Antoine/Atomizer
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity
Files
d1261d62fd73d0a3ce97d2091f2c10998e347df7
Atomizer/studies/uav_arm_optimization/1_setup/training_points.json
Anto01 2b3573ec42 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>
2025-11-26 12:01:50 -05:00

605 lines
14 KiB
JSON
Raw Blame History

{
"n_samples": 100,
"samples": [
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 1,
"holes_diameter": 10,
"hole_count": 8
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 1,
"holes_diameter": 10,
"hole_count": 8
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 3,
"holes_diameter": 10,
"hole_count": 8
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 3,
"holes_diameter": 10,
"hole_count": 8
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 1,
"holes_diameter": 50,
"hole_count": 8
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 1,
"holes_diameter": 50,
"hole_count": 8
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 3,
"holes_diameter": 50,
"hole_count": 8
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 3,
"holes_diameter": 50,
"hole_count": 8
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 1,
"holes_diameter": 10,
"hole_count": 14
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 1,
"holes_diameter": 10,
"hole_count": 14
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 3,
"holes_diameter": 10,
"hole_count": 14
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 3,
"holes_diameter": 10,
"hole_count": 14
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 1,
"holes_diameter": 50,
"hole_count": 14
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 1,
"holes_diameter": 50,
"hole_count": 14
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 3,
"holes_diameter": 50,
"hole_count": 14
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 3,
"holes_diameter": 50,
"hole_count": 14
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 2,
"holes_diameter": 39.11495337147077,
"hole_count": 12
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 3,
"holes_diameter": 49.16136204667126,
"hole_count": 9
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 2,
"holes_diameter": 46.01390570274639,
"hole_count": 9
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 1,
"holes_diameter": 21.217421810082225,
"hole_count": 14
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 2,
"holes_diameter": 20.082080394289246,
"hole_count": 8
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 2,
"holes_diameter": 18.109191416954808,
"hole_count": 10
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 3,
"holes_diameter": 14.539656664891888,
"hole_count": 10
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 2,
"holes_diameter": 30.59773230671056,
"hole_count": 13
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 3,
"holes_diameter": 21.681163899392473,
"hole_count": 14
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 1,
"holes_diameter": 28.46337650045196,
"hole_count": 12
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 1,
"holes_diameter": 15.380826141903691,
"hole_count": 12
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 1,
"holes_diameter": 38.386915057604675,
"hole_count": 9
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 2,
"holes_diameter": 40.857186570249944,
"hole_count": 9
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 1,
"holes_diameter": 44.42611172446365,
"hole_count": 11
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 2,
"holes_diameter": 48.98104904851064,
"hole_count": 10
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 3,
"holes_diameter": 35.445125663580384,
"hole_count": 14
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 3,
"holes_diameter": 34.971806113930754,
"hole_count": 8
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 2,
"holes_diameter": 23.231150155800222,
"hole_count": 13
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 2,
"holes_diameter": 44.25795107538616,
"hole_count": 13
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 3,
"holes_diameter": 24.49665135602796,
"hole_count": 13
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 2,
"holes_diameter": 28.659990293016172,
"hole_count": 11
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 2,
"holes_diameter": 38.70363840447788,
"hole_count": 13
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 1,
"holes_diameter": 18.02270852251754,
"hole_count": 11
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 3,
"holes_diameter": 22.713565671834345,
"hole_count": 13
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 2,
"holes_diameter": 32.8009495704188,
"hole_count": 13
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 2,
"holes_diameter": 37.968633351685945,
"hole_count": 10
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 3,
"holes_diameter": 27.88125642755058,
"hole_count": 11
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 1,
"holes_diameter": 24.06867795722209,
"hole_count": 14
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 2,
"holes_diameter": 10.868203436695604,
"hole_count": 11
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 3,
"holes_diameter": 46.46090807629757,
"hole_count": 8
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 1,
"holes_diameter": 45.197883656600055,
"hole_count": 10
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 3,
"holes_diameter": 18.89054227984153,
"hole_count": 13
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 1,
"holes_diameter": 13.728289062601483,
"hole_count": 10
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 2,
"holes_diameter": 16.3852783373898,
"hole_count": 9
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 1,
"holes_diameter": 26.293935606071294,
"hole_count": 12
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 3,
"holes_diameter": 47.17246359286906,
"hole_count": 11
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 2,
"holes_diameter": 40.31830047745593,
"hole_count": 13
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 2,
"holes_diameter": 39.60652765514554,
"hole_count": 10
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 1,
"holes_diameter": 30.42448774231645,
"hole_count": 9
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 2,
"holes_diameter": 10.130002564625293,
"hole_count": 8
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 3,
"holes_diameter": 29.890374290050058,
"hole_count": 9
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 1,
"holes_diameter": 34.36676678898456,
"hole_count": 10
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 1,
"holes_diameter": 13.194801029457086,
"hole_count": 12
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 3,
"holes_diameter": 23.731139134484753,
"hole_count": 10
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 2,
"holes_diameter": 13.861106063688137,
"hole_count": 9
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 2,
"holes_diameter": 11.657686495054072,
"hole_count": 11
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 1,
"holes_diameter": 46.96492489101252,
"hole_count": 12
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 2,
"holes_diameter": 11.9348508806982,
"hole_count": 9
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 2,
"holes_diameter": 36.11748365875024,
"hole_count": 12
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 2,
"holes_diameter": 36.573126349659724,
"hole_count": 11
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 1,
"holes_diameter": 20.713932768475075,
"hole_count": 12
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 3,
"holes_diameter": 41.36579894391118,
"hole_count": 14
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 2,
"holes_diameter": 33.00273217350339,
"hole_count": 13
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 2,
"holes_diameter": 17.27837755732581,
"hole_count": 12
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 2,
"holes_diameter": 45.27258926142547,
"hole_count": 9
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 2,
"holes_diameter": 49.684350374874484,
"hole_count": 8
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 2,
"holes_diameter": 34.27387643267321,
"hole_count": 9
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 2,
"holes_diameter": 37.552219239493375,
"hole_count": 14
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 2,
"holes_diameter": 10.984274656380851,
"hole_count": 9
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 3,
"holes_diameter": 19.99150629334429,
"hole_count": 8
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 2,
"holes_diameter": 15.127313932396937,
"hole_count": 13
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 2,
"holes_diameter": 41.61756802031489,
"hole_count": 11
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 3,
"holes_diameter": 42.07050903543811,
"hole_count": 12
},
{
"beam_half_core_thickness": 10,
"beam_face_thickness": 1,
"holes_diameter": 31.315875065239247,
"hole_count": 10
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 2,
"holes_diameter": 27.111162449068964,
"hole_count": 12
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 3,
"holes_diameter": 32.23317396479806,
"hole_count": 12
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 1,
"holes_diameter": 42.72156186555336,
"hole_count": 10
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 2,
"holes_diameter": 22.354573614683687,
"hole_count": 12
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 3,
"holes_diameter": 25.86632641580976,
"hole_count": 11
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 1,
"holes_diameter": 16.726188122745427,
"hole_count": 11
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 2,
"holes_diameter": 16.077740537569333,
"hole_count": 10
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 2,
"holes_diameter": 37.11940280003448,
"hole_count": 9
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 2,
"holes_diameter": 42.936448307719736,
"hole_count": 14
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 1,
"holes_diameter": 12.455440499239165,
"hole_count": 10
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 2,
"holes_diameter": 33.43834402820413,
"hole_count": 13
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 1,
"holes_diameter": 31.649491411453504,
"hole_count": 13
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 3,
"holes_diameter": 25.05471928757126,
"hole_count": 9
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 3,
"holes_diameter": 48.3438679647506,
"hole_count": 11
},
{
"beam_half_core_thickness": 7,
"beam_face_thickness": 3,
"holes_diameter": 47.92076550008274,
"hole_count": 8
},
{
"beam_half_core_thickness": 5,
"beam_face_thickness": 1,
"holes_diameter": 25.572915964489866,
"hole_count": 13
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 2,
"holes_diameter": 43.65316133095015,
"hole_count": 11
},
{
"beam_half_core_thickness": 6,
"beam_face_thickness": 2,
"holes_diameter": 29.14076579621568,
"hole_count": 10
},
{
"beam_half_core_thickness": 9,
"beam_face_thickness": 2,
"holes_diameter": 19.173860398899862,
"hole_count": 11
},
{
"beam_half_core_thickness": 8,
"beam_face_thickness": 2,
"holes_diameter": 27.556141506046885,
"hole_count": 12
}
]
}
Reference in New Issue View Git Blame Copy Permalink