Digital strategies for structured and architected materials design
Source abstract
Abstract
Designing materials with tailored structural or functional properties is a fundamental goal of materials science and engineering. A vast research activity is currently devoted to achieving metamaterials with superior properties and optimized functionalities by carefully fine tuning both the microstructure and geometry of the material. Here, we discuss the impact of digital technologies in this research field by providing fast and cost effective tools to explore a large array of possibilities for materials and metamaterials. We report on recent progress obtained by combining numerical simulations, optimization techniques, artificial intelligence, and additive manufacturing methods and highlight promising research lines. The exploration of the space of possible material microstructures and geometries is reminiscent of the process of biological evolution in which traits are explored and selected according to their fitness. Biomimetic materials have long profited from adapting features of biological systems to the design of new materials and structures. Combining biomimetic approaches with digital simulation and optimization and with high throughput fabrication and characterization techniques may provide a step change in the evolutionary development of new materials.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Advanced Materials and Mechanics · Modular Robots and Swarm Intelligence · Additive Manufacturing and 3D Printing Technologies
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Center for Complexity and Biosystems, Department of Physics, University of Milan 1 , Via Celoria 16, 20133 Milano, Italy
Institute of Materials Simulation, Department of Materials Science, Friedrich-Alexander-Universität Erlangen-Nürnberg 2 , Dr.-Mack-Str. 77, 90762 Fürth, Germany
CNR—Consiglio Nazionale delle Ricerche, Istituto di Chimica della Materia Condensata e di Tecnologie per l’Energia 3 , Via R. Cozzi 53, 20125 Milano, Italy
Funding
Alexander von Humboldt-Stiftung · H2020 European Research Council
References (100+)
Show source-provided references
1. Trends Biotechnol. · 1999 · 17 · 10710.1016/s0167-7799(98)01275-x ↗
2. Nat. Mater. · 2013 · 12 · 19110.1038/nmat3568 ↗
3. Comput. Mater. Sci. · 2012 · 58 · 21810.1016/j.commatsci.2012.02.005 ↗
4. Adv. Mater. · 2019 · 31 · 180100110.1002/adma.201801001 ↗
5. Scr. Mater. · 2020 · 186 · 30410.1016/j.scriptamat.2020.05.013 ↗
6. Polym. Test. · 2020 · 89 · 10663410.1016/j.polymertesting.2020.106634 ↗
7. IEEE Rob. Autom. Lett. · 2020 · 5 · 238010.1109/lra.2020.2969926 ↗
8. Scr. Mater. · 2012 · 67 · 95510.1016/j.scriptamat.2012.08.028 ↗
9. Mater. Res. Lett. · 2019 · 7 · 21710.1080/21663831.2019.1580621 ↗
10. Rep. Prog. Phys. · 2013 · 76 · 12650110.1088/0034-4885/76/12/126501 ↗
11. Adv. Mater. · 2012 · 24 · 271010.1002/adma.201200584 ↗
12. Proc. Natl. Acad. Sci. U. S. A. · 2015 · 112 · 763910.1073/pnas.1502939112 ↗
13. Nature · 2021 · 589 · 38610.1038/s41586-020-03123-5 ↗
14. Nat. Rev. Mater. · 2017 · 2 · 1706610.1038/natrevmats.2017.66 ↗
15. Science · 2017 · 358 · 99410.1126/science.aaq0818 ↗
16. Adv. Eng. Mater. · 2019 · 21 · 180086410.1002/adem.201800864 ↗
17. MRS Commun. · 2015 · 5 · 45310.1557/mrc.2015.51 ↗
18. Nature Mater. · 2012 · 11 · 91710.1038/nmat3431 ↗
19. Proc. R. Soc. A · 2018 · 474 · 2017075310.1098/rspa.2017.0753 ↗
20. 2010
21. Prog. Mater. Sci. · 2017 · 4 · 106410.1016/j.pmatsci.2017.12.003 ↗
22. Europhys. Lett. · 2017 · 119 · 1400110.1209/0295-5075/119/14001 ↗
23. 2015 · 15510.1007/978-3-319-17118-0_7 ↗
24. Science · 1987 · 235 · 103810.1126/science.235.4792.1038 ↗
25. 2013
26. J. Mech. Phys. Solids · 1992 · 40 · 110510.1016/0022-5096(92)90063-8 ↗
27. Nat. Mater. · 2012 · 11 · 60810.1038/nmat3331 ↗
28. Adv. Mater. · 2010 · 22 · 36110.1002/adma.200901956 ↗
29. Adv. Mater. · 2013 · 25 · 504410.1002/adma.201301986 ↗
30. Adv. Mater. · 2015 · 27 · 429610.1002/adma.201501708 ↗
31. Nat. Commun. · 2015 · 6 · 596710.1038/ncomms6967 ↗
32. ACS Nano · 2017 · 11 · 477710.1021/acsnano.7b01089 ↗
33. Curr. Opin. Colloid Interface Sci. · 2019 · 40 · 11810.1016/j.cocis.2019.02.008 ↗
34. Appl. Phys. Lett. · 2017 · 111 · 05190310.1063/1.4989441 ↗
35. Proc. Natl. Acad. Sci. U. S. A. · 2016 · 113 · 1081310.1073/pnas.1501169113 ↗
36. M. Hanifpour , C. F.Petersen, M. J.Alava, and S.Zapperi, Eur. Phys. J. B91, 1 (2018).10.1140/epjb/e2018-90073-110.1140/epjb/e2018-90073-1 ↗
37. Proc. Natl. Acad. Sci. U. S. A. · 2018 · 115 · E724510.1073/pnas.1806769115 ↗
38. Appl. Phys. Lett. · 2019 · 114 · 11190210.1063/1.5083027 ↗
39. RSC Adv. · 2019 · 9 · 517410.1039/c8ra07565d ↗
40. Science · 2014 · 344 · 137310.1126/science.1252291 ↗
41. Phys. Rev. Lett. · 2014 · 113 · 17550310.1103/physrevlett.113.175503 ↗
42. Adv. Mater. · 2015 · 27 · 593110.1002/adma.201502809 ↗
43. Nature · 2017 · 541 · 34710.1038/nature20824 ↗
44. Science · 2017 · 358 · 107210.1126/science.aao4640 ↗
45. Science · 2014 · 345 · 64710.1126/science.1252876 ↗
46. Soft Matter · 2017 · 13 · 908710.1039/c7sm01693j ↗
47. Proc. Natl. Acad. Sci. U. S. A. · 2019 · 116 · 2085610.1073/pnas.1908806116 ↗
48. J. Mater. Sci. · 2013 · 48 · 5110.1007/s10853-012-6643-4 ↗
49. Sci. Adv. · 2020 · 6 · eaax621210.1126/sciadv.aax6212 ↗
50. Nat. Commun. · 2020 · 11 · 416210.1038/s41467-020-17947-2 ↗
51. Sci. Adv. · 2020 · 6 · eaaz416910.1126/sciadv.aaz4169 ↗
52. Philos. Trans. R. Soc., A · 2006 · 364 · 1510.1098/rsta.2005.1678 ↗
53. Sci. Rep. · 2018 · 8 · 1243710.1038/s41598-018-30822-x ↗
54. Metall. Trans. A · 1983 · 14 · 175510.1007/bf02645546 ↗
55. 1999
56. Acta Mater. · 2001 · 49 · 103510.1016/s1359-6454(00)00379-7 ↗
57. Proc. R. Soc. London, Ser. A · 2010 · 466 · 249510.1098/rspa.2010.0215 ↗
58. Nature Ccommun. · 2015 · 6 · 110.1038/ncomms10019 ↗
59. Phys. Rev. Lett. · 2008 · 101 · 21550110.1103/physrevlett.101.215501 ↗
60. Europhys. Lett. · 2009 · 87 · 3400410.1209/0295-5075/87/34004 ↗
61. Phys. Rev. Lett. · 2015 · 114 · 13550110.1103/physrevlett.114.135501 ↗
62. J. Eng. Mater. Technol. · 1995 · 117 · 48310.1115/1.2804743 ↗
63. Appl. Phys. Lett. · 2012 · 100 · 19190110.1063/1.4709436 ↗
64. Appl. Phys. Lett. · 2020 · 117 · 06190110.1063/5.0014167 ↗
65. Nat. Commun. · 2014 · 5 · 413010.1038/ncomms5130 ↗
66. Smart Mater. Struct. · 2015 · 24 · 06300110.1088/0964-1726/24/6/063001 ↗
67. Phys. Rev. Lett. · 2014 · 112 · 13780210.1103/physrevlett.112.137802 ↗
68. Europhys. Lett. · 2014 · 105 · 2400110.1209/0295-5075/105/24001 ↗
69. Phys. Rev. Lett. · 2007 · 99 · 08430110.1103/physrevlett.99.084301 ↗
70. Nano Lett. · 2008 · 8 · 119210.1021/nl0801531 ↗
71. Proc. Natl. Acad. Sci. U. S. A. · 2012 · 109 · 597810.1073/pnas.1115674109 ↗
72. Materials · 2018 · 11 · 107810.3390/ma11071078 ↗
73. Adv. Mater. · 2016 · 28 · 791510.1002/adma.201601650 ↗
74. Mater. Horiz. · 2016 · 3 · 37110.1039/c6mh00065g ↗
75. Soft Matter · 2016 · 12 · 873610.1039/c6sm01271j ↗
76. Nature · 2018 · 561 · 51210.1038/s41586-018-0541-0 ↗
77. Mater. Des. · 2019 · 180 · 10795010.1016/j.matdes.2019.107950 ↗
78. Proc. Natl. Acad. Sci. U. S. A. · 2015 · 112 · 1232110.1073/pnas.1509465112 ↗
79. Adv. Mater. · 2018 · 30 · 170631110.1002/adma.201706311 ↗
80. Phys. Rev. Lett. · 2018 · 121 · 25530410.1103/physrevlett.121.255304 ↗
81. Nat. Mater. · 2019 · 18 · 99910.1038/s41563-019-0452-y ↗
82. Sci. Rep. · 2014 · 4 · 597910.1038/srep05979 ↗
83. Smart Mater. Struct. · 2014 · 23 · 09400110.1088/0964-1726/23/9/094001 ↗
84. Mech. Mater. · 1995 · 20 · 35110.1016/0167-6636(94)00069-7 ↗
85. 2013
86. Mater. Des. · 2019 · 183 · 10816410.1016/j.matdes.2019.108164 ↗
87. Compos. Struct. · 2016 · 153 · 59310.1016/j.compstruct.2016.06.061 ↗
88. Compos. Struct. · 2018 · 195 · 23210.1016/j.compstruct.2018.04.058 ↗
89. Compos. Struct. · 2018 · 201 · 16110.1016/j.compstruct.2018.06.022 ↗
90. Compos. Struct. · 2019 · 229 · 11131810.1016/j.compstruct.2019.111318 ↗
91. Int. J. Solids Struct. · 1995 · 32 · 334110.1016/0020-7683(94)00306-h ↗
92. Proc. Natl. Acad. Sci. U. S. A. · 2017 · 114 · 252010.1073/pnas.1612139114 ↗
93. Proc. Natl. Acad. Sci. U. S. A. · 2017 · 114 · 252610.1073/pnas.1615536114 ↗
94. Biophys. J. · 2018 · 114 · 278710.1016/j.bpj.2018.05.015 ↗
95. Proc. Natl. Acad. Sci. U. S. A. · 2016 · 114 · 5110.1073/pnas.1615140114 ↗
96. Nature · 2016 · 535 · 52910.1038/nature18960 ↗
97. Mater. Horiz. · 2019 · 6 · 113810.1039/c9mh00125e ↗
98. Adv. Mater. · 2011 · 23 · 265010.1002/adma.201004090 ↗
99. 2018
100. Adv. Mater. · 2019 · 31 · 190484510.1002/adma.201904845 ↗