Page 125 - MSAM-3-2

Materials Science in Additive Manufacturing Hybrid lattice structures design with AI

surfaces lattice structures: Functional graded and hybrid based lattice structures featuring volume fraction and cell
designs for engineering applications. Mater Sci Addit Manuf. type grading. Mater Des. 2018;155:220-232.
2023;2(3):1753.
doi: 10.1016/j.matdes.2018.05.058
doi: 10.36922/msam.1753
33. Maskery I, Ashcroft IA. The deformation and elastic
23. Maskery I, Aboulkhair NT, Aremu AO, Tuck CJ, Ashcroft IA. anisotropy of a new gyroid-based honeycomb made by laser
Compressive failure modes and energy absorption in sintering. Addit Manuf. 2020;36:101548.
additively manufactured double gyroid lattices. Addit doi: 10.1016/j.addma.2020.101548
Manuf. 2017;16:24-29.
34. Peng C, Marzocca P, Tran P. Triply periodic minimal surfaces
doi: 10.1016/j.addma.2017.04.003
based honeycomb structures with tuneable mechanical
24. Li X, Xiao L, Song W. Compressive behavior of selective responses. Virtual Phys Prototyp. 2022;18(1):e2125879.
laser melting printed Gyroid structures under dynamic doi: 10.1080/17452759.2022.2125879
loading. Addit Manuf. 2021;46:102054.
35. Cerniauskas G, Sadia H, Alam P. Machine intelligence in
doi: 10.1016/j.addma.2021.102054
metamaterials design: A review. Oxford Open Mater Sci.
25. Yan C, Hao L, Hussein A, Young P, Huang J, Zhu W. 2024;4(1):itae001.
Microstructure and mechanical properties of aluminium doi: 10.1093/oxfmat/itae001
alloy cellular lattice structures manufactured by direct metal
laser sintering. Mater Sci Eng A. 2015;628:238-246. 36. Meng L, McWilliams B, Jarosinski W, et al. Machine
learning in additive manufacturing: A review. JOM. 2020;72:
doi: 10.1016/j.msea.2015.01.063
2363-2377.
26. Cao X, Yang H, Ren X, et al. Mechanical performance
and defect analysis of the imperfect micro smooth gyroid doi: 10.1007/s11837-020-04155-y
cylinder shell structure. Compos Struct. 2021;273:114320. 37. Jiao P, Alavi AH. Artificial intelligence-enabled smart
mechanical metamaterials: Advent and future trends. Int
doi: 10.1016/j.compstruct.2021.114320
Mater Rev. 2021;66(6):365-393.
27. Peng C, Tran P, Mouritz AP. Compression and doi: 10.1080/09506608.2020.1815394
buckling analysis of 3D printed carbon fibre-reinforced
polymer cellular composite structures. Compos Struct. 38. Bastek JH, Kochmann DM. Inverse design of nonlinear
2022;300:116167. mechanical metamaterials via video denoising diffusion
models. Nat Mach Intell. 2023;5(12):1466-1475.
doi: 10.1016/j.compstruct.2022.116167
doi: 10.1038/s42256-023-00762-x
28. Nguyen-Van V, Liu J, Peng C, Zhang G, Nguyen-Xuan H,
Tran P. Dynamic responses of bioinspired plastic- 39. Nadell CC, Huang B, Malof JM, Padilla WJ. Deep learning
reinforced cementitious beams. Cement Concr Compos. for accelerated all-dielectric metasurface design. Opt
2022;133:104682. Express. 2019;27(20):27523-27535.
doi: 10.1016/j.cemconcomp.2022.104682 doi: 10.1364/OE.27.027523
29. Nguyen-Van V, Tran P, Peng C, Pham L, Zhang G, Nguyen- 40. Liu TW, Chan CT, Wu RT. Deep-learning-based acoustic
Xuan H. Bioinspired cellular cementitious structures for metamaterial design for attenuating structure-borne
prefabricated construction: Hybrid design and performance noise in auditory frequency bands. Materials (Basel).
evaluations. Autom Construct. 2020;119:103324. 2023;16(5):1879.
doi: 10.1016/j.autcon.2020.103324 doi: 10.3390/ma16051879
30. Plocher J, Panesar A. Effect of density and unit cell size 41. Li W, Chen P, Xiong B, et al. Deep learning modeling
grading on the stiffness and energy absorption of short strategy for material science: From natural materials to
fibre-reinforced functionally graded lattice structures. Addit metamaterials. J Phys Mater. 2022;5(1):014003.
Manuf. 2020;33:101171.
doi: 10.1088/2515-7639/ac5914
doi: 10.1016/j.addma.2020.101171
42. Peng H, Liu A, Huang J, Cao L, Liu J, Lu L. PH-Net:
31. Al-Ketan O, Lee DW, Abu Al-Rub RK. Mechanical properties Parallelepiped microstructure homogenization via
of additively-manufactured sheet-based gyroidal stochastic 3D convolutional neural networks. Addit Manuf.
cellular materials. Addit Manuf. 2021;48:102418. 2022;60:103237.
doi: 10.1016/j.addma.2021.102418 doi: 10.1016/j.addma.2022.103237
32. Maskery I, Aremu AO, Parry L, Wildman RD, Tuck CJ, 43. Gu GX, Chen CT, Richmond DJ, Buehler MJ. Bioinspired
Ashcroft IA. Effective design and simulation of surface- hierarchical composite design using machine learning:

Volume 3 Issue 2 (2024) 12 doi: 10.36922/msam.3430