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Add native-point surface area sidecars

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Publish one barycentric dual-area weight per raw boundary VTU point for all 350 available WindsorML runs, with concise reproducibility metadata.

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  1. README.md +7 -0
  2. run_0/boundary_dual_area_0.npy +3 -0
  3. run_1/boundary_dual_area_1.npy +3 -0
  4. run_10/boundary_dual_area_10.npy +3 -0
  5. run_100/boundary_dual_area_100.npy +3 -0
  6. run_101/boundary_dual_area_101.npy +3 -0
  7. run_102/boundary_dual_area_102.npy +3 -0
  8. run_103/boundary_dual_area_103.npy +3 -0
  9. run_104/boundary_dual_area_104.npy +3 -0
  10. run_105/boundary_dual_area_105.npy +3 -0
  11. run_106/boundary_dual_area_106.npy +3 -0
  12. run_107/boundary_dual_area_107.npy +3 -0
  13. run_108/boundary_dual_area_108.npy +3 -0
  14. run_109/boundary_dual_area_109.npy +3 -0
  15. run_11/boundary_dual_area_11.npy +3 -0
  16. run_110/boundary_dual_area_110.npy +3 -0
  17. run_111/boundary_dual_area_111.npy +3 -0
  18. run_112/boundary_dual_area_112.npy +3 -0
  19. run_113/boundary_dual_area_113.npy +3 -0
  20. run_114/boundary_dual_area_114.npy +3 -0
  21. run_115/boundary_dual_area_115.npy +3 -0
  22. run_116/boundary_dual_area_116.npy +3 -0
  23. run_117/boundary_dual_area_117.npy +3 -0
  24. run_118/boundary_dual_area_118.npy +3 -0
  25. run_119/boundary_dual_area_119.npy +3 -0
  26. run_12/boundary_dual_area_12.npy +3 -0
  27. run_120/boundary_dual_area_120.npy +3 -0
  28. run_121/boundary_dual_area_121.npy +3 -0
  29. run_122/boundary_dual_area_122.npy +3 -0
  30. run_123/boundary_dual_area_123.npy +3 -0
  31. run_124/boundary_dual_area_124.npy +3 -0
  32. run_125/boundary_dual_area_125.npy +3 -0
  33. run_126/boundary_dual_area_126.npy +3 -0
  34. run_127/boundary_dual_area_127.npy +3 -0
  35. run_128/boundary_dual_area_128.npy +3 -0
  36. run_129/boundary_dual_area_129.npy +3 -0
  37. run_13/boundary_dual_area_13.npy +3 -0
  38. run_130/boundary_dual_area_130.npy +3 -0
  39. run_131/boundary_dual_area_131.npy +3 -0
  40. run_132/boundary_dual_area_132.npy +3 -0
  41. run_133/boundary_dual_area_133.npy +3 -0
  42. run_134/boundary_dual_area_134.npy +3 -0
  43. run_135/boundary_dual_area_135.npy +3 -0
  44. run_136/boundary_dual_area_136.npy +3 -0
  45. run_137/boundary_dual_area_137.npy +3 -0
  46. run_138/boundary_dual_area_138.npy +3 -0
  47. run_139/boundary_dual_area_139.npy +3 -0
  48. run_14/boundary_dual_area_14.npy +3 -0
  49. run_140/boundary_dual_area_140.npy +3 -0
  50. run_141/boundary_dual_area_141.npy +3 -0
README.md CHANGED
@@ -41,6 +41,7 @@ Each folder (e.g run_1,run_2…run_“i” etc) corresponds to a different geome
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  * windsor_i.stp : geometry step (~1mb)
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  * geo_parameters_1.csv : parameters that define the geometry (explained in the associated paper)
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  * boundary_i.vtu : Boundary VTU (~500mb)
 
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  * volume_i.vtu : Volume field VTU (~20GB)
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  * force_mom_i.csv : forces/moments time-averaged (Cd,Cs,Cl,Cmy)
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  * force_mom_varref_i.csv: forces/moments time-averaged (Cd,Cs,Cl,Cmy) using unique reference area per geometry
@@ -151,6 +152,12 @@ License
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  ----
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  This dataset is provided under the CC BY SA 4.0 license, please see LICENSE.txt for full license text.
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  version history:
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  ---------------
 
 
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  * 17/08/2026 - Added deterministic benchmark train/validation/test splits, including nested data-efficiency and out-of-distribution evaluation protocols; documented current per-run asset coverage.
 
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  * windsor_i.stp : geometry step (~1mb)
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  * geo_parameters_1.csv : parameters that define the geometry (explained in the associated paper)
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  * boundary_i.vtu : Boundary VTU (~500mb)
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+ * `boundary_dual_area_i.npy`: Native-point surface quadrature weights (`m^2`) for `boundary_i.vtu`, in exact point order.
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  * volume_i.vtu : Volume field VTU (~20GB)
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  * force_mom_i.csv : forces/moments time-averaged (Cd,Cs,Cl,Cmy)
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  * force_mom_varref_i.csv: forces/moments time-averaged (Cd,Cs,Cl,Cmy) using unique reference area per geometry
 
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  ----
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  This dataset is provided under the CC BY SA 4.0 license, please see LICENSE.txt for full license text.
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+ ## Native-point surface areas
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+
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+ Each `run_N/boundary_dual_area_N.npy` is a one-dimensional little-endian float32 array containing one barycentric dual-area weight in `m^2` per native point of `run_N/boundary_N.vtu`, in its original point order. The array is valid only for that exact raw VTU. The definition, generator, hashes, and complete 350-run manifest are in [`surface_dual_areas/`](surface_dual_areas/).
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+
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  version history:
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  ---------------
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+
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+ * 17/08/2026 - Added native-point surface-area arrays for all 350 available runs, with reproducibility metadata.
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  * 17/08/2026 - Added deterministic benchmark train/validation/test splits, including nested data-efficiency and out-of-distribution evaluation protocols; documented current per-run asset coverage.
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