Digital Transformation in Materials Science: A Paradigm Change in Material's Development
Source abstract
Abstract
Abstract The ongoing digitalization is rapidly changing and will further revolutionize all parts of life. This statement is currently omnipresent in the media as well as in the scientific community; however, the exact consequences of the proceeding digitalization for the field of materials science in general and the way research will be performed in the future are still unclear. There are first promising examples featuring the potential to change discovery and development approaches toward new materials. Nevertheless, a wide range of open questions have to be solved in order to enable the so‐called digital‐supported material research. The current state‐of‐the‐art, the present and future challenges, as well as the resulting perspectives for materials science are described.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Machine Learning in Materials Science · Electronic and Structural Properties of Oxides · Advanced Materials Characterization Techniques
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Laboratory of Organic and Macromolecular Chemistry (IOMC) Friedrich Schiller University Jena Humboldtstr. 10 Jena 07743 Germany
Jena Center for Soft Matter (JCSM) Friedrich Schiller University Jena Philosophenweg 7 Jena 07743 Germany
Funding
Deutsche Forschungsgemeinschaft
References (86)
Show source-provided references
1. 10.1038/533022a10.1038/533022a ↗
2. 10.1038/s41591-018-0279-010.1038/s41591-018-0279-0 ↗
3. 10.1038/s41568-018-0016-510.1038/s41568-018-0016-5 ↗
4. 10.1038/s41591-018-0300-710.1038/s41591-018-0300-7 ↗
5. 10.1038/s41563-019-0338-z10.1038/s41563-019-0338-z ↗
6. 10.1038/s41586-019-0912-110.1038/s41586-019-0912-1 ↗
7. 10.1016/j.clinthera.2015.12.00110.1016/j.clinthera.2015.12.001 ↗
8. 10.1002/marc.20039001310.1002/marc.200390013 ↗
9. Rahaman M. N. · 2003
10. 10.1039/C3CS60159E10.1039/C3CS60159E ↗
11. 10.1039/C5MH00260E10.1039/C5MH00260E ↗
12. 10.1002/adma.20050114210.1002/adma.200501142 ↗
13. 10.1002/1521-3900(200103)165:1<1::AID-MASY1>3.0.CO;2-Z10.1002/1521-3900(200103)165:1<1::AID-MASY1>3.0.CO;2-Z ↗
14. 10.1039/c0sc00381f10.1039/c0sc00381f ↗
15. 10.1038/nchem.175310.1038/nchem.1753 ↗
16. 10.1039/C9RE00116F10.1039/C9RE00116F ↗
17. 10.1126/science.abb249110.1126/science.abb2491 ↗
18. 10.1038/s41586-020-2083-510.1038/s41586-020-2083-5 ↗
19. 10.1126/science.aax156610.1126/science.aax1566 ↗
20. 10.1021/acs.macromol.8b0186410.1021/acs.macromol.8b01864 ↗
21. 10.1002/0471440264.pst66910.1002/0471440264.pst669 ↗
22. 10.1007/978-3-319-23871-5_1310.1007/978-3-319-23871-5_13 ↗
23. 10.1021/cc700145q10.1021/cc700145q ↗
24. 10.1002/aenm.20170154310.1002/aenm.201701543 ↗
25. 10.1039/C8ME00073E10.1039/C8ME00073E ↗
26. 2017
27. 10.24018/ejers.2017.2.10.46710.24018/ejers.2017.2.10.467 ↗
28. Chemspeed Technologies SMOLE https://www.chemspeed.com/smole/ (accessed: July2020).
29. 10.3762/bjoc.13.9710.3762/bjoc.13.97 ↗
30. 10.1002/anie.20181038410.1002/anie.201810384 ↗
31. 10.1126/science.aav221110.1126/science.aav2211 ↗
32. 10.1038/s41586-018-0307-810.1038/s41586-018-0307-8 ↗
33. 10.1038/s41586-020-2442-210.1038/s41586-020-2442-2 ↗
34. 10.1038/s41563-019-0402-810.1038/s41563-019-0402-8 ↗
35. 10.1557/mrc.2019.5410.1557/mrc.2019.54 ↗
36. 10.1016/j.actamat.2019.01.02910.1016/j.actamat.2019.01.029 ↗
37. 10.1021/acs.biomac.9b0113210.1021/acs.biomac.9b01132 ↗
38. 10.1038/s41586-018-0337-210.1038/s41586-018-0337-2 ↗
39. 10.1016/j.polymer.2018.09.04910.1016/j.polymer.2018.09.049 ↗
40. 10.3390/polym1209209510.3390/polym12092095 ↗
41. 10.1039/C4SC03075C10.1039/C4SC03075C ↗
42. 10.1021/acsnano.7b0750410.1021/acsnano.7b07504 ↗
43. 10.1126/science.aat266310.1126/science.aat2663 ↗
44. The Materials Genome Initiative https://www.mgi.gov/(accessed: July2020).
45. 10.1007/s11434-015-0937-210.1007/s11434-015-0937-2 ↗
46. 10.1016/j.aca.2013.10.02710.1016/j.aca.2013.10.027 ↗
47. 10.1038/jcbfm.2010.5110.1038/jcbfm.2010.51 ↗
48. Mehta D. · Nature · 2019
49. 10.1002/978047074338610.1002/9780470743386 ↗
50. 10.1038/sdata.2016.1810.1038/sdata.2016.18 ↗
51. 10.1093/gigascience/gix06210.1093/gigascience/gix062 ↗
52. Materials Cloud https://www.materialscloud.org/(accessed: July2020).
53. Automatic‐Flow for Materials Discovery http://aflowlib.org/(accessed: July2020).
54. 10.1126/science.119796210.1126/science.1197962 ↗
55. 10.1038/498255a10.1038/498255a ↗
56. 10.1002/anie.20190726010.1002/anie.201907260 ↗
57. 10.1021/acscombsci.0c0005710.1021/acscombsci.0c00057 ↗
58. 10.1038/nmat461910.1038/nmat4619 ↗
59. 10.1038/npjcompumats.2016.2810.1038/npjcompumats.2016.28 ↗
60. Arni S. · ChemRxiv · 2019
61. 10.1021/cr200066h10.1021/cr200066h ↗
62. 10.1021/acs.jcim.8b0038610.1021/acs.jcim.8b00386 ↗
63. 10.1080/17460441.2018.140341910.1080/17460441.2018.1403419 ↗
64. 10.1038/s41467-018-06757-210.1038/s41467-018-06757-2 ↗
65. 10.1021/acsami.8b1475610.1021/acsami.8b14756 ↗
66. 10.3390/polym901001610.3390/polym9010016 ↗
67. 10.1038/nature1743910.1038/nature17439 ↗
68. 10.1016/j.commatsci.2019.10949810.1016/j.commatsci.2019.109498 ↗
69. 10.1038/s41578-020-0216-y10.1038/s41578-020-0216-y ↗
70. 10.1002/aenm.20190324210.1002/aenm.201903242 ↗
71. 10.1021/acs.jpclett.8b0170710.1021/acs.jpclett.8b01707 ↗
72. 10.1021/acs.chemrev.0c0000410.1021/acs.chemrev.0c00004 ↗
73. 10.1126/sciadv.aaq156610.1126/sciadv.aaq1566 ↗
74. 10.1002/anie.20170968610.1002/anie.201709686 ↗
75. 10.1039/C8MH00653A10.1039/C8MH00653A ↗
76. 10.1557/mrc.2019.9010.1557/mrc.2019.90 ↗
77. 10.1016/j.rcim.2013.05.00110.1016/j.rcim.2013.05.001 ↗
78. 10.1016/j.compositesb.2018.02.01210.1016/j.compositesb.2018.02.012 ↗
79. 10.1002/adma.20190378310.1002/adma.201903783 ↗
80. 10.1126/science.aav905110.1126/science.aav9051 ↗
81. B.Jackson GE Prepares Boeing 777X for Takeoff with 3D Printed Turbine Blades https://3dprintingindustry.com/news/ge‐prepares‐boeing‐777x‐for‐takeoff‐with‐3d‐printed‐fan‐blades‐146566/(accessed: July2020).
82. 10.1016/j.matdes.2017.02.06810.1016/j.matdes.2017.02.068 ↗
83. 10.1038/srep3111010.1038/srep31110 ↗
84. 10.1038/s41563-019-0525-y10.1038/s41563-019-0525-y ↗
85. 10.1002/adma.20180598210.1002/adma.201805982 ↗
86. 10.1002/adma.20190780110.1002/adma.201907801 ↗