",
   "shape_z": 4.12,
   "shape_z_nostorm": 0.81,
   "shape_mode": "excess",
   "gain_x_fleet": 0.39,
   "storm_state": "storm_only"
  },
  {
   "turbine": "WTG27",
   "sensor": "Generator_DE",
   "regime": "low",
   "shape_z": 4.08,
   "shape_z_nostorm": 1.24,
   "shape_mode": "excess",
   "gain_x_fleet": 1.589,
   "storm_state": "storm_only"
  },
  {
   "turbine": "WTG07",
   "sensor": "Gear_HS_rotor_side",
   "regime": "low",
   "shape_z": 3.96,
   "shape_z_nostorm": 2.35,
   "shape_mode": "excess",
   "gain_x_fleet": 2.189,
   "storm_state": false
  },
  {
   "turbine": "WTG38",
   "sensor": "Gear_planet",
   "regime": "low",
   "shape_z": 3.95,
   "shape_z_nostorm": 2.63,
   "shape_mode": "excess",
   "gain_x_fleet": 1.077,
   "storm_state": false
  },
  {
   "turbine": "WTG26",
   "sensor": "Generator_DE",
   "regime": "load",
   "shape_z": 3.89,
   "shape_z_nostorm": NaN,
   "shape_mode": "excess",
   "gain_x_fleet": 1.133,
   "storm_state": "nostorm_no_data"
  },
  {
   "turbine": "WTG16",
   "sensor": "Gear_HS_generator_side",
   "regime": "low",
   "shape_z": 3.83,
   "shape_z_nostorm": 2.31,
   "shape_mode": "excess",
   "gain_x_fleet": 2.305,
   "storm_state": false
  },
  {
   "turbine": "WTG07",
   "sensor": "Main_bearing_front",
   "regime": "load",
   "shape_z": 3.77,
   "shape_z_nostorm": NaN,
   "shape_mode": "excess",
   "gain_x_fleet": 1.242,
   "storm_state": "nostorm_no_data"
  },
  {
   "turbine": "WTG34",
   "sensor": "Gear_HS_rotor_side",
   "regime": "load",
   "shape_z": 3.69,
   "shape_z_nostorm": NaN,
   "shape_mode": "excess",
   "gain_x_fleet": 0.325,
   "storm_state": "nostorm_no_data"
  },
  {
   "turbine": "WTG34",
   "sensor": "Gear_HS_generator_side",
   "regime": "low",
   "shape_z": 3.65,
   "shape_z_nostorm": 3.11,
   "shape_mode": "excess",
   "gain_x_fleet": 0.282,
   "storm_state": false
  },
  {
   "turbine": "WTG05",
   "sensor": "Generator_NDE",
   "regime": "load",
   "shape_z": 3.49,
   "shape_z_nostorm": 3.14,
   "shape_mode": "excess",
   "gain_x_fleet": 1.133,
   "storm_state": false
  },
  {
   "turbine": "WTG27",
   "sensor": "Generator_DE",
   "regime": "load",
   "shape_z": 3.48,
   "shape_z_nostorm": NaN,
   "shape_mode": "excess",
   "gain_x_fleet": 1.111,
   "storm_state": "nostorm_no_data"
  },
  {
   "turbine": "WTG27",
   "sensor": "Generator_NDE",
   "regime": "low",
   "shape_z": 3.44,
   "shape_z_nostorm": 0.89,
   "shape_mode": "excess",
   "gain_x_fleet": 1.368,
   "storm_state": "storm_only"
  },
  {
   "turbine": "WTG05",
   "sensor": "Generator_DE",
   "regime": "load",
   "shape_z": 3.36,
   "shape_z_nostorm": 1.34,
   "shape_mode": "excess",
   "gain_x_fleet": 0.942,
   "storm_state": "storm_only"
  },
  {
   "turbine": "WTG38",
   "sensor": "Main_bearing_front",
   "regime": "load",
   "shape_z": 3.32,
   "shape_z_nostorm": NaN,
   "shape_mode": "excess",
   "gain_x_fleet": 1.048,
   "storm_state": "nostorm_no_data"
  },
  {
   "turbine": "WTG16",
   "sensor": "Gear_HS_generator_side",
   "regime": "load",
   "shape_z": 3.31,
   "shape_z_nostorm": 2.16,
   "shape_mode": "excess",
   "gain_x_fleet": 1.969,
   "storm_state": false
  },
  {
   "turbine": "WTG17",
   "sensor": "Generator_DE",
   "regime": "load",
   "shape_z": 3.19,
   "shape_z_nostorm": 1.81,
   "shape_mode": "excess",
   "gain_x_fleet": 1.202,
   "storm_state": "storm_only"
  },
  {
   "turbine": "WTG25",
   "sensor": "Gear_HS_rotor_side",
   "regime": "load",
   "shape_z": 3.18,
   "shape_z_nostorm": 3.49,
   "shape_mode": "excess",
   "gain_x_fleet": 0.591,
   "storm_state": false
  },
  {
   "turbine": "WTG01",
   "sensor": "Main_bearing_rear",
   "regime": "load",
   "shape_z": 3.06,
   "shape_z_nostorm": NaN,
   "shape_mode": "excess",
   "gain_x_fleet": 1.089,
   "storm_state": "nostorm_no_data"
  },
  {
   "turbine": "WTG04",
   "sensor": "Gear_HS_rotor_side",
   "regime": "load",
   "shape_z": 3.03,
   "shape_z_nostorm": NaN,
   "shape_mode": "excess",
   "gain_x_fleet": 0.527,
   "storm_state": "nostorm_no_data"
  },
  {
   "turbine": "WTG34",
   "sensor": "Gear_IMS",
   "regime": "low",
   "shape_z": 3.0,
   "shape_z_nostorm": 2.64,
   "shape_mode": "excess",
   "gain_x_fleet": 0.37,
   "storm_state": false
  }
 ],
 "dead_channels": []
}