Developing Agnet based framework
This page highlights resources used in developing Generative AI (GenAI) agents for Additive Manufacturing (AM). The resources are organized into four categories: Design, Pre-processing, In-situ Monitoring, and Post-processing
Problem: Material selection based on material properties
Material seelction is a crucial part of Additive Manufacturing (AM). It involves the geometry, material selection, path planning, and support structures.
Material Properties
| Material | Density (g/cm³) | Thermal Conductivity | Melting Temperature (°C) | CTE | Specific Heat (J/kgK) |
|---|---|---|---|---|---|
| Ti6Al4V | 4.43 | 7.1 | 1695.0 | 8.6 | 561.5 |
| IN718 | 8.19 | 9.0 | 1298.0 | 14.0 | 435.0 |
| SS316L | 7.99 | 16.2 | 1385.0 | 16.0 | 500.0 |
| AlSi10Mg | 2.68 | 160.0 | 580.0 | 20.5 | 910.0 |
| IN625 | 8.44 | 9.2 | 1320.0 | 12.8 | 429.0 |
| Maraging_steel_M300 | 8.1 | 14.2 | 1413.0 | 10.3 | 452.0 |
| Ti6Al4V | 4.42 | 7.0 | 1650.0 | 8.5 | 526.0 |
| SS17-4PH | 7.8 | 16.0 | 1420.0 | 10.4 | 460.0 |
| CoCrMo | 8.4 | 13.0 | 1390.0 | 14.0 | 450.0 |
| H13_Tool_Steel | 7.8 | 28.6 | 1427.0 | 10.4 | 460.0 |
| AlSi7Mg0.6 | 2.67 | 140.0 | 570.0 | 21.5 | 890.0 |
| SS15-5PH | 7.8 | 11.0 | 1420.0 | 10.8 | 420.0 |
| CuCrZr | 8.9 | 320.0 | 1085.0 | 17.0 | 380.0 |
| Al12Si | 2.7 | 175.0 | 680.0 | 22.3 | 922.0 |
| Copper | 8.6 | 350.0 | 9.6 | 17.01 | 435.0 |
| Hastelloy_X | 8.2 | 9.1 | 1355.0 | 13.9 | 486.0 |
| CoCr | 8.3 | 13.0 | 1413.75 | 12.0 | 390.0 |
| Hastelloy_C22 | 8.69 | 8.9 | 1399.0 | 12.4 | 414.0 |
| SS254 | 8.07 | 14.0 | 1355.0 | 14.8 | 500.0 |
| CuNi2SiCr | 8.84 | 90.0 | 1050.0 | 17.5 | 397.0 |
| D2_Tool_Steel | 7.7 | 20.0 | 1421.0 | 10.3 | 460.0 |
| SS4340 | 7.85 | 44.5 | 1427.0 | 12.3 | 475.0 |
| Invar36 | 8.1 | 12.8 | 1727.0 | 1.5 | 515.0 |
| SS304L | 8.0 | 16.2 | 1693.0 | 17.3 | 500.0 |
| Ti_grade_2 | 4.5 | 22.0 | 1665.0 | 8.6 | 523.0 |
| K500 | 8.43 | 17.5 | 1350.0 | 13.4 | 418.0 |
| M2_Tool_Steel | 8.055 | 41.5 | 4680.0 | 10.0 | 460.0 |
| Ti_grade_1 | 4.51 | 16.0 | 1668.0 | 7.17 | 520.0 |
| CoCr28Mo6 | 8.47 | 12.5 | 1390.0 | 13.2 | 450.0 |
| IN690 | 8.19 | 13.5 | 1360.0 | 14.06 | 450.0 |
| CuCP | 8.9 | 320.0 | 1085.0 | 17.0 | 385.0 |
| TiAlNbMo | 4.112 | 22.0 | 1773.0 | 12.0 | 600.0 |
| SS304 | 8.0 | 16.2 | 1693.0 | 17.3 | 500.0 |
| TiAl | 4.05 | 15.0 | 1460.0 | 9.0 | 600.0 |
| HY100 | 7.75 | 34.0 | 1520.0 | 14.0 | 460.0 |
| AlSi12 | 2.685 | 140.0 | 579.0 | 20.0 | 548.6 |
| CoCrF75 | 8.35 | 14.0 | 1390.0 | 14.0 | 390.0 |
| AZ91D | 1.81 | 72.0 | 533.0 | 25.2 | 1047.0 |
| CoCrW | 8.6 | 15.0 | 1370.0 | 14.1 | 390.0 |
| SS420C | 7.8 | 24.9 | 1480.0 | 10.3 | 460.0 |
| SS4130 | 7.85 | 42.7 | 1432.0 | 14.6 | 523.0 |
| CuCrZrTi | 8.9 | 320.0 | 1085.0 | 17.0 | 380.0 |
| 8620L_Steel | 7.85 | 46.6 | 1430.0 | 6.6 | 475.0 |
| Al2319 | 2.84 | 170.0 | 600.0 | 22.5 | 864.0 |
| Iron_0.004C | 7.86 | 50.0 | 1535.0 | 7.0 | 460.0 |
| SS316 | 7.99 | 16.2 | 1385.0 | 16.0 | 500.0 |
| Iron_0.02C | 7.86 | 50.0 | 1535.0 | 7.0 | 460.0 |
| Mar_M_247 | 7.8 | 15.0 | 1220.0 | 12.8 | 230.0 |
| W22Fe33Ni | 17.6 | 27.0 | 3410.0 | 4.5 | 134.0 |
| 4140_Steel | 7.85 | 42.6 | 1416.0 | 12.2 | 473.0 |
| S50C | 7.85 | 21.0 | 1380.0 | 13.2 | 486.0 |
| S75C | 7.85 | 25.0 | 1400.0 | 13.0 | 480.0 |
| A2_Tool_Steel | 7.86 | 26.0 | 1420.0 | 10.6 | 461.0 |
| S105C | 7.872 | 53.0 | 1430.0 | 12.6 | 481.0 |
| SS_CX | 7.69 | 16.2 | 1450.0 | 11.1 | 502.0 |
| 7050_alloy | 2.7 | 180.0 | 494.0 | 23.5 | 860.0 |
| S33C | 7.85 | 34.0 | 1400.0 | 13.0 | 475.0 |
| IN600 | 8.47 | 14.8 | 1380.0 | 13.3 | 444.0 |
| Nb | 8.4 | 53.7 | 2410.0 | 7.1 | 260.0 |