Add files using upload-large-folder tool

checkpoints/checkpoint_batch_0001.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 50,
+  "successful_samples": 50,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 17,
+    "simple_spline": 7,
+    "complex_airfoil": 12,
+    "cone": 1,
+    "ellipsoid": 3,
+    "nurbs": 3,
+    "sphere": 5,
+    "flat": 1,
+    "cylinder": 1
+  },
+  "process_counts": {
+    "combined_mechanisms": 6,
+    "extreme_pitting_coalescence": 4,
+    "structural_degradation": 8,
+    "random": 26,
+    "end_of_life_corrosion": 5,
+    "catastrophic_leading_edge": 1
+  },
+  "severity_counts": {
+    "high_corrosion": 50
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0003.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 100,
+  "successful_samples": 100,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 32,
+    "simple_spline": 17,
+    "complex_airfoil": 21,
+    "cone": 2,
+    "ellipsoid": 4,
+    "nurbs": 11,
+    "sphere": 5,
+    "flat": 3,
+    "cylinder": 5
+  },
+  "process_counts": {
+    "combined_mechanisms": 12,
+    "extreme_pitting_coalescence": 7,
+    "structural_degradation": 17,
+    "random": 49,
+    "end_of_life_corrosion": 8,
+    "catastrophic_leading_edge": 7
+  },
+  "severity_counts": {
+    "high_corrosion": 100
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0005.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 150,
+  "successful_samples": 150,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 48,
+    "simple_spline": 24,
+    "complex_airfoil": 27,
+    "cone": 4,
+    "ellipsoid": 5,
+    "nurbs": 19,
+    "sphere": 9,
+    "flat": 6,
+    "cylinder": 8
+  },
+  "process_counts": {
+    "combined_mechanisms": 16,
+    "extreme_pitting_coalescence": 17,
+    "structural_degradation": 22,
+    "random": 67,
+    "end_of_life_corrosion": 11,
+    "catastrophic_leading_edge": 17
+  },
+  "severity_counts": {
+    "high_corrosion": 150
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0007.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 200,
+  "successful_samples": 200,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 63,
+    "simple_spline": 36,
+    "complex_airfoil": 37,
+    "cone": 7,
+    "ellipsoid": 5,
+    "nurbs": 25,
+    "sphere": 10,
+    "flat": 6,
+    "cylinder": 11
+  },
+  "process_counts": {
+    "combined_mechanisms": 21,
+    "extreme_pitting_coalescence": 21,
+    "structural_degradation": 27,
+    "random": 84,
+    "end_of_life_corrosion": 21,
+    "catastrophic_leading_edge": 26
+  },
+  "severity_counts": {
+    "high_corrosion": 200
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0009.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 250,
+  "successful_samples": 250,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 79,
+    "simple_spline": 43,
+    "complex_airfoil": 44,
+    "cone": 11,
+    "ellipsoid": 6,
+    "nurbs": 32,
+    "sphere": 14,
+    "flat": 8,
+    "cylinder": 13
+  },
+  "process_counts": {
+    "combined_mechanisms": 24,
+    "extreme_pitting_coalescence": 29,
+    "structural_degradation": 32,
+    "random": 104,
+    "end_of_life_corrosion": 25,
+    "catastrophic_leading_edge": 36
+  },
+  "severity_counts": {
+    "high_corrosion": 250
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0011.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 300,
+  "successful_samples": 300,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 95,
+    "simple_spline": 52,
+    "complex_airfoil": 49,
+    "cone": 15,
+    "ellipsoid": 7,
+    "nurbs": 38,
+    "sphere": 16,
+    "flat": 12,
+    "cylinder": 16
+  },
+  "process_counts": {
+    "combined_mechanisms": 30,
+    "extreme_pitting_coalescence": 38,
+    "structural_degradation": 38,
+    "random": 126,
+    "end_of_life_corrosion": 28,
+    "catastrophic_leading_edge": 40
+  },
+  "severity_counts": {
+    "high_corrosion": 300
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0013.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 350,
+  "successful_samples": 350,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 106,
+    "simple_spline": 56,
+    "complex_airfoil": 59,
+    "cone": 19,
+    "ellipsoid": 9,
+    "nurbs": 41,
+    "sphere": 18,
+    "flat": 18,
+    "cylinder": 24
+  },
+  "process_counts": {
+    "combined_mechanisms": 33,
+    "extreme_pitting_coalescence": 41,
+    "structural_degradation": 48,
+    "random": 149,
+    "end_of_life_corrosion": 32,
+    "catastrophic_leading_edge": 47
+  },
+  "severity_counts": {
+    "high_corrosion": 350
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0015.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 400,
+  "successful_samples": 400,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 118,
+    "simple_spline": 67,
+    "complex_airfoil": 65,
+    "cone": 20,
+    "ellipsoid": 9,
+    "nurbs": 45,
+    "sphere": 22,
+    "flat": 23,
+    "cylinder": 31
+  },
+  "process_counts": {
+    "combined_mechanisms": 36,
+    "extreme_pitting_coalescence": 44,
+    "structural_degradation": 59,
+    "random": 173,
+    "end_of_life_corrosion": 36,
+    "catastrophic_leading_edge": 52
+  },
+  "severity_counts": {
+    "high_corrosion": 400
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0017.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 450,
+  "successful_samples": 450,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 132,
+    "simple_spline": 71,
+    "complex_airfoil": 73,
+    "cone": 22,
+    "ellipsoid": 9,
+    "nurbs": 58,
+    "sphere": 24,
+    "flat": 24,
+    "cylinder": 37
+  },
+  "process_counts": {
+    "combined_mechanisms": 39,
+    "extreme_pitting_coalescence": 46,
+    "structural_degradation": 66,
+    "random": 196,
+    "end_of_life_corrosion": 42,
+    "catastrophic_leading_edge": 61
+  },
+  "severity_counts": {
+    "high_corrosion": 450
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0019.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 500,
+  "successful_samples": 500,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 144,
+    "simple_spline": 79,
+    "complex_airfoil": 80,
+    "cone": 24,
+    "ellipsoid": 12,
+    "nurbs": 63,
+    "sphere": 27,
+    "flat": 28,
+    "cylinder": 43
+  },
+  "process_counts": {
+    "combined_mechanisms": 43,
+    "extreme_pitting_coalescence": 55,
+    "structural_degradation": 72,
+    "random": 216,
+    "end_of_life_corrosion": 46,
+    "catastrophic_leading_edge": 68
+  },
+  "severity_counts": {
+    "high_corrosion": 500
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0021.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 550,
+  "successful_samples": 550,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 155,
+    "simple_spline": 85,
+    "complex_airfoil": 89,
+    "cone": 25,
+    "ellipsoid": 12,
+    "nurbs": 74,
+    "sphere": 32,
+    "flat": 29,
+    "cylinder": 49
+  },
+  "process_counts": {
+    "combined_mechanisms": 48,
+    "extreme_pitting_coalescence": 62,
+    "structural_degradation": 76,
+    "random": 235,
+    "end_of_life_corrosion": 53,
+    "catastrophic_leading_edge": 76
+  },
+  "severity_counts": {
+    "high_corrosion": 550
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0023.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 600,
+  "successful_samples": 600,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 168,
+    "simple_spline": 92,
+    "complex_airfoil": 94,
+    "cone": 25,
+    "ellipsoid": 16,
+    "nurbs": 83,
+    "sphere": 36,
+    "flat": 33,
+    "cylinder": 53
+  },
+  "process_counts": {
+    "combined_mechanisms": 56,
+    "extreme_pitting_coalescence": 68,
+    "structural_degradation": 80,
+    "random": 251,
+    "end_of_life_corrosion": 57,
+    "catastrophic_leading_edge": 88
+  },
+  "severity_counts": {
+    "high_corrosion": 600
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0025.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 650,
+  "successful_samples": 650,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 183,
+    "simple_spline": 99,
+    "complex_airfoil": 102,
+    "cone": 27,
+    "ellipsoid": 18,
+    "nurbs": 87,
+    "sphere": 41,
+    "flat": 36,
+    "cylinder": 57
+  },
+  "process_counts": {
+    "combined_mechanisms": 62,
+    "extreme_pitting_coalescence": 73,
+    "structural_degradation": 87,
+    "random": 266,
+    "end_of_life_corrosion": 66,
+    "catastrophic_leading_edge": 96
+  },
+  "severity_counts": {
+    "high_corrosion": 650
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0027.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 700,
+  "successful_samples": 700,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 196,
+    "simple_spline": 109,
+    "complex_airfoil": 110,
+    "cone": 29,
+    "ellipsoid": 18,
+    "nurbs": 95,
+    "sphere": 42,
+    "flat": 40,
+    "cylinder": 61
+  },
+  "process_counts": {
+    "combined_mechanisms": 66,
+    "extreme_pitting_coalescence": 81,
+    "structural_degradation": 91,
+    "random": 284,
+    "end_of_life_corrosion": 73,
+    "catastrophic_leading_edge": 105
+  },
+  "severity_counts": {
+    "high_corrosion": 700
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0029.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 750,
+  "successful_samples": 750,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 208,
+    "simple_spline": 119,
+    "complex_airfoil": 115,
+    "cone": 31,
+    "ellipsoid": 18,
+    "nurbs": 105,
+    "sphere": 42,
+    "flat": 41,
+    "cylinder": 71
+  },
+  "process_counts": {
+    "combined_mechanisms": 72,
+    "extreme_pitting_coalescence": 86,
+    "structural_degradation": 98,
+    "random": 300,
+    "end_of_life_corrosion": 79,
+    "catastrophic_leading_edge": 115
+  },
+  "severity_counts": {
+    "high_corrosion": 750
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0031.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 800,
+  "successful_samples": 800,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 220,
+    "simple_spline": 128,
+    "complex_airfoil": 121,
+    "cone": 32,
+    "ellipsoid": 18,
+    "nurbs": 112,
+    "sphere": 45,
+    "flat": 46,
+    "cylinder": 78
+  },
+  "process_counts": {
+    "combined_mechanisms": 79,
+    "extreme_pitting_coalescence": 99,
+    "structural_degradation": 101,
+    "random": 313,
+    "end_of_life_corrosion": 90,
+    "catastrophic_leading_edge": 118
+  },
+  "severity_counts": {
+    "high_corrosion": 800
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0033.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 850,
+  "successful_samples": 850,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 235,
+    "simple_spline": 135,
+    "complex_airfoil": 128,
+    "cone": 34,
+    "ellipsoid": 18,
+    "nurbs": 119,
+    "sphere": 45,
+    "flat": 49,
+    "cylinder": 87
+  },
+  "process_counts": {
+    "combined_mechanisms": 84,
+    "extreme_pitting_coalescence": 101,
+    "structural_degradation": 113,
+    "random": 331,
+    "end_of_life_corrosion": 99,
+    "catastrophic_leading_edge": 122
+  },
+  "severity_counts": {
+    "high_corrosion": 850
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0035.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 900,
+  "successful_samples": 900,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 243,
+    "simple_spline": 145,
+    "complex_airfoil": 134,
+    "cone": 38,
+    "ellipsoid": 19,
+    "nurbs": 124,
+    "sphere": 47,
+    "flat": 56,
+    "cylinder": 94
+  },
+  "process_counts": {
+    "combined_mechanisms": 89,
+    "extreme_pitting_coalescence": 108,
+    "structural_degradation": 119,
+    "random": 345,
+    "end_of_life_corrosion": 106,
+    "catastrophic_leading_edge": 133
+  },
+  "severity_counts": {
+    "high_corrosion": 900
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0037.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 950,
+  "successful_samples": 950,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 259,
+    "simple_spline": 152,
+    "complex_airfoil": 137,
+    "cone": 39,
+    "ellipsoid": 22,
+    "nurbs": 132,
+    "sphere": 50,
+    "flat": 59,
+    "cylinder": 100
+  },
+  "process_counts": {
+    "combined_mechanisms": 94,
+    "extreme_pitting_coalescence": 114,
+    "structural_degradation": 124,
+    "random": 365,
+    "end_of_life_corrosion": 112,
+    "catastrophic_leading_edge": 141
+  },
+  "severity_counts": {
+    "high_corrosion": 950
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

checkpoints/checkpoint_batch_0039.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 1000,
+  "successful_samples": 1000,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 272,
+    "simple_spline": 160,
+    "complex_airfoil": 142,
+    "cone": 42,
+    "ellipsoid": 24,
+    "nurbs": 137,
+    "sphere": 52,
+    "flat": 62,
+    "cylinder": 109
+  },
+  "process_counts": {
+    "combined_mechanisms": 97,
+    "extreme_pitting_coalescence": 121,
+    "structural_degradation": 127,
+    "random": 390,
+    "end_of_life_corrosion": 114,
+    "catastrophic_leading_edge": 151
+  },
+  "severity_counts": {
+    "high_corrosion": 1000
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": null
+}

logs/extreme_corrosion_generation.log

@@ -0,0 +1,10 @@
+2025-11-08 02:23:25,975 - INFO - Dataset generation started
+2025-11-08 02:23:25,976 - INFO - Configuration loaded from extreme_corrosion.yaml
+2025-11-08 02:23:25,976 - INFO - Random seed set to 42
+2025-11-08 02:23:25,976 - INFO - Starting generation of 1000 samples from scratch
+2025-11-08 04:26:52,728 - INFO - Statistics saved to synthetic_dataset/statistics/generation_statistics.json
+2025-11-08 04:26:52,729 - INFO - Total samples: 1000
+2025-11-08 04:26:52,729 - INFO - Successful: 1000
+2025-11-08 04:26:52,729 - INFO - Failed: 0
+2025-11-08 04:26:52,729 - INFO - Severity distribution: {'high_corrosion': 1000}
+2025-11-08 04:26:52,729 - INFO - Dataset generation completed!

metadata/nurbs/sample_000042.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 42,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "5",
+    "max_height": 0.15,
+    "smoothness": 0.4049981106830048
+  },
+  "rq_target": 0.0021294397134444362,
+  "rq_actual": 0.0021294397134444362,
+  "ra_actual": 0.0017455416725321877,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "combined_mechanisms",
+  "method": "hybrid",
+  "grid_resolution": [
+    293,
+    105
+  ],
+  "physical_dimensions": [
+    0.1910468040012994,
+    0.11790393786800339
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0023389295927345706,
+    "max_slope": 0.006493988958621021,
+    "height_range": 0.2243153307485336,
+    "mean_height": 0.016778052017296676,
+    "std_height": 0.054564542279912906
+  },
+  "generation_timestamp": "2025-11-08T02:26:35.087412",
+  "correlation_length_x": 0.02208893182310169,
+  "correlation_length_y": 0.017276004544282356,
+  "orientation": 30.0,
+  "anisotropy_ratio": 1.2785902994226876,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 8,
+    "perlin_persistence": 0.6931654038901999,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.4583142371690284,
+    "fractal_modes": 87
+  }
+}

metadata/nurbs/sample_000086.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 86,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "5",
+    "n_control_y": "3",
+    "max_height": 0.15,
+    "smoothness": 0.4456931126450744
+  },
+  "rq_target": 0.003753386055936191,
+  "rq_actual": 0.003753386055936191,
+  "ra_actual": 0.0030774542841428367,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "catastrophic_leading_edge",
+  "method": "hybrid",
+  "grid_resolution": [
+    246,
+    196
+  ],
+  "physical_dimensions": [
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+    0.041377285618989436
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0007561371456919531,
+    "max_slope": 0.00166759007406998,
+    "height_range": 0.14886707174699493,
+    "mean_height": 0.05243757377568274,
+    "std_height": 0.02845601401829935
+  },
+  "generation_timestamp": "2025-11-08T02:32:43.731195",
+  "correlation_length_x": 0.033198562582692014,
+  "correlation_length_y": 0.009277160246084836,
+  "orientation": 30.0,
+  "anisotropy_ratio": 3.578526370362367,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 8,
+    "perlin_persistence": 0.8225759247979075,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.46362566968825375,
+    "fractal_modes": 60
+  }
+}

metadata/nurbs/sample_000103.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 103,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "5",
+    "max_height": 0.15,
+    "smoothness": 0.6434028519276236
+  },
+  "rq_target": 0.0014383039265133183,
+  "rq_actual": 0.0014383039265133183,
+  "ra_actual": 0.0011841872257873107,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "random",
+  "method": "hybrid",
+  "grid_resolution": [
+    396,
+    125
+  ],
+  "physical_dimensions": [
+    0.16748462409117157,
+    0.05106242557298407
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0007675863077650377,
+    "max_slope": 0.00236437432350552,
+    "height_range": 0.14079218852583297,
+    "mean_height": 0.04020725344988995,
+    "std_height": 0.026006410248532306
+  },
+  "generation_timestamp": "2025-11-08T02:35:57.060074",
+  "correlation_length_x": 0.3341020274570617,
+  "correlation_length_y": 0.01702300234521612,
+  "orientation": 69.7069420825668,
+  "anisotropy_ratio": 19.626504225381403,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 6,
+    "perlin_persistence": 0.6591682524287888,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.40238118709815107,
+    "fractal_modes": 84
+  }
+}

metadata/nurbs/sample_000132.json

@@ -0,0 +1,46 @@
+{
+  "sample_id": 132,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "5",
+    "n_control_y": "3",
+    "max_height": 0.15,
+    "smoothness": 0.5130627147265161
+  },
+  "rq_target": 0.002845294286503319,
+  "rq_actual": 0.002845294286503319,
+  "ra_actual": 0.0022755302438522565,
+  "severity": "high_corrosion",
+  "is_anisotropic": false,
+  "psd_method": "exponential",
+  "manufacturing_process": "end_of_life_corrosion",
+  "method": "hybrid",
+  "grid_resolution": [
+    230,
+    197
+  ],
+  "physical_dimensions": [
+    0.1515969817088392,
+    0.07897614395821204
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0007690394916209717,
+    "max_slope": 0.0019226924483515303,
+    "height_range": 0.16442816713528643,
+    "mean_height": 0.0218393284550228,
+    "std_height": 0.03747747039592503
+  },
+  "generation_timestamp": "2025-11-08T02:39:08.735153",
+  "correlation_length": 0.05625445194717424,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 6,
+    "perlin_persistence": 0.7808597700141793,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.3117394305254911,
+    "fractal_modes": 75
+  }
+}

metadata/nurbs/sample_000165.json

@@ -0,0 +1,46 @@
+{
+  "sample_id": 165,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "3",
+    "max_height": 0.15,
+    "smoothness": 0.521268470546207
+  },
+  "rq_target": 0.0036831663039735233,
+  "rq_actual": 0.0036831663039735233,
+  "ra_actual": 0.003057040056809681,
+  "severity": "high_corrosion",
+  "is_anisotropic": false,
+  "psd_method": "exponential",
+  "manufacturing_process": "end_of_life_corrosion",
+  "method": "hybrid",
+  "grid_resolution": [
+    247,
+    102
+  ],
+  "physical_dimensions": [
+    0.15419009707857734,
+    0.034856572802764635
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0013825261042131373,
+    "max_slope": 0.003279476395654628,
+    "height_range": 0.17536253465233265,
+    "mean_height": -0.0033474200254711354,
+    "std_height": 0.037261880580768125
+  },
+  "generation_timestamp": "2025-11-08T02:42:11.426336",
+  "correlation_length": 0.01915183367491439,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 6,
+    "perlin_persistence": 0.7185578679492983,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.3154797639052731,
+    "fractal_modes": 87
+  }
+}

metadata/nurbs/sample_000246.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 246,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "5",
+    "n_control_y": "3",
+    "max_height": 0.15,
+    "smoothness": 0.8349925242584295
+  },
+  "rq_target": 0.001135031374778551,
+  "rq_actual": 0.001135031374778551,
+  "ra_actual": 0.0009356857407127217,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "catastrophic_leading_edge",
+  "method": "hybrid",
+  "grid_resolution": [
+    354,
+    179
+  ],
+  "physical_dimensions": [
+    0.17185527125409006,
+    0.057310985066366726
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0006454940734370993,
+    "max_slope": 0.0013009169023919611,
+    "height_range": 0.13067429832350863,
+    "mean_height": 0.037819606691728375,
+    "std_height": 0.030361979646338345
+  },
+  "generation_timestamp": "2025-11-08T02:51:10.308660",
+  "correlation_length_x": 0.048038911615418824,
+  "correlation_length_y": 0.005585091576970271,
+  "orientation": 0.0,
+  "anisotropy_ratio": 8.601275548194028,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 6,
+    "perlin_persistence": 0.7708816546110602,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.4157207772944905,
+    "fractal_modes": 80
+  }
+}

metadata/nurbs/sample_000263.json

@@ -0,0 +1,46 @@
+{
+  "sample_id": 263,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "3",
+    "max_height": 0.15,
+    "smoothness": 0.7780160369610218
+  },
+  "rq_target": 0.001514890977146196,
+  "rq_actual": 0.0015148909771461958,
+  "ra_actual": 0.0012216566746995046,
+  "severity": "high_corrosion",
+  "is_anisotropic": false,
+  "psd_method": "exponential",
+  "manufacturing_process": "extreme_pitting_coalescence",
+  "method": "hybrid",
+  "grid_resolution": [
+    239,
+    184
+  ],
+  "physical_dimensions": [
+    0.15103808611350633,
+    0.04557365046722129
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0009717606376341749,
+    "max_slope": 0.0025156493247123716,
+    "height_range": 0.12199631493319688,
+    "mean_height": -0.014913794461648882,
+    "std_height": 0.03303688833045309
+  },
+  "generation_timestamp": "2025-11-08T02:54:23.661271",
+  "correlation_length": 0.030087357158980203,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 6,
+    "perlin_persistence": 0.7574282805636254,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.31477605240621204,
+    "fractal_modes": 99
+  }
+}

metadata/nurbs/sample_000350.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 350,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "5",
+    "n_control_y": "3",
+    "max_height": 0.15,
+    "smoothness": 0.8921733313367775
+  },
+  "rq_target": 0.0026257643237180047,
+  "rq_actual": 0.0026257643237180047,
+  "ra_actual": 0.0021216684576791144,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "combined_mechanisms",
+  "method": "hybrid",
+  "grid_resolution": [
+    343,
+    171
+  ],
+  "physical_dimensions": [
+    0.16762222347703265,
+    0.051402456490404
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0007883391507285159,
+    "max_slope": 0.0016433558208136315,
+    "height_range": 0.15078737787558666,
+    "mean_height": -0.011258399052194104,
+    "std_height": 0.040778676879966176
+  },
+  "generation_timestamp": "2025-11-08T03:06:50.612192",
+  "correlation_length_x": 0.010723820167455416,
+  "correlation_length_y": 0.01956710604893131,
+  "orientation": 60.0,
+  "anisotropy_ratio": 0.548053459752221,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 6,
+    "perlin_persistence": 0.802031301646844,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.4124790589290515,
+    "fractal_modes": 69
+  }
+}

metadata/nurbs/sample_000414.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 414,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "5",
+    "max_height": 0.15,
+    "smoothness": 0.7525383138120114
+  },
+  "rq_target": 0.0008476118564746514,
+  "rq_actual": 0.0008476118564746514,
+  "ra_actual": 0.0006848432320684106,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "random",
+  "method": "hybrid",
+  "grid_resolution": [
+    379,
+    150
+  ],
+  "physical_dimensions": [
+    0.15181118392340445,
+    0.04090368779699551
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0007097393524048329,
+    "max_slope": 0.0015621702369102632,
+    "height_range": 0.11412115082094931,
+    "mean_height": 0.005838152472613352,
+    "std_height": 0.020406243854578548
+  },
+  "generation_timestamp": "2025-11-08T03:13:17.538647",
+  "correlation_length_x": 0.011569853543890651,
+  "correlation_length_y": 0.00497599633138498,
+  "orientation": 167.2772155063938,
+  "anisotropy_ratio": 2.3251330534382424,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 8,
+    "perlin_persistence": 0.6997949329431168,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.4520852881756131,
+    "fractal_modes": 83
+  }
+}

metadata/nurbs/sample_000447.json

@@ -0,0 +1,46 @@
+{
+  "sample_id": 447,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "5",
+    "n_control_y": "3",
+    "max_height": 0.15,
+    "smoothness": 0.46550398002705207
+  },
+  "rq_target": 0.0020681237689265824,
+  "rq_actual": 0.002068123768926583,
+  "ra_actual": 0.0016978860954349547,
+  "severity": "high_corrosion",
+  "is_anisotropic": false,
+  "psd_method": "exponential",
+  "manufacturing_process": "extreme_pitting_coalescence",
+  "method": "hybrid",
+  "grid_resolution": [
+    336,
+    191
+  ],
+  "physical_dimensions": [
+    0.1766104759592115,
+    0.04269229026169641
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0007297848443382963,
+    "max_slope": 0.0016450368169327833,
+    "height_range": 0.1544642774078674,
+    "mean_height": -0.0034958957746651477,
+    "std_height": 0.0289387190598316
+  },
+  "generation_timestamp": "2025-11-08T03:16:32.836783",
+  "correlation_length": 0.011914868287135628,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 7,
+    "perlin_persistence": 0.7612275874381306,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.4679287502994673,
+    "fractal_modes": 90
+  }
+}

metadata/nurbs/sample_000457.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 457,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "5",
+    "n_control_y": "3",
+    "max_height": 0.15,
+    "smoothness": 0.47454870185800874
+  },
+  "rq_target": 0.0017248826913437586,
+  "rq_actual": 0.0017248826913437586,
+  "ra_actual": 0.0014445823884448453,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "random",
+  "method": "hybrid",
+  "grid_resolution": [
+    270,
+    152
+  ],
+  "physical_dimensions": [
+    0.16840155229628406,
+    0.053625734975324094
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.001030581577706282,
+    "max_slope": 0.0025000871246045435,
+    "height_range": 0.15553263547413915,
+    "mean_height": -0.04765474334041016,
+    "std_height": 0.03449390074826078
+  },
+  "generation_timestamp": "2025-11-08T03:19:32.553687",
+  "correlation_length_x": 0.012292684611884938,
+  "correlation_length_y": 0.005198355678271353,
+  "orientation": 154.10761181092894,
+  "anisotropy_ratio": 2.3647255733706767,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 7,
+    "perlin_persistence": 0.694157771588712,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.4678534624862006,
+    "fractal_modes": 71
+  }
+}

metadata/nurbs/sample_000487.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 487,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "3",
+    "max_height": 0.15,
+    "smoothness": 0.6332123191660303
+  },
+  "rq_target": 0.0007628476557328573,
+  "rq_actual": 0.0007628476557328573,
+  "ra_actual": 0.000624143425241697,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "random",
+  "method": "hybrid",
+  "grid_resolution": [
+    351,
+    146
+  ],
+  "physical_dimensions": [
+    0.15780560080009234,
+    0.06354491149565364
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0010293986924055003,
+    "max_slope": 0.00230352873049016,
+    "height_range": 0.1877657122155138,
+    "mean_height": -0.03571127132427103,
+    "std_height": 0.044510012367933574
+  },
+  "generation_timestamp": "2025-11-08T03:22:25.738756",
+  "correlation_length_x": 0.10553213432374155,
+  "correlation_length_y": 0.010156156082654478,
+  "orientation": 149.09125177890354,
+  "anisotropy_ratio": 10.39095239034166,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 8,
+    "perlin_persistence": 0.6831089795613363,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.40405866172117505,
+    "fractal_modes": 77
+  }
+}

metadata/nurbs/sample_000497.json

@@ -0,0 +1,46 @@
+{
+  "sample_id": 497,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "3",
+    "max_height": 0.15,
+    "smoothness": 0.8750918111710082
+  },
+  "rq_target": 0.002245079594545526,
+  "rq_actual": 0.002245079594545526,
+  "ra_actual": 0.0018228308054185456,
+  "severity": "high_corrosion",
+  "is_anisotropic": false,
+  "psd_method": "exponential",
+  "manufacturing_process": "random",
+  "method": "hybrid",
+  "grid_resolution": [
+    272,
+    110
+  ],
+  "physical_dimensions": [
+    0.1842138023001771,
+    0.10395394905479839
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0011336254049355455,
+    "max_slope": 0.002233098721432259,
+    "height_range": 0.15248490329099235,
+    "mean_height": -0.0014255390574058177,
+    "std_height": 0.03458420476736773
+  },
+  "generation_timestamp": "2025-11-08T03:22:26.880016",
+  "correlation_length": 0.018076586500561303,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 8,
+    "perlin_persistence": 0.7019129728642266,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.3035143083535394,
+    "fractal_modes": 90
+  }
+}

metadata/nurbs/sample_000533.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 533,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "5",
+    "max_height": 0.15,
+    "smoothness": 0.31082943177055805
+  },
+  "rq_target": 0.0008413995645945739,
+  "rq_actual": 0.0008413995645945739,
+  "ra_actual": 0.0007011965131650674,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "random",
+  "method": "hybrid",
+  "grid_resolution": [
+    363,
+    183
+  ],
+  "physical_dimensions": [
+    0.1866534144446723,
+    0.05419652146632172
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0014658099960479676,
+    "max_slope": 0.0034279582510589237,
+    "height_range": 0.19488067891980454,
+    "mean_height": 0.016845691184915582,
+    "std_height": 0.05491409625801317
+  },
+  "generation_timestamp": "2025-11-08T03:28:36.229512",
+  "correlation_length_x": 0.02616948959969361,
+  "correlation_length_y": 0.00577488028198731,
+  "orientation": 79.40163765760201,
+  "anisotropy_ratio": 4.531607292590991,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 7,
+    "perlin_persistence": 0.6549787939476948,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.37525578681492167,
+    "fractal_modes": 75
+  }
+}

metadata/nurbs/sample_000549.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 549,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "5",
+    "n_control_y": "5",
+    "max_height": 0.15,
+    "smoothness": 0.5163243494022578
+  },
+  "rq_target": 0.002200055453575845,
+  "rq_actual": 0.0022000554535758455,
+  "ra_actual": 0.0017841009569171719,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "catastrophic_leading_edge",
+  "method": "hybrid",
+  "grid_resolution": [
+    217,
+    183
+  ],
+  "physical_dimensions": [
+    0.17520030403832948,
+    0.041683449121450084
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.001225301090553267,
+    "max_slope": 0.0033613572176588893,
+    "height_range": 0.18312837009395944,
+    "mean_height": -0.03488380831435888,
+    "std_height": 0.04310660607158792
+  },
+  "generation_timestamp": "2025-11-08T03:28:38.273928",
+  "correlation_length_x": 0.040971683290021724,
+  "correlation_length_y": 0.003351166971098705,
+  "orientation": 15.0,
+  "anisotropy_ratio": 12.226094266078558,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 8,
+    "perlin_persistence": 0.8450099075558053,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.45456826719556914,
+    "fractal_modes": 91
+  }
+}

metadata/nurbs/sample_000564.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 564,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "5",
+    "max_height": 0.15,
+    "smoothness": 0.8158939571108663
+  },
+  "rq_target": 0.0008559972482948087,
+  "rq_actual": 0.0008559972482948087,
+  "ra_actual": 0.0007068960629419349,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "random",
+  "method": "hybrid",
+  "grid_resolution": [
+    299,
+    142
+  ],
+  "physical_dimensions": [
+    0.1980502181641493,
+    0.07262417238970328
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0009830301931139653,
+    "max_slope": 0.0029475187658428805,
+    "height_range": 0.12946089129292693,
+    "mean_height": -0.002858223077717974,
+    "std_height": 0.03345449947816293
+  },
+  "generation_timestamp": "2025-11-08T03:31:45.209665",
+  "correlation_length_x": 0.010862525677023109,
+  "correlation_length_y": 0.005416204316979033,
+  "orientation": 35.677151258795526,
+  "anisotropy_ratio": 2.0055605441195468,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 7,
+    "perlin_persistence": 0.722608586286168,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.4831895165265933,
+    "fractal_modes": 78
+  }
+}

metadata/nurbs/sample_000581.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 581,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "5",
+    "max_height": 0.15,
+    "smoothness": 0.44891531269524276
+  },
+  "rq_target": 0.0026930125299290024,
+  "rq_actual": 0.0026930125299290024,
+  "ra_actual": 0.0022051990157827646,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "catastrophic_leading_edge",
+  "method": "hybrid",
+  "grid_resolution": [
+    303,
+    175
+  ],
+  "physical_dimensions": [
+    0.19304356732145994,
+    0.039156004667009
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.001197021007929437,
+    "max_slope": 0.003510369181700819,
+    "height_range": 0.19634836569770392,
+    "mean_height": 0.01624105466486272,
+    "std_height": 0.03902000153677311
+  },
+  "generation_timestamp": "2025-11-08T03:34:50.480576",
+  "correlation_length_x": 0.03173712570262311,
+  "correlation_length_y": 0.013484946045506319,
+  "orientation": 30.0,
+  "anisotropy_ratio": 2.3535226314975946,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 8,
+    "perlin_persistence": 0.7994209047516905,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.336833185092251,
+    "fractal_modes": 74
+  }
+}

metadata/nurbs/sample_000672.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 672,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "5",
+    "max_height": 0.15,
+    "smoothness": 0.7766292659498835
+  },
+  "rq_target": 0.0020682095399906274,
+  "rq_actual": 0.002068209539990628,
+  "ra_actual": 0.001703080817519531,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "random",
+  "method": "hybrid",
+  "grid_resolution": [
+    331,
+    116
+  ],
+  "physical_dimensions": [
+    0.1689926153180945,
+    0.09489605613656935
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0010856597029507305,
+    "max_slope": 0.002644186842740886,
+    "height_range": 0.15932685128356733,
+    "mean_height": 0.005147407910529735,
+    "std_height": 0.0341104509103145
+  },
+  "generation_timestamp": "2025-11-08T03:43:53.739952",
+  "correlation_length_x": 0.069136891216847,
+  "correlation_length_y": 0.031896469560299553,
+  "orientation": 27.370812157231455,
+  "anisotropy_ratio": 2.1675405513499,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 6,
+    "perlin_persistence": 0.7522111786057041,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.39178085641948296,
+    "fractal_modes": 92
+  }
+}

metadata/nurbs/sample_000702.json

@@ -0,0 +1,46 @@
+{
+  "sample_id": 702,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "3",
+    "max_height": 0.15,
+    "smoothness": 0.7406877008095333
+  },
+  "rq_target": 0.0023907092717648896,
+  "rq_actual": 0.0023907092717648896,
+  "ra_actual": 0.00198803684795537,
+  "severity": "high_corrosion",
+  "is_anisotropic": false,
+  "psd_method": "exponential",
+  "manufacturing_process": "structural_degradation",
+  "method": "hybrid",
+  "grid_resolution": [
+    342,
+    133
+  ],
+  "physical_dimensions": [
+    0.15491230087154007,
+    0.05784378280770704
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0006544326600632845,
+    "max_slope": 0.0013533637915657346,
+    "height_range": 0.13078127456850613,
+    "mean_height": -0.022505537866960683,
+    "std_height": 0.02731507069546169
+  },
+  "generation_timestamp": "2025-11-08T03:49:40.208052",
+  "correlation_length": 0.014460583480712587,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 6,
+    "perlin_persistence": 0.6973806684416627,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.3980907294776197,
+    "fractal_modes": 83
+  }
+}

metadata/nurbs/sample_000723.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 723,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "5",
+    "n_control_y": "5",
+    "max_height": 0.15,
+    "smoothness": 0.7256810760106354
+  },
+  "rq_target": 0.0013736300280453853,
+  "rq_actual": 0.0013736300280453853,
+  "ra_actual": 0.001102586512740656,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "catastrophic_leading_edge",
+  "method": "hybrid",
+  "grid_resolution": [
+    211,
+    158
+  ],
+  "physical_dimensions": [
+    0.15965517765544343,
+    0.03899809694172702
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0007893965720827758,
+    "max_slope": 0.001547911759738889,
+    "height_range": 0.16308318460114407,
+    "mean_height": -0.007187616831524059,
+    "std_height": 0.03413909855936118
+  },
+  "generation_timestamp": "2025-11-08T03:49:42.857821",
+  "correlation_length_x": 0.04427677731005115,
+  "correlation_length_y": 0.0040949138416713875,
+  "orientation": 30.0,
+  "anisotropy_ratio": 10.81262732794863,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 6,
+    "perlin_persistence": 0.7486230787212562,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.36594353464984286,
+    "fractal_modes": 71
+  }
+}

metadata/nurbs/sample_000781.json

@@ -0,0 +1,46 @@
+{
+  "sample_id": 781,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "5",
+    "n_control_y": "5",
+    "max_height": 0.15,
+    "smoothness": 0.6555965983383282
+  },
+  "rq_target": 0.002192210986512221,
+  "rq_actual": 0.0021922109865122204,
+  "ra_actual": 0.0018065385435077307,
+  "severity": "high_corrosion",
+  "is_anisotropic": false,
+  "psd_method": "exponential",
+  "manufacturing_process": "end_of_life_corrosion",
+  "method": "hybrid",
+  "grid_resolution": [
+    254,
+    195
+  ],
+  "physical_dimensions": [
+    0.1535416259418965,
+    0.04516547146105475
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0007818972077239545,
+    "max_slope": 0.0016651507009711956,
+    "height_range": 0.15182580072961002,
+    "mean_height": 0.02012850332853785,
+    "std_height": 0.029487744971840653
+  },
+  "generation_timestamp": "2025-11-08T03:59:22.573471",
+  "correlation_length": 0.07837380105329705,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 8,
+    "perlin_persistence": 0.8445494986265829,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.442673923959635,
+    "fractal_modes": 94
+  }
+}

metadata/nurbs/sample_000841.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 841,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "5",
+    "n_control_y": "3",
+    "max_height": 0.15,
+    "smoothness": 0.5288385965776374
+  },
+  "rq_target": 0.004472040305775858,
+  "rq_actual": 0.004472040305775858,
+  "ra_actual": 0.0036276074543256007,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "combined_mechanisms",
+  "method": "hybrid",
+  "grid_resolution": [
+    267,
+    147
+  ],
+  "physical_dimensions": [
+    0.17667443086445944,
+    0.04622104390261536
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0010115239430793276,
+    "max_slope": 0.0016708839851416965,
+    "height_range": 0.2076159052653993,
+    "mean_height": 0.020435548072256678,
+    "std_height": 0.04493771823776875
+  },
+  "generation_timestamp": "2025-11-08T04:05:25.579370",
+  "correlation_length_x": 0.008886163654088215,
+  "correlation_length_y": 0.024081673775871445,
+  "orientation": 90.0,
+  "anisotropy_ratio": 0.3690010809378075,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 8,
+    "perlin_persistence": 0.7634953124745416,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.42267033259715614,
+    "fractal_modes": 98
+  }
+}

metadata/nurbs/sample_000859.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 859,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "3",
+    "max_height": 0.15,
+    "smoothness": 0.31502057398461564
+  },
+  "rq_target": 0.0035612363171271984,
+  "rq_actual": 0.0035612363171271984,
+  "ra_actual": 0.00290821064257483,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "combined_mechanisms",
+  "method": "hybrid",
+  "grid_resolution": [
+    298,
+    111
+  ],
+  "physical_dimensions": [
+    0.16009535349029616,
+    0.09254172387278282
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0012582421104649333,
+    "max_slope": 0.003358906952185187,
+    "height_range": 0.17934323477401526,
+    "mean_height": -0.017512142688315944,
+    "std_height": 0.03793122170074061
+  },
+  "generation_timestamp": "2025-11-08T04:08:21.439655",
+  "correlation_length_x": 0.04124268912949567,
+  "correlation_length_y": 0.023131462516377422,
+  "orientation": 0.0,
+  "anisotropy_ratio": 1.782969369113398,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 8,
+    "perlin_persistence": 0.7957228360750452,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.3258294513504339,
+    "fractal_modes": 98
+  }
+}

metadata/nurbs/sample_000881.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 881,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "3",
+    "max_height": 0.15,
+    "smoothness": 0.3376928794313886
+  },
+  "rq_target": 0.0022749043966605762,
+  "rq_actual": 0.0022749043966605762,
+  "ra_actual": 0.0018396389762867387,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "catastrophic_leading_edge",
+  "method": "hybrid",
+  "grid_resolution": [
+    350,
+    166
+  ],
+  "physical_dimensions": [
+    0.18118785402454343,
+    0.04704192976190976
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0011526351948568836,
+    "max_slope": 0.0026840420006103045,
+    "height_range": 0.1842293349475079,
+    "mean_height": -0.003961687236540696,
+    "std_height": 0.03794769807784117
+  },
+  "generation_timestamp": "2025-11-08T04:11:12.763717",
+  "correlation_length_x": 0.020706253948006632,
+  "correlation_length_y": 0.011860435702532517,
+  "orientation": 0.0,
+  "anisotropy_ratio": 1.7458257409198972,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 8,
+    "perlin_persistence": 0.6840771224056041,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.4837676279167783,
+    "fractal_modes": 63
+  }
+}

metadata/nurbs/sample_000914.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 914,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "5",
+    "max_height": 0.15,
+    "smoothness": 0.7374074795151455
+  },
+  "rq_target": 0.0008902907274632977,
+  "rq_actual": 0.0008902907274632978,
+  "ra_actual": 0.0007341314635738291,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "random",
+  "method": "hybrid",
+  "grid_resolution": [
+    383,
+    186
+  ],
+  "physical_dimensions": [
+    0.16886734869862305,
+    0.04920140557220447
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0009811314014795264,
+    "max_slope": 0.002130930325398766,
+    "height_range": 0.17077871073788392,
+    "mean_height": -0.017807430812106728,
+    "std_height": 0.03301343348170588
+  },
+  "generation_timestamp": "2025-11-08T04:14:11.944298",
+  "correlation_length_x": 0.18648417861215782,
+  "correlation_length_y": 0.03447218561602665,
+  "orientation": 137.1157060179465,
+  "anisotropy_ratio": 5.409699886434194,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 6,
+    "perlin_persistence": 0.7570005065604519,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.39443731981925884,
+    "fractal_modes": 88
+  }
+}

metadata/nurbs/sample_000929.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 929,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "5",
+    "n_control_y": "5",
+    "max_height": 0.15,
+    "smoothness": 0.488842809554574
+  },
+  "rq_target": 0.0025035783169482404,
+  "rq_actual": 0.00250357831694824,
+  "ra_actual": 0.002029499878988974,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "combined_mechanisms",
+  "method": "hybrid",
+  "grid_resolution": [
+    301,
+    114
+  ],
+  "physical_dimensions": [
+    0.17264715651848006,
+    0.07185826220226607
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0014842331121370993,
+    "max_slope": 0.003054428053976625,
+    "height_range": 0.17896960913028104,
+    "mean_height": -0.010354553050646307,
+    "std_height": 0.05209507235359027
+  },
+  "generation_timestamp": "2025-11-08T04:17:20.076435",
+  "correlation_length_x": 0.008880869973419912,
+  "correlation_length_y": 0.019696132027777688,
+  "orientation": 60.0,
+  "anisotropy_ratio": 0.4508941126559832,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 6,
+    "perlin_persistence": 0.7915608290412834,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.45024020316057045,
+    "fractal_modes": 79
+  }
+}

metadata/nurbs/sample_000948.json

@@ -0,0 +1,46 @@
+{
+  "sample_id": 948,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "5",
+    "max_height": 0.15,
+    "smoothness": 0.4111514692770961
+  },
+  "rq_target": 0.0014014497687945492,
+  "rq_actual": 0.0014014497687945492,
+  "ra_actual": 0.001121433284386872,
+  "severity": "high_corrosion",
+  "is_anisotropic": false,
+  "psd_method": "exponential",
+  "manufacturing_process": "structural_degradation",
+  "method": "hybrid",
+  "grid_resolution": [
+    220,
+    137
+  ],
+  "physical_dimensions": [
+    0.18709914502021593,
+    0.04104297771983988
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0014510316430773169,
+    "max_slope": 0.004417569554918913,
+    "height_range": 0.22679742906981248,
+    "mean_height": 0.020866188960859202,
+    "std_height": 0.04711652823511369
+  },
+  "generation_timestamp": "2025-11-08T04:17:22.447130",
+  "correlation_length": 0.03056831137361699,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 8,
+    "perlin_persistence": 0.6933666317605856,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.41123789827852375,
+    "fractal_modes": 78
+  }
+}

metadata/nurbs/sample_000997.json

@@ -0,0 +1,49 @@
+{
+  "sample_id": 997,
+  "geometry_type": "nurbs",
+  "geometry_parameters": {
+    "type": "nurbs",
+    "n_control_x": "7",
+    "n_control_y": "3",
+    "max_height": 0.15,
+    "smoothness": 0.7483488289302928
+  },
+  "rq_target": 0.0008797149858868106,
+  "rq_actual": 0.0008797149858868106,
+  "ra_actual": 0.0007118193510209751,
+  "severity": "high_corrosion",
+  "is_anisotropic": true,
+  "psd_method": "exponential",
+  "manufacturing_process": "random",
+  "method": "hybrid",
+  "grid_resolution": [
+    262,
+    156
+  ],
+  "physical_dimensions": [
+    0.16266731139378748,
+    0.08220232015722102
+  ],
+  "curvature_statistics": {
+    "mean_slope": 0.0007522746044108519,
+    "max_slope": 0.001960157974329442,
+    "height_range": 0.09749248798297501,
+    "mean_height": -0.03930407414047496,
+    "std_height": 0.022106721695829668
+  },
+  "generation_timestamp": "2025-11-08T04:23:42.459852",
+  "correlation_length_x": 0.031089970893810305,
+  "correlation_length_y": 0.009349420238369238,
+  "orientation": 109.55289707651875,
+  "anisotropy_ratio": 3.325336769676869,
+  "hybrid_parameters": {
+    "w_psd": 0.1,
+    "w_perlin": 0.15,
+    "w_fractal": 0.75,
+    "perlin_octaves": 8,
+    "perlin_persistence": 0.7178953679788738,
+    "perlin_lacunarity": 2.5,
+    "fractal_hurst": 0.4944951630721207,
+    "fractal_modes": 82
+  }
+}

statistics/generation_statistics.json

@@ -0,0 +1,29 @@
+{
+  "total_samples": 1000,
+  "successful_samples": 1000,
+  "failed_samples": 0,
+  "geometry_counts": {
+    "naca_airfoil": 272,
+    "simple_spline": 160,
+    "complex_airfoil": 142,
+    "cone": 42,
+    "ellipsoid": 24,
+    "nurbs": 137,
+    "sphere": 52,
+    "flat": 62,
+    "cylinder": 109
+  },
+  "process_counts": {
+    "combined_mechanisms": 97,
+    "extreme_pitting_coalescence": 121,
+    "structural_degradation": 127,
+    "random": 390,
+    "end_of_life_corrosion": 114,
+    "catastrophic_leading_edge": 151
+  },
+  "severity_counts": {
+    "high_corrosion": 1000
+  },
+  "start_time": "2025-11-08 02:23:25.976197",
+  "end_time": "2025-11-08 04:26:52.727101"
+}