feat: Add AtomizerField training data export and intelligent model discovery

Major additions:
- Training data export system for AtomizerField neural network training
- Bracket stiffness optimization study with 50+ training samples
- Intelligent NX model discovery (auto-detect solutions, expressions, mesh)
- Result extractors module for displacement, stress, frequency, mass
- User-generated NX journals for advanced workflows
- Archive structure for legacy scripts and test outputs
- Protocol documentation and dashboard launcher

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>

atomizer_field_training_data/uav_arm_train/trial_0000/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 0,
+  "timestamp": "2025-11-25T09:42:56.400049",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 6.872700594236813,
+    "beam_face_thickness": 2.9014286128198323,
+    "holes_diameter": 39.2797576724562,
+    "hole_count": 11.59195090518222
+  },
+  "results": {
+    "objectives": {
+      "mass": 3754.8484534555446,
+      "frequency": 20.51445960998535
+    },
+    "constraints": {
+      "max_displacement_limit": 0.024460498243570328,
+      "max_stress_limit": 228.33424377441406,
+      "min_frequency_limit": 20.51445960998535
+    },
+    "max_stress": 228.33424377441406,
+    "max_displacement": 0.024460498243570328,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0001/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 1,
+  "timestamp": "2025-11-25T09:43:11.087105",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 5.780093202212183,
+    "beam_face_thickness": 1.3119890406724053,
+    "holes_diameter": 12.32334448672798,
+    "hole_count": 13.197056874649611
+  },
+  "results": {
+    "objectives": {
+      "mass": 3358.8179313839833,
+      "frequency": 15.898102760314941
+    },
+    "constraints": {
+      "max_displacement_limit": 0.040556859225034714,
+      "max_stress_limit": 759.5623779296875,
+      "min_frequency_limit": 15.898102760314941
+    },
+    "max_stress": 759.5623779296875,
+    "max_displacement": 0.040556859225034714,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0002/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 2,
+  "timestamp": "2025-11-25T09:43:23.336309",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 8.005575058716044,
+    "beam_face_thickness": 2.416145155592091,
+    "holes_diameter": 10.823379771832098,
+    "hole_count": 13.819459112971966
+  },
+  "results": {
+    "objectives": {
+      "mass": 4729.977446942276,
+      "frequency": 19.287874221801758
+    },
+    "constraints": {
+      "max_displacement_limit": 0.0235770083963871,
+      "max_stress_limit": 228.7364959716797,
+      "min_frequency_limit": 19.287874221801758
+    },
+    "max_stress": 228.7364959716797,
+    "max_displacement": 0.0235770083963871,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0003/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 3,
+  "timestamp": "2025-11-25T09:43:37.056373",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 9.162213204002109,
+    "beam_face_thickness": 1.4246782213565523,
+    "holes_diameter": 17.272998688284027,
+    "hole_count": 9.100427059120603
+  },
+  "results": {
+    "objectives": {
+      "mass": 5107.665514625097,
+      "frequency": 18.16075897216797
+    },
+    "constraints": {
+      "max_displacement_limit": 0.028571313247084618,
+      "max_stress_limit": 642.693359375,
+      "min_frequency_limit": 18.16075897216797
+    },
+    "max_stress": 642.693359375,
+    "max_displacement": 0.028571313247084618,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0004/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 4,
+  "timestamp": "2025-11-25T09:43:52.727832",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 6.521211214797688,
+    "beam_face_thickness": 2.049512863264476,
+    "holes_diameter": 27.27780074568463,
+    "hole_count": 9.747374841188252
+  },
+  "results": {
+    "objectives": {
+      "mass": 3739.8588536156817,
+      "frequency": 18.240983963012695
+    },
+    "constraints": {
+      "max_displacement_limit": 0.02891721948981285,
+      "max_stress_limit": 316.30963134765625,
+      "min_frequency_limit": 18.240983963012695
+    },
+    "max_stress": 316.30963134765625,
+    "max_displacement": 0.02891721948981285,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0005/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 5,
+  "timestamp": "2025-11-25T09:44:06.676443",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 8.059264473611897,
+    "beam_face_thickness": 1.2789877213040837,
+    "holes_diameter": 21.685785941408724,
+    "hole_count": 10.19817105976215
+  },
+  "results": {
+    "objectives": {
+      "mass": 4443.2931865156825,
+      "frequency": 16.876663208007812
+    },
+    "constraints": {
+      "max_displacement_limit": 0.03388679027557373,
+      "max_stress_limit": 795.2747802734375,
+      "min_frequency_limit": 16.876663208007812
+    },
+    "max_stress": 795.2747802734375,
+    "max_displacement": 0.03388679027557373,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0006/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 6,
+  "timestamp": "2025-11-25T09:44:21.580975",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 7.28034992108518,
+    "beam_face_thickness": 2.570351922786027,
+    "holes_diameter": 17.98695128633439,
+    "hole_count": 11.08540663048167
+  },
+  "results": {
+    "objectives": {
+      "mass": 4330.969673315037,
+      "frequency": 19.42190933227539
+    },
+    "constraints": {
+      "max_displacement_limit": 0.024444641545414925,
+      "max_stress_limit": 228.28634643554688,
+      "min_frequency_limit": 19.42190933227539
+    },
+    "max_stress": 228.28634643554688,
+    "max_displacement": 0.024444641545414925,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0007/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 7,
+  "timestamp": "2025-11-25T09:44:36.574373",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 7.962072844310212,
+    "beam_face_thickness": 1.0929008254399954,
+    "holes_diameter": 34.30179407605753,
+    "hole_count": 9.02314474212375
+  },
+  "results": {
+    "objectives": {
+      "mass": 4159.912121589758,
+      "frequency": 16.2733097076416
+    },
+    "constraints": {
+      "max_displacement_limit": 0.04027493670582771,
+      "max_stress_limit": 1083.8499755859375,
+      "min_frequency_limit": 16.2733097076416
+    },
+    "max_stress": 1083.8499755859375,
+    "max_displacement": 0.04027493670582771,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0008/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 8,
+  "timestamp": "2025-11-25T09:44:49.228993",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 5.325257964926397,
+    "beam_face_thickness": 2.8977710745066663,
+    "holes_diameter": 48.625281322982374,
+    "hole_count": 12.850384088698767
+  },
+  "results": {
+    "objectives": {
+      "mass": 2808.5628180340927,
+      "frequency": 21.92365074157715
+    },
+    "constraints": {
+      "max_displacement_limit": 0.028996456414461136,
+      "max_stress_limit": 267.6662902832031,
+      "min_frequency_limit": 21.92365074157715
+    },
+    "max_stress": 267.6662902832031,
+    "max_displacement": 0.028996456414461136,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0009/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 9,
+  "timestamp": "2025-11-25T09:45:03.974254",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 6.523068845866853,
+    "beam_face_thickness": 1.1953442280127677,
+    "holes_diameter": 37.36932106048627,
+    "hole_count": 10.640914962437607
+  },
+  "results": {
+    "objectives": {
+      "mass": 3349.6099072172533,
+      "frequency": 15.831931114196777
+    },
+    "constraints": {
+      "max_displacement_limit": 0.04109802842140198,
+      "max_stress_limit": 910.6671142578125,
+      "min_frequency_limit": 15.831931114196777
+    },
+    "max_stress": 910.6671142578125,
+    "max_displacement": 0.04109802842140198,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0010/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 10,
+  "timestamp": "2025-11-25T09:45:20.686744",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 5.610191174223894,
+    "beam_face_thickness": 1.9903538202225404,
+    "holes_diameter": 11.375540844608736,
+    "hole_count": 13.455922412472692
+  },
+  "results": {
+    "objectives": {
+      "mass": 3420.1539159406198,
+      "frequency": 18.09408187866211
+    },
+    "constraints": {
+      "max_displacement_limit": 0.03199426457285881,
+      "max_stress_limit": 335.70428466796875,
+      "min_frequency_limit": 18.09408187866211
+    },
+    "max_stress": 335.70428466796875,
+    "max_displacement": 0.03199426457285881,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0011/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 11,
+  "timestamp": "2025-11-25T09:45:34.912859",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 6.293899908000085,
+    "beam_face_thickness": 2.325044568707964,
+    "holes_diameter": 22.46844304357644,
+    "hole_count": 11.120408127066865
+  },
+  "results": {
+    "objectives": {
+      "mass": 3735.3494193443853,
+      "frequency": 18.908977508544922
+    },
+    "constraints": {
+      "max_displacement_limit": 0.027771631255745888,
+      "max_stress_limit": 255.481689453125,
+      "min_frequency_limit": 18.908977508544922
+    },
+    "max_stress": 255.481689453125,
+    "max_displacement": 0.027771631255745888,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0012/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 12,
+  "timestamp": "2025-11-25T09:45:47.309128",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 7.733551396716399,
+    "beam_face_thickness": 1.369708911051054,
+    "holes_diameter": 48.783385110582344,
+    "hole_count": 12.650796940166687
+  },
+  "results": {
+    "objectives": {
+      "mass": 3430.7297336265456,
+      "frequency": 17.11578941345215
+    },
+    "constraints": {
+      "max_displacement_limit": 0.03416329249739647,
+      "max_stress_limit": 695.014404296875,
+      "min_frequency_limit": 17.11578941345215
+    },
+    "max_stress": 695.014404296875,
+    "max_displacement": 0.03416329249739647,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0013/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 13,
+  "timestamp": "2025-11-25T09:46:01.813357",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 9.697494707820946,
+    "beam_face_thickness": 2.789654700855298,
+    "holes_diameter": 33.915999152443405,
+    "hole_count": 13.531245410138702
+  },
+  "results": {
+    "objectives": {
+      "mass": 5055.8603368836375,
+      "frequency": 20.83148956298828
+    },
+    "constraints": {
+      "max_displacement_limit": 0.019860349595546722,
+      "max_stress_limit": 185.02517700195312,
+      "min_frequency_limit": 20.83148956298828
+    },
+    "max_stress": 185.02517700195312,
+    "max_displacement": 0.019860349595546722,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0014/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 14,
+  "timestamp": "2025-11-25T09:46:14.313512",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 5.442462510259597,
+    "beam_face_thickness": 1.3919657248382904,
+    "holes_diameter": 11.809091556421523,
+    "hole_count": 9.951981984579586
+  },
+  "results": {
+    "objectives": {
+      "mass": 3213.793478226333,
+      "frequency": 16.185922622680664
+    },
+    "constraints": {
+      "max_displacement_limit": 0.040323346853256226,
+      "max_stress_limit": 676.9888916015625,
+      "min_frequency_limit": 16.185922622680664
+    },
+    "max_stress": 676.9888916015625,
+    "max_displacement": 0.040323346853256226,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0015/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 15,
+  "timestamp": "2025-11-25T09:46:28.087150",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 6.94338644844741,
+    "beam_face_thickness": 1.5426980635477918,
+    "holes_diameter": 43.14950036607718,
+    "hole_count": 10.140519960161535
+  },
+  "results": {
+    "objectives": {
+      "mass": 3516.2545895165063,
+      "frequency": 17.112903594970703
+    },
+    "constraints": {
+      "max_displacement_limit": 0.03300582244992256,
+      "max_stress_limit": 551.2527465820312,
+      "min_frequency_limit": 17.112903594970703
+    },
+    "max_stress": 551.2527465820312,
+    "max_displacement": 0.03300582244992256,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0016/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 16,
+  "timestamp": "2025-11-25T09:46:42.045816",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 6.404672548436904,
+    "beam_face_thickness": 2.085392166316497,
+    "holes_diameter": 15.636968998990506,
+    "hole_count": 12.813181884524237
+  },
+  "results": {
+    "objectives": {
+      "mass": 3806.4328990424597,
+      "frequency": 18.254257202148438
+    },
+    "constraints": {
+      "max_displacement_limit": 0.028918668627738953,
+      "max_stress_limit": 305.9248352050781,
+      "min_frequency_limit": 18.254257202148438
+    },
+    "max_stress": 305.9248352050781,
+    "max_displacement": 0.028918668627738953,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0017/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 17,
+  "timestamp": "2025-11-25T09:46:54.303817",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 5.372753218398854,
+    "beam_face_thickness": 2.9737738732010346,
+    "holes_diameter": 40.889790771866295,
+    "hole_count": 9.192294089205035
+  },
+  "results": {
+    "objectives": {
+      "mass": 3201.7531002010373,
+      "frequency": 21.298219680786133
+    },
+    "constraints": {
+      "max_displacement_limit": 0.027775324881076813,
+      "max_stress_limit": 266.37664794921875,
+      "min_frequency_limit": 21.298219680786133
+    },
+    "max_stress": 266.37664794921875,
+    "max_displacement": 0.027775324881076813,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0018/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 18,
+  "timestamp": "2025-11-25T09:47:07.751272",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 5.027610585618012,
+    "beam_face_thickness": 2.6309228569096685,
+    "holes_diameter": 38.274293753904686,
+    "hole_count": 12.374043008245923
+  },
+  "results": {
+    "objectives": {
+      "mass": 2919.414526761638,
+      "frequency": 20.805625915527344
+    },
+    "constraints": {
+      "max_displacement_limit": 0.030427929013967514,
+      "max_stress_limit": 284.5617980957031,
+      "min_frequency_limit": 20.805625915527344
+    },
+    "max_stress": 284.5617980957031,
+    "max_displacement": 0.030427929013967514,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0019/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 19,
+  "timestamp": "2025-11-25T09:47:23.704027",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 8.85635173342973,
+    "beam_face_thickness": 1.1480893034681807,
+    "holes_diameter": 24.338629141770905,
+    "hole_count": 8.695214357150778
+  },
+  "results": {
+    "objectives": {
+      "mass": 4801.834238678327,
+      "frequency": 17.269065856933594
+    },
+    "constraints": {
+      "max_displacement_limit": 0.03594466671347618,
+      "max_stress_limit": 982.6076049804688,
+      "min_frequency_limit": 17.269065856933594
+    },
+    "max_stress": 982.6076049804688,
+    "max_displacement": 0.03594466671347618,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0020/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 20,
+  "timestamp": "2025-11-25T09:47:37.919506",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 7.28034992108518,
+    "beam_face_thickness": 2.570351922786027,
+    "holes_diameter": 17.98695128633439,
+    "hole_count": 13.178620555253561
+  },
+  "results": {
+    "objectives": {
+      "mass": 4310.908942015822,
+      "frequency": 19.431882858276367
+    },
+    "constraints": {
+      "max_displacement_limit": 0.024386651813983917,
+      "max_stress_limit": 227.0664825439453,
+      "min_frequency_limit": 19.431882858276367
+    },
+    "max_stress": 227.0664825439453,
+    "max_displacement": 0.024386651813983917,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0021/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 21,
+  "timestamp": "2025-11-25T09:47:51.531307",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 5.780093202212183,
+    "beam_face_thickness": 1.3119890406724053,
+    "holes_diameter": 12.32334448672798,
+    "hole_count": 13.197056874649611
+  },
+  "results": {
+    "objectives": {
+      "mass": 3358.8179313839833,
+      "frequency": 15.898102760314941
+    },
+    "constraints": {
+      "max_displacement_limit": 0.040556859225034714,
+      "max_stress_limit": 759.5623779296875,
+      "min_frequency_limit": 15.898102760314941
+    },
+    "max_stress": 759.5623779296875,
+    "max_displacement": 0.040556859225034714,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0022/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 22,
+  "timestamp": "2025-11-25T09:48:07.507310",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 8.11649063413779,
+    "beam_face_thickness": 1.1953442280127677,
+    "holes_diameter": 43.14950036607718,
+    "hole_count": 10.640914962437607
+  },
+  "results": {
+    "objectives": {
+      "mass": 3911.726848195828,
+      "frequency": 16.64651870727539
+    },
+    "constraints": {
+      "max_displacement_limit": 0.036786045879125595,
+      "max_stress_limit": 908.2288208007812,
+      "min_frequency_limit": 16.64651870727539
+    },
+    "max_stress": 908.2288208007812,
+    "max_displacement": 0.036786045879125595,
+    "feasible": false
+  }
+}

atomizer_field_training_data/uav_arm_train/trial_0023/metadata.json

@@ -0,0 +1,25 @@
+{
+  "trial_number": 23,
+  "timestamp": "2025-11-25T09:48:21.853138",
+  "atomizer_study": "uav_arm_atomizerfield_test",
+  "design_parameters": {
+    "beam_half_core_thickness": 9.697494707820946,
+    "beam_face_thickness": 2.789654700855298,
+    "holes_diameter": 48.625281322982374,
+    "hole_count": 13.531245410138702
+  },
+  "results": {
+    "objectives": {
+      "mass": 4353.920868226083,
+      "frequency": 21.20096778869629
+    },
+    "constraints": {
+      "max_displacement_limit": 0.02076462097465992,
+      "max_stress_limit": 188.76913452148438,
+      "min_frequency_limit": 21.20096778869629
+    },
+    "max_stress": 188.76913452148438,
+    "max_displacement": 0.02076462097465992,
+    "feasible": false
+  }
+}